1181 lines
1.2 MiB
Plaintext
1181 lines
1.2 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Tick Data y Estimación de Parámetros\n",
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"\n",
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"**Problema inverso:** Dada la salida de tick data del simulador (como si fuera data real), estimar los parámetros que generaron ese mercado.\n",
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"\n",
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"## Estructura\n",
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"1. Exportar simulación en formato estándar (estilo Tardis.dev + LOBSTER)\n",
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"2. Desde esos datos, estimar: σ, λ, spread, Hawkes α/β, cola de tamaños\n",
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"3. Ventanas deslizantes para ver cómo cambian en el tiempo\n",
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"4. Comparar estimaciones vs parámetros reales de la simulación\n",
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"\n",
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"## Formato de datos\n",
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"\n",
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"Inspirado en los proveedores más usados:\n",
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"- **Tardis.dev** (cripto): trades normalizados con `exchange, symbol, timestamp, side, price, amount`\n",
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"- **LOBSTER** (equities): message file + orderbook file pareados por evento\n",
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"- **Databento** (multi-asset): acciones como `add/cancel/modify/trade` con fixed-point prices\n",
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"\n",
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"Nuestro formato combina lo mejor: trades + snapshots del book en cada tick."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Tipos definidos: Side, OrderType, OrderStatus, Order, Trade\n",
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"OrderBook definido\n",
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"MatchingEngineFIFO definido\n",
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"✓ test_basic_match\n",
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"✓ test_partial_fill\n",
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"✓ test_fifo_priority\n",
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"✓ test_price_priority\n",
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"✓ test_no_match_spread\n",
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"✓ test_market_order\n",
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"✓ test_cancel\n",
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"\n",
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"=== Todos los tests pasaron ===\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"OrderBook(best_bid=99.85, best_ask=100.25, spread=0.4000000000000057, bids_top3=[(99.85, 4.8), (99.72, 2.8), (99.48, 22.799999999999997)], asks_top3=[(100.25, 5.4), (100.29, 6.3), (100.41, 8.2)])\n"
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]
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},
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== ANTES ===\n",
|
||
"Best ask: 100.25\n",
|
||
"Best bid: 99.85\n",
|
||
"Spread: 0.4000\n",
|
||
"Midprice: 100.0500\n",
|
||
"\n",
|
||
"Ask depth (5 niveles): [(100.25, 5.4), (100.29, 6.3), (100.41, 8.2), (100.43, 14.9), (100.5, 18.9)]\n",
|
||
"\n",
|
||
"=== MARKET BUY 50 ===\n",
|
||
"Trades ejecutados: 5\n",
|
||
" 5.4 @ 100.25\n",
|
||
" 6.3 @ 100.29\n",
|
||
" 8.2 @ 100.41\n",
|
||
" 14.9 @ 100.43\n",
|
||
" 15.2 @ 100.50\n",
|
||
"\n",
|
||
"Precio promedio ponderado: 100.4109\n",
|
||
"Slippage vs best ask: 0.1609\n",
|
||
"\n",
|
||
"=== DESPUÉS ===\n",
|
||
"Best ask: 100.5\n",
|
||
"Best bid: 99.85\n",
|
||
"Spread: 0.6500000000000057\n",
|
||
"OrderBook(best_bid=99.85, best_ask=100.5, spread=0.6500000000000057, bids_top3=[(99.85, 4.8), (99.72, 2.8), (99.48, 22.799999999999997)], asks_top3=[(100.5, 3.699999999999994), (100.53, 6.5), (100.54, 1.6)])\n",
|
||
"Tipos definidos: Side, OrderType, OrderStatus, Order, Trade\n",
|
||
"OrderBook definido\n",
|
||
"MatchingEngineFIFO definido\n",
|
||
"✓ test_basic_match\n",
|
||
"✓ test_partial_fill\n",
|
||
"✓ test_fifo_priority\n",
|
||
"✓ test_price_priority\n",
|
||
"✓ test_no_match_spread\n",
|
||
"✓ test_market_order\n",
|
||
"✓ test_cancel\n",
|
||
"\n",
|
||
"=== Todos los tests pasaron ===\n",
|
||
"OrderBook(best_bid=99.85, best_ask=100.25, spread=0.4000000000000057, bids_top3=[(99.85, 4.8), (99.72, 2.8), (99.48, 22.799999999999997)], asks_top3=[(100.25, 5.4), (100.29, 6.3), (100.41, 8.2)])\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== ANTES ===\n",
|
||
"Best ask: 100.25\n",
|
||
"Best bid: 99.85\n",
|
||
"Spread: 0.4000\n",
|
||
"Midprice: 100.0500\n",
|
||
"\n",
|
||
"Ask depth (5 niveles): [(100.25, 5.4), (100.29, 6.3), (100.41, 8.2), (100.43, 14.9), (100.5, 18.9)]\n",
|
||
"\n",
|
||
"=== MARKET BUY 50 ===\n",
|
||
"Trades ejecutados: 5\n",
|
||
" 5.4 @ 100.25\n",
|
||
" 6.3 @ 100.29\n",
|
||
" 8.2 @ 100.41\n",
|
||
" 14.9 @ 100.43\n",
|
||
" 15.2 @ 100.50\n",
|
||
"\n",
|
||
"Precio promedio ponderado: 100.4109\n",
|
||
"Slippage vs best ask: 0.1609\n",
|
||
"\n",
|
||
"=== DESPUÉS ===\n",
|
||
"Best ask: 100.5\n",
|
||
"Best bid: 99.85\n",
|
||
"Spread: 0.6500000000000057\n",
|
||
"OrderBook(best_bid=99.85, best_ask=100.5, spread=0.6500000000000057, bids_top3=[(99.85, 4.8), (99.72, 2.8), (99.48, 22.799999999999997)], asks_top3=[(100.5, 3.699999999999994), (100.53, 6.5), (100.54, 1.6)])\n",
|
||
"Engine cargado desde notebook 01\n",
|
||
"Parámetros cargados\n",
|
||
" Precio inicial: 100.0\n",
|
||
" Volatilidad: 0.02\n",
|
||
" Makers: 5 (spread=0.5, γ=0.1)\n",
|
||
" Takers λ: 2.0 (Hawkes α=0.5)\n",
|
||
" Ticks: 500\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x300 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Takers por tick: min=0, max=8, mean=2.0\n",
|
||
"Agentes definidos: MakerState, maker_quotes (Avellaneda-Stoikov), taker_order (power-law)\n",
|
||
"run_simulation() definida\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Total trades: 11740\n",
|
||
"Spread promedio: 0.5285\n",
|
||
"Trades/tick promedio: 23.5\n",
|
||
"\n",
|
||
"Estado final de makers:\n",
|
||
" maker_0: inventario=153.3, PnL=1807.18\n",
|
||
" maker_1: inventario=77.3, PnL=1399.79\n",
|
||
" maker_2: inventario=195.5, PnL=77.56\n",
|
||
" maker_3: inventario=90.9, PnL=-4273.37\n",
|
||
" maker_4: inventario=-23.7, PnL=-6305.50\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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1bdq0QNv69estwLLZbNbixYsD7bNmzarwelf22i5atMgCrP/+97+BtkPHwI8//mjt3bvXSk9Pt9q3b29t27Yt0OfNN9+0bDabtWDBgqDxXn75ZQuwvvvuu0DbofjWrl0b1PeOO+6woqKiLJ/PV+2+18b48eOtqKgoKyQkxLrppptqvf7UqVMtwNq6dWuFZTU5Pi2r/Ly64IILLMuyrL/97W+WYRjWY489FlhumqbVqVOnCudZcXGx1a5dO2vEiBGBtkPnyWWXXRa0jZycHAuwpk6detT9ufrqqy2g2p/qjuGysjKre/fuVrt27Syv13vUvodewx07dlRY1r9/f2vQoEFHXb8y8+bNswDr//7v/4LaH3jgAQuwVq1aFWg79DlUk5/D3+fw8HDruuuuq7DtL774wgKsmTNnVhnfjz/+WOFcOuSee+6xAKu0tLTK9efPn28ZhmE99NBDR3sZjqpfv37W2LFjg9ouuugiKy0tLeg4q+lrc/jnxwUXXFDhOLcsyyoqKrIA6/77769xnNOnT6/090Rt1eR9Dg8PD1qnsnP4pptussLCwgLvj9/vt6Kioqx7773Xsqzy8zU+Pt4aN26cZbfbrYKCAsuyLOvZZ5+1bDablZOTY1nWr7/npk6danm9Xuu3v/2tFRoaas2aNSuwrW3btll2u916/PHHg2JYvXq15XA4Au3Lly+3AGv69Om1ek2KioqsiIgIa/DgwYH3fP/+/ZbT6bSSk5Otfv36BfWvy+fDofdv/vz5FbY/btw4Kzk5udo4Tz/9dOuvf/2r9cknn1gvvfSS1aNHDwuwXnzxxVrtr4iINF2acSsiIietESNGsGjRIqZMmcKsWbNYtGgRTz31FImJibz66quMHj262jGuv/56DMMIPB84cCCLFi0KutzWbrfTr18/li1bVm+xh4aGBv6dl5eH1+tl6NChzJo1i7y8PKKjo5k9ezYFBQXcf//9FeqkHh7zkb788kvsdju33357UPvvf/97PvjgA7766ituvfXWQPvw4cPp0KFD4HmvXr2Iiopiy5YtQetbR5RZqMrpp5/O6aefHng+evRoxo4dS69evXjggQcqLcNwpIiIiKCbAHXp0oWYmBhatWrFwIEDA+2H/n14rIe/tl6vl/z8fDp27EhMTAw//fRT0Iw8KL/R0uWXXw7A/PnzadWqVWDZ9OnT6datG127dg2a6XZoduvcuXOD9nXo0KF07949aPyYmBiKioqYPXs25513XrX7XhP79+/n448/ZvLkyezatYuPPvqIf/zjH0etvVkbNTk+D/fUU09x33338dRTTwWVSFixYgUbN27kj3/8I1lZWUHrDBs2jDfffBPTNINmfk6ePLlCLC6Xi3nz5nH99dcTGxtbacz33ntvjepIVrX+Ibfeeis///wzX3zxRVD5g8qUlJQAldfQDgkJIT8/v9p4jjR37lyACrOx77jjDqZMmcL7778fmA3bu3dvZs+eXaNxk5OTg+KuKuZDy6tS3T4fbfyMjAwmTpxIu3btuPfee2sUd2XGjh3LY489RmlpKSEhIWRlZfHll19y9913B3021vS1ObxcxrG8Ng3tT3/6E0OGDKnQPnXq1AqlRw4/hwsKCigrK2PIkCH885//ZP369fTu3Rubzcbpp5/O/PnzgfIrAbKysrj//vv58MMPWbRoESNGjGDBggX06NGjQlkij8fDuHHjmD17Nl9++SVnnnlmYNlHH32EaZqMHz8+6LMzOTmZTp06MXfuXB588MHAZ8msWbMYOXJklVdEHOnHH3+ksLCQK664IvCeJyUlMXDgQBYuXMj//d//BfWvy+dDdcd6TY6FI9+X6667jr59+/Lggw9yzTXXBL1PIiLSPClxKyIiJ7X+/fvz0Ucf4fF4WLlyJR9//DHPPfccY8eOZcWKFRWSaEc6vEYjEPhPZGpqaoX2nJyceov7u+++4+GHH2bRokUUFxcHLTuUGNu8eTNArctAbN++nZSUlEDpgEMOXfq7ffv2oPYjXwMo/89rfe5vx44dueiii/joo4/w+/3VJhhbt25dITkdHR1d6fsCBMVaUlLClClTeP3119m9e3dQwrmyy8qvvPJKHA4H69atC0puQXntxXXr1gVKCBzpyJvgtWvXrkKfm2++mffff5/zzz+fVq1acc455zB+/PhjSuK++uqrgTqch477b7/9lhEjRtR5zMPV5Pg85H//+x9ffPEF9913X1DSFspfP4Crr766ym3l5eUFJUuOfA3dbjdPPvkkv//972nRogWDBg3iwgsv5Kqrrgp6v7p3717t+V6dqVOn8q9//YvHHnuMkSNHVtv/UNKlskvVS0tL65SU2bNnD3a7vcJN0Vq0aEFsbGzQlxSxsbF1usFXaGholTEfWn60daHqfa5q/aKiIi688EIKCgpYuHBhhdq3tXHxxRdz//33M2vWLC666CLee+89vF5vhS9ljvdr09B69uxZ6T699dZbFdrWrl3LH//4R7799tsKXyAc/jk4ZMgQHnnkEUpKSliwYAEtW7bk1FNPpXfv3ixYsIARI0awcOFCxo8fX2EbU6ZMobCwkK+++iooaQvl575lWXTq1KnSfTl0U8127dpx11138eyzz/L2228zZMgQRo8ezRVXXHHUMgl79uwBym/8dbhTTjmFhQsXMmrUqKD2unw+NMT57XK5uPXWW5k8eTLLli1rtLIbIiJy/ChxKyIiQvl/hvr370///v3p3Lkz1157LdOnT+fhhx8+6npVJRAraz88AVjVjNea3CRq8+bNDBs2jK5du/Lss8+SmpqKy+Xiyy+/5Lnnnqtw052GVtVrUNMZtjWVmpqKx+OhqKgo6EYvtYmpJrHedtttvP7669x5552cdtppREdHYxgGEyZMqPS1HTNmDP/973/529/+xpQpU4KWmaZJz549efbZZ6vcp8NV9h/5pKQkVqxYwaxZs/jqq6/46quveP3117nqqqv4z3/+U+m4R2OaJq+88krgGEpNTSUsLIz333+/XhK3tT0+09PTyc3N5c033+Smm24KSrwe6jt16lT69OlT6faOTOBV9hreeeedjBo1ihkzZjBr1iweeughpkyZwrfffsspp5wClCejajIDzuVyVXrzqDfeeIP77ruPyZMn88c//rHacQBatmwJwN69eyscC3v37q1Qv7cm7HY7lmVhmmaF493v9+P1egPPPR4P2dnZNRo3MTExMF7Lli3Zu3dvhT6H2lJSUqoc5/B9rmz9uLi4CjMUPR4PY8aMYdWqVcyaNavONckP6dKlC926deOjjz7ioosu4s0336Rv374V6tIeqlVcnejo6MBx17JlS+bOnYtlWUGf8zV5bU4Uubm5DB06lKioKP7f//t/dOjQgZCQEH766Sfuu+++oHN48ODBeL1eFi1axIIFCwIzeocMGcKCBQtYv349mZmZlc70Pffcc5k5cyZPPfUUZ555ZtCVIaZpYhgGX331VaWf24ef98888wzXXHMNn3zyCV9//TW33347U6ZMYfHixbRu3brSfTy0rSN/F8fExBAZGRn4XDikLp8P1R3rdT0WDn1W1PTcFRGRpk2JWxERkSMcupFIZf/Zqi+HZggefjduqDibtTKfffYZZWVlfPrpp0GzXQ9dIn3IofIFa9asqTD77mjatGnDnDlzKCgoCJp1u379+sDyxrBlyxZCQkKOaaZdTXzwwQdcffXVPPPMM4G20tLSCu/VIbfddhsdO3bkT3/6E9HR0dx///2BZR06dGDlypUMGzbsqOUpquNyuRg1ahSjRo3CNE1uvvlm/vnPf/LQQw/V6r0F+OKLL9ixYwd//etfAQgPD+fCCy/k448/5qWXXqr28v5Dqtqfmh6fhyQkJPDBBx8wePBghg0bxsKFCwMJjUPHcFRUVJ1mPx6uQ4cO/P73v+f3v/89GzdupE+fPjzzzDOB2YZ33HFHjRLhld1g75NPPuGGG25gzJgx/OMf/6hxTIeS0UuXLg1K0u7Zs4ddu3YxadKkGo91yKGb4v3yyy9Bl/Dv3buX/Pz8oMT4999/z1lnnVWjcbdu3Rq4kVufPn1YsGBBhTIVS5YsISwsrMIsxsO1atWKxMREli5dWmHZDz/8UCFBb5omV111Fd988w3vv/8+Q4cOrVG81bnkkkt46aWXWLduHYsXL65w00X4NfFWnddff51rrrkGKH9tXn31VdatWxc0Q3PJkiWB5Se6efPmkZWVxUcffRR0Q7FDNzM83IABA3C5XCxYsIAFCxYEZs2fccYZ/Otf/+Kbb74JPD/SoEGDmDx5MhdeeCHjxo3j448/Dnz+dOjQAcuyaNeu3VGPp0N69uxJz549+eMf/8j333/Pb37zG15++eXATQ6PdCj5uWPHjqD2zz77jIKCggpXBtTl86FHjx44HA6WLl0aNOPY4/GwYsWKSmch18ShWfNVXckhIiLNixK3IiJy0po7dy5nnnlmhQTUobuad+nSpcG23aZNG+x2O/Pnz+fiiy8OtL/44ovVrnto9tGRl/C//vrrQf3OOeccIiMjmTJlCuedd17QbKYjZ4MdbuTIkbzyyiu88MILPPDAA4H25557DsMwOP/882u0j0dav349YWFhlZZWOFxmZmaF/5CuXLmSTz/9lPPPP7/Cnezr26EZi4d7/vnnjzob+qGHHiI/P58HHniA6OjoQH3E8ePH8+WXX/Kvf/2rQhKupKQE0zQJDw8/ajxZWVnEx8cHnttsNnr16gVUfgludV566SVSU1ODajj/9re/5f3332fOnDk1LsFwKO4jE9o1PT4P17p1a+bMmcOQIUMYMWIE8+fPJz4+nr59+9KhQweefvppJk6cWCFpX9mxcqTi4mJsNlvQ8d+hQwciIyODXr+61ridP38+EyZM4IwzzuDtt9+u8vj0er1s3ryZ6OjoQEIwPT2drl278sorr3DTTTcFXruXXnoJwzAYO3ZstfEc6cILL+See+7hueee49VXXw20H/oi4oILLgi01bXG7dixY/nggw/46KOPAjEeOHCA6dOnM2rUqKAZs4dKthxeB/vSSy/lP//5Dzt37gwk0L755ht++eUXfve73wVt97bbbuO9997jn//8J2PGjKlRrDVxySWX8MQTTzBp0iTsdjuXXXZZhT51qXF70UUX8bvf/Y4XX3yRF154ASg/F15++WVatWoVVNN679695OXl0aFDh8Cl/yeCys5hj8dT6e+nkJAQ+vfvzzvvvMOOHTuCZtyWlJTw97//nQ4dOlSZBB8+fDjvvvsu48aN48orrwycQ2PGjOGBBx7g0Ucf5a233gr6fWVZFtnZ2cTHx5Ofn09YWFjQF049e/bEZrMd9fMxPT2d+Ph4/vvf/3LVVVcB5V8crFixIvDvw69AqMvnQ3R0NMOHD+ett97ioYceCnwR+uabb1JYWMi4ceMCfYuLi9mxYwcJCQkkJCQAlX++FRQU8Ne//pWEhAT69u1bbTwiItL0KXErIiInrdtuu43i4mIuueQSunbtisfj4fvvv+e9996jbdu2XHvttQ227ejoaMaNG8fzzz+PYRh06NCBzz//vELN08qcc845gRmYN910E4WFhfzrX/8iKSkpaJZwVFQUzz33HDfccAP9+/dn4sSJxMbGsnLlSoqLi6ucPTRq1CjOOuss/vCHP7Bt2zZ69+7N119/zSeffMKdd94ZlICpjW7dulU6W/FIv/3tbwkNDeX0008nKSmJn3/+mVdeeYWwsDD+8pe/1GnbtXHhhRfy5ptvEh0dTffu3Vm0aBFz5swJSp5WZurUqeTl5XHLLbcQGRnJFVdcwZVXXsn777/P5MmTmTt3Lr/5zW/w+/2sX7+e999/n1mzZgVmeFflhhtuIDs7m7PPPpvWrVuzfft2nn/+efr06RN0afeh2ZDbtm2rcqytW7cya9Ys/t//+39Blx+PHDmSyMhI3n///Ronbg8lDf7whz8wYcIEnE4no0aNqvHxeaSOHTvy9ddfc+aZZ3Luuefy7bffEhUVxauvvsr5559Peno61157La1atWL37t3MnTuXqKgoPvvss6PG+csvvzBs2DDGjx9P9+7dcTgcfPzxx+zfvz/oBnZ1qWG5fft2Ro8eHUiyTp8+PWh5r169Akn23bt3061bN66++mreeOONQJ+pU6cyevRozjnnHCZMmMCaNWt44YUXuOGGG4Le323bttGuXbsK6x+pa9eu3Hzzzbz44ovk5+dz5plnsmTJEv773/9y6aWXBs18rGuN27FjxzJo0CCuvfZafv75ZxISEnjxxRfx+/08+uijQX2HDRsWiP+QBx98kOnTp3PWWWdxxx13UFhYyNSpU+nZs2fQ5+5f//pXXnzxRU477TTCwsIq1GK95JJLAl8gzJs3j7POOouHH36YRx55pNp96NevH6mpqSxcuJDzzz+fFi1aVOhTl9emdevW3HnnnUydOhWv10v//v2ZMWMGCxYs4O233w467x544AH+85//BM1mBgKzRNeuXQuUJ/oWLlwIEFSG45FHHuHRRx8NfAlZX04//XRiY2O5+uqruf322zEMgzfffLPK8jdDhgzhL3/5C9HR0YEb3yUlJdGlSxc2bNgQmI1clYsvvjhQ/iUqKop//vOfdOjQgT//+c888MADbNu2jYsvvpjIyEi2bt3Kxx9/zKRJk7j77rv59ttvufXWWxk3bhydO3fG5/Px5ptvYrfbufTSS6vcZmhoKLfffjsPP/wwY8aMYdiwYTz77LN0794dy7K4//77KSws5JJLLgHqXgP78ccf5/TTT2fo0KFMmjSJXbt28cwzz3DOOecEfdb+8MMPFY7ff/zjH8yYMYNRo0aRlpbG3r17+fe//82OHTt48803cblctY5HRESaIEtEROQk9dVXX1nXXXed1bVrVysiIsJyuVxWx44drdtuu83av39/UN82bdpYV199deD566+/bgHWjz/+GNTv4YcftgArMzMzqP3qq6+2wsPDg9oyMzOtSy+91AoLC7NiY2Otm266yVqzZo0FWK+//nqFMQ/36aefWr169bJCQkKstm3bWk8++aT173//2wKsrVu3Vuh7+umnW6GhoVZUVJQ1YMAA65133gmKrU2bNkHrFBQUWL/73e+slJQUy+l0Wp06dbKmTp1qmaYZ1A+wbrnllgqv7ZGv16G+Q4cOrdD3SH/729+sAQMGWHFxcZbD4bBatmxpXXHFFdbGjRurXdeyLGvo0KFWenp6pTFdcMEFFdqP3IecnBzr2muvtRISEqyIiAjr3HPPtdavX1+jY8Dv91uXXXaZ5XA4rBkzZliWZVkej8d68sknrfT0dMvtdluxsbFW3759rUcffdTKy8urMo5DPvjgA+ucc86xkpKSLJfLZaWlpVk33XSTtXfv3qB+CQkJ1qBBg4762tx3332Wy+Wy9u3bV2HZ5ZdfbsXGxloej+eoYxzuscces1q1amXZbLagY6+mx2dl78mSJUusyMhI64wzzrCKi4sty7Ks5cuXW2PGjLHi4+Mtt9tttWnTxho/frz1zTffBNar6tw7cOCAdcstt1hdu3a1wsPDrejoaGvgwIHW+++/X+P9rMrcuXMtoMqfhx9+ONB369atFlDhvLAsy/r444+tPn36WG6322rdurX1xz/+scL7sHr1aguw7r///mrj8vl81uOPP261b9/ecjqdVlpamvXggw9apaWlx7rLAdnZ2db1119vxcfHW2FhYdbQoUMrfB5aVvl7fOTni2VZ1po1a6xzzjnHCgsLs2JiYqzLL7+8wnF59dVXH/X1PfxY+uyzzyzAevnll2u8D7feeqsFWNOmTavxOjXh9/utJ554wmrTpo3lcrms9PR066233qrQ79D+HfmZfbR9Ptzvf/97yzAMa926dUeN59BxOn369EqXV/b76bvvvrMGDRpkhYaGWikpKda9995rzZo1ywKsuXPnBvX94osvLMA6//zzg9pvuOEGC7Bee+21oPZD58LUqVOD2l988UULsO6+++5A24cffmgNHjzYCg8Pt8LDw62uXbtat9xyi7VhwwbLsixry5Yt1nXXXWd16NDBCgkJseLi4qyzzjrLmjNnzlFfE8sqP08eeughq3Xr1pbT6bS6d+9urVu3zlq4cKHVvn37So/buliwYIF1+umnWyEhIVZiYqJ1yy23WPn5+UF9Dr1Hh39mfP3119aIESOs5ORky+l0WjExMdY555wT9LknIiLNn2FZ9XznEBERERE5rn7++WfS09P5/PPPgy6Fl+bjxRdf5N5772Xz5s2Vzg492d1777288847bNq0qcLNzaryxhtvcO2111aY8dpUDBgwgDZt2lSY6S0iIiLNh0oliIiIiDRxc+fO5bTTTlPSthmbO3cut99+u5K2VZg7dy4PPfRQjZO2TV1+fj4rV66s0Q2zREREpOnSjFsRERERCSgsLKSwsPCofRITE4NqdYo0RU19xq2IiIg0f5pxKyIiIiIBTz/9dIUbTB1JiS4RERERkYanGbciIiIiErBlyxa2bNly1D6DBw8mJCTkOEUkIiIiInJyUuJWRERERERERERE5ASjUgl1ZJome/bsITIyEsMwGjscEREREREREREROcFZlkVBQQEpKSnYbLaj9lXito727NlDampqY4chIiIiIiIiIiIiTczOnTtp3br1UfsocVtHkZGRQPmLHBUV1cjRNCzTNMnMzCQxMbHabwJEpPHpnBVpWnTOijQtOmdFmhadsyJNy8lwzubn55OamhrILR6NErd1dKg8QlRU1EmRuC0tLSUqKqrZnjQizYnOWZGmReesSNOic1akadE5K9K0nEznbE1KrzbvV0BERERERERERESkCdKM2wbi9/vxer2NHUa9ME0Tr9dLaWlps/+2o65cLpdeGxERERERERERqTdK3NYzy7LYt28fubm5jR1KvbEsC9M0KSgoqNE07pORzWajXbt2uFyuxg5FRERERERERESaASVu69mhpG1SUhJhYWHNItFpWRY+nw+Hw9Es9qe+mabJnj172Lt3L2lpaXqNRERERERERETkmClxW4/8fn8gaRsfH9/Y4dQbJW6rl5iYyJ49e/D5fDidzsYOR0REREREREREmjgV5axHh2rahoWFNXIkcrwdKpHg9/sbORIREREREREREWkOlLhtAJqVevLRey4iIiIiIiIiIvVJiVsRERERERERERGRE4wStyeBtm3b0qVLF/r06UOfPn244YYb6m3shIQEtm3bVm/j1VVubi5/+ctfaty/bdu2rFixouECEhEREREREREROQa6OdlJ4r333qNPnz6NHUaDOZS4vf/++xs7FBERERERERERkWOmGbcNzLIsfD5fg/1YllXrmObNmxeUxF2zZg1t27YFYNu2bcTExPDwww/Tt29fOnbsyJdffhno++mnn9KtWzd69erFvffeGzTu3XffTf/+/enTpw9nnHEGGzZsCCwzDIPHH3+cgQMH0rZtW2bMmMGUKVPo168fnTp1Yt68eYG+s2bNYvDgwfTt25cBAwYwd+7cQNw9evTg5ptvpnfv3qSnp7N06VIAJk+eTEFBAX369KFfv34APPvss4F4+vfvz6JFi2r9WomIiIiIiIiIiDQGzbhtYH6/n4ULFzbY+IMHD8bhqP5t/O1vf0toaCgADz/88FH75uXl0atXLx599FFmzpzJHXfcwZo1a8jIyODaa69lwYIFdO/enVdeeYWsrKzAevfddx9PP/00AO+++y533HEHM2fODCyPiIhgyZIlfPPNN1x00UW88MILLF26lOnTp3PPPffw448/smXLFh555BFmzZpFVFQUmzZtYsiQIYFyDOvXr+e1117jxRdf5OWXX+YPf/gDs2bN4uWXX6ZPnz5B5Q+uvPJK7rrrLgAWL17MNddcw/r162v0uoqIiIiIiIiIiDQmJW4bmN1uZ/DgwQ06fk0cXirh8NmtlQkJCWHMmDEAnHbaaWzevBkoT3726tWL7t27A3D99ddz2223BdabPXs2zz//PAUFBZimSXZ2dtC4v/3tbwHo168fRUVFTJgwAYABAwawceNGAGbOnMmmTZs444wzAuvZbDZ27NgBQMeOHRk4cGAgtkOJ4sosX76cxx9/nKysLBwOBxs2bKCkpCSQwBYRERERERERETlRKXHbwAzDqNGM2OPJ4XDg9/sDz0tLS4OWu91uDMMAyhPDh/c93KE+ADt27ODWW2/lxx9/pEOHDqxatSoo+QrlCeFDYx753OfzAeWlJUaMGMG0adMqbG/37t2BdY5c70gej4cxY8Ywd+5c+vfvT35+PtHR0ZSVlSlxKyIiIiIiIiIiJzzVuD0JtW/fnu3bt5OZmQnAm2++WaP1TjvtNFatWhUoN/Dvf/8bj8cDlJdXcDqdtGzZEsuyeOGFF+oU27nnnsucOXNYtWpVoO2HH36odr2oqChKSkoC8ZSWluLxeEhLSwPg+eefr1M8IiIiIiIiIiIijUGJ25NQSkoK9957LwMGDGDQoEHExcXVaL3ExET+/e9/c8kll9C7d282btxIfHw8AD179mTChAmkp6fTv3//QMK0tjp27Mi0adO46aab6N27N926deOvf/1rtevFxcVx1VVX0atXL/r160dUVBR//vOfGTBgAH379sXlctUpHhERERERERERkcZgWJZlNXYQTdGhS+/z8vKIiooCymd5bt26lXbt2gVd0t/UWZaFz+fD4XAElUeQXzXX916aJtM0ycjIICkpCZtN38+JnOh0zoo0LTpnRZoWnbMiTcvJcM5WllOsSvN8BURERERERERERESaMCVuRUREROrTsrvh47bljyIiIiIiInWkxK2IiIhIfdrxAZTsLH8UERERERGpI0djByAiIiLSnOS1+C1rN23g9LSOjR2KiIiIiIg0YZpxKyIiIlKP5uZ25cmSu8AV29ihiIiIiIhIE6bErYiIiEg9Kty3hAIrDH5+srFDERERERGRJkyJ25NA27ZtSUpKwuv1Btrmzp2LYRjceeedAHz66af87ne/q3T9NWvW0KlTpzpt++WXX2bq1Kl1Wrcqd999N++++y4AjzzySGAf6othGOTm5lZo//zzz5k0aVK9bktERJqfEr+LIiIwvaWNHYqIiIiIiDRhStyeJNLS0vj0008Dz1977TX69esXeD569Giee+65et2mz+dj8uTJ3HPPPfU25u7du/nyyy/57W9/W29j1tSFF17IsmXL2Lhx43HftoiINB3F4T0wDQd5LS9v7FBERERERKQJU+L2JHHttdfy73//G4C8vDwWL17MeeedF1j+xhtvcPHFFweeP/LII3Tq1Im+ffsGZrcCbNu2jZiYGO6++2569epFeno6c+bMCVp23333ceqpp/LCCy9UmBH75JNP0rNnT3r37s2gQYMoLi4G4M0332TgwIGceuqpnHHGGaxcubLS/fj3v//NpZdeimEYgbadO3dy9tln07VrV0aNGkVWVhYAhYWFXHfddfTo0YMePXrw6KOPBtbZtGkTw4cPp1evXvTp04cZM2ZU2JZlWdx3332MHj06EOf48eN59dVXa/KSi4jISao0cRgAB3r8rZEjERERERGRpkyJ2wZmWRaFHrPBfizLqlEcv/nNb9i2bRt79uzhnXfeYdy4cdjt9kr7fvHFF0yfPp1ly5axdOlStm/fHrQ8Ly+Pbt26sWrVKl577TUmTpxIQUFBYFl6ejo//fRThRIG//nPf/jwww9ZuHAhK1eu5KuvvsLtdvPdd9/xzjvvMH/+fH766Scef/xxJk6cWGls8+bNY+DAgUFtCxYsYNq0aaxfv57U1FQeeOABAB577DHKyspYtWoVS5YsYcaMGbz33nsAXH755YwbN45Vq1Yxffp0rr/++qD9LCsr47LLLqOwsJCPP/6YsLAwAE477TS++eabGr3mIiJycirxlf9uzi7yNHIkIiIiIiLSlDkaO4DmrshrcdbrWxps/LnXtifCZVTfEbjyyit54403mDFjBm+//TZvv/12pf2++eYbxo8fT1RUFACTJk1i4cKFgeUOh4NrrrkGgEGDBpGSksLy5ctJS0vD6XRyxRVXVDru559/zuTJk4mOjgYgNrb8btuffPIJK1euDErIZmdnU1JSQmhoaNAYu3btokWLFkFtF1xwAcnJyYFYx4wZA8CcOXN45plnsNlshIeHc9VVVzF79mxGjhzJTz/9xHfffQdAp06dGDx4MAsWLKBNmzaBMS+66CIeeuihoG0lJyeza9euSvdPREQEoNRnAjayirzV9hUREREREamKErcNLNxpMPfa9g06fk1dddVVnHrqqXTu3LlWNxs7vCxBdX3CwsKw2Wo3kduyLK6++mqeeOKJavuGhYVRWnr0m71UFe/R9uPIZWeffTazZ8/mjjvuCCSwAUpLSyskk0VERA53aMZtTokStyIiIiIiUndNrlTC/PnzGTVqFCkpKRiGUaE26TXXXINhGEE/h9dyhfLZnJdffjlRUVHExMRw/fXXU1hY2CDxGoZBhMvWYD81SaoekpKSwpQpU3jyySeP2m/48OFMnz6dgoICLMviX//6V9Byn8/Hm2++CcAPP/zAnj176NOnT7XbHz16NC+//DJ5eXkA5Obm4vf7GT16NG+99RY7duwAwDRNli5dWukYvXr1YsOGDUFtX375Jfv37wfg1VdfZfjw4YH9eO2117Asi6KiIt58803OOeccIiMjOfXUU3n99deB8nq3Cxcu5IwzzgiM+eCDDzJmzBiGDx8eqJkLsG7dOnr37l3tvoqIyMmr1Ff+mFPib9xARERERESkSWtyM26Lioro3bs31113XeCS+COdd955gaQcgNvtDlp++eWXs3fvXmbPno3X6+Xaa69l0qRJTJs2rUFjPxFce+211fYZOXIkP/zwA6eeeipRUVEVEt/R0dGsWbOG3r174/P5mDZtGpGRkUEJzspceeWV7Nmzh9NPPx2Hw0F4eDhz5sxhyJAhPPXUU1xyySX4fD48Hg8XXHAB/fr1qzDG2LFj+e9//8sNN9wQaBsyZAgTJ05k9+7ddOrUiTfeeAOAhx56iNtvv52ePXsCMG7cOMaPHw/A22+/zeTJk3nhhRcwDINXX32VtLS0oG3deeedhIeHc/bZZzNr1iySk5OZOXMmY8eOrfY1FBGRk1eZ38KORW6pErciIiIiIlJ3hlXTu1udgAzD4OOPP+biiy8OtF1zzTXk5uZWmIl7yLp16+jevTs//vhjIDE4c+ZMRo4cya5du0hJSanRtvPz84mOjiYvLy9wKX1paSlbt26lXbt2hISEHNO+nUgsy8Ln8+FwONi+fTt9+vQhNze3UWIxTZMBAwYwY8YMWrdufVy3feDAAc4++2yWLl2Ky+UKWtZc33tpmkzTJCMjg6SkpFqXLhGRYzfh7fXkeQx6xhs8Nbpztf11zoo0LTpnRZoWnbMiTcvJcM5WllOsSpObcVsT8+bNIykpidjYWM4++2z+/Oc/Ex8fD8CiRYuIiYkJms05fPhwbDYbS5Ys4ZJLLql0zLKyMsrKygLP8/PzgfIDyjTNwL8tywr8NCeH9ufIx+PNMAxefvlltm7dSqtWrY7rtjdt2sRLL72E0+mssP+H3vPDjweRxnLos0jHokjjKPVDQohFXlnNzkOdsyJNi85ZkaZF56xI03IynLO12bdml7g977zzGDNmDO3atWPz5s08+OCDnH/++SxatAi73c6+fftISkoKWsfhcBAXF8e+ffuqHHfKlCk8+uijFdozMzMDN8vyer2YponP58Pn89XvjjUiy7Lw+8sv92zdujWZmZmNun+Haswe7xj69u1b5XZ9Ph+maZKVlYXT6TyucYkcyTRN8vLysCyr2X5DKXIiK/VapIb6ySgxyMjIqLa/zlmRpkXnrEjTonNWpGk5Gc7ZgoKCGvdtdonbCRMmBP7ds2dPevXqRYcOHZg3bx7Dhg2r87gPPPAAd911V+B5fn4+qampJCYmBpVKKCgowOFw4HA0u5dWCcmjcDgc2Gw24uPjVSpBGp1pmhiGQWJiYrP9RSdyQjnwPez9BloOg4TT8ZBHWqybbUWeCl8WV0bnrEjTonNWpGnROSvStJwM52xt8kbNL7t4hPbt25OQkMCmTZsYNmwYycnJFWa/+Hw+srOzSU5OrnIct9td4SZnADabLXAg2Ww2DMMI/DQXlmUF9qc57Vd9OvSeH348iDQmHY8ix4+55xtsGXPAAJIG4zENUqJcFPq8NT4Hdc6KNC06Z0WaFp2zIk1Lcz9na7NfzfMVOMyuXbvIysqiZcuWAJx22mnk5uaybNmyQJ9vv/0W0zQZOHBgY4UpIiIiTVCpx8ek1edREn8OtByOaZp4TIPWMW6K/bZmXZtLREREREQaVpObcVtYWMimTZsCz7du3cqKFSuIi4sjLi6ORx99lEsvvZTk5GQ2b97MvffeS8eOHTn33HMB6NatG+eddx433ngjL7/8Ml6vl1tvvZUJEyaQkpLSWLslIiIiTdCBwjJWFsdzYNs8Ul02SqIGYGGQGheGSR65xV7iIipesSMiIiIiIlKdJjfjdunSpZxyyimccsopANx1112ccsop/OlPf8Jut7Nq1SpGjx5N586duf766+nbty8LFiwIKnPw9ttv07VrV4YNG8bIkSMZPHgwr7zySmPtkoiIiDRRhWXlN6zMLcyD7e9SdPB5cpQbu2FxoLCsMcMTEREREZEmrMnNuD3zzDOxLKvK5bNmzap2jLi4OKZNm1afYZ2w+vTpA4DH42HDhg307NkTgC5duvDee+/VaczPP/+cp59+mnnz5tVTlCIiIk1TQWl5ojbP3Q3adKWozIeBRYjDRoTdJKvI08gRioiIiIhIU9XkErdSOytWrABg27Zt9OnTJ/D8cD6fD4dDh4KIiEhtFRycYZuf/hT0bEnhrhxcNgubzUaEE7KLvY0coYiIiIiINFVNrlSC1I+2bdty3333MWDAAK6++mr27dvHWWedRd++fUlPT+fWW28N3FDF6/Vy22230blzZwYMGMDcuXODxnrzzTcZOHAgp556KmeccQYrV64EYPHixfTt25c+ffrQo0cPXnrppeO+nyIiIg2poMwPQP7BmbclXhO3rfzKoEgn5ChxKyIiIiIidaRplieSou2QuxZi0iG8TYNvLisriyVLlmAYBqWlpXz22WdERETg9/u56KKLeP/995kwYQKvvPIKv/zyC2vWrMEwjMCN3gC+++473nnnHebPn4/b7WbBggVMnDiRtWvXMmXKFO6++24uu+wyAHJychp8n0RERI6nQzVu8w8mcIs8flwHvxaPdEFuqb+xQhMRERERkSZOidsTSe5aOLCo/N/HIXF7zTXXYBgGAKZpct9997Fw4UIsyyIjI4MePXowYcIEvv32Wy6//HJcLheGYXDdddfx2muvAfDJJ5+wcuVKBg4cGBg3OzubkpISzjrrLB577DE2btzI2WefzeDBgxt8n0RERI6nIk/51SkFZeWPRWV+3PbyZdFumxK3IiIiIiJSZ0rcnkhi0oMfG1hERETg388++ywZGRksWbKEkJAQ7rrrLkpLSytd71CyF8CyLK6++mqeeOKJCv3uvPNOLrroIubMmcODDz5Ijx49ePHFF+t/R0RERBpJ4cHE7aHHYq+fkMMSt1nFStyKiIiIiEjdqMbtiSS8DbQaeVxm2x4pJyeH5ORkQkJC2LdvH9OnTw8sGzZsGO+88w5erxePx8Prr78eWDZ69GjeeustduzYAZTP3F26dCkAGzZsoF27dtx44408+OCDLF68+PjulIiISAMrOiJxW+I1AzNuY0Ic5HmsxgpNRERERESaOM24FQDuuOMOxo4dS3p6OikpKQwfPjyw7MYbb2T16tWkp6cTGxvLkCFDWLZsGQBDhgzhqaee4pJLLsHn8+HxeLjgggvo168fL7zwAt9++y0ulwu73c4zzzzTWLsnIiLSIIq8JnbDoNBbnqAt9pqBGbexYQ4KlLgVEREREZE6UuL2JNG2bVtyc3MDz7dt2xa0PC0tjR9++KHSdZ1OJ88//zwOhyOoTMIhEyZMYMKECRXan3/++WOKWURE5ERX4rOIdVoUHUzclnhNQhzlvytjQ+0UehszOhERERERacpUKkFERESkjoq9kBACxb7y56W+XxO38eEuCn0Vv/AUERERERGpCSVuRUREROqo2GeRGGpQfDBBW+y1CD0scVvkt+E3zcYMUUREREREmiglbhuAqf+gnXQsSzUMRURORiV+aBHhoNhfnqwt9VmEOg8mbiPcWBjkfngqLLu7McMUEREREZEmSDVu65HL5cJms7Fnzx4SExNxuVyV1oRtaizLwufzVVnj9mRnWRaZmZkYhoHT6WzscERE5Dgq9RkkRzop8fsxTbM8ceso/148wu3AYXnJKvYQv+MD6Pt0I0crIiIiIiJNiRK39chms9GuXTv27t3Lnj17GjucemNZFqZpYrPZlLitgmEYtG7dGrvd3tihiIjIcVTih5QoFyZlFJX5KPVDqLM8cWsYBuE2D1mOrpDWvpEjFRERERGRpkaJ23rmcrlIS0vD5/Ph9/sbO5x6YZomWVlZxMfHY7OpukZlnE6nkrYiIiehUtNGq+gQoIDcYi+lfosw56+/KyOtHLJKLdjxoWbcioiIiIhIrShx2wAOXTLfXC6bN00Tp9NJSEiIErciIiIHlXn9+CyD2DAXbptJbomHMj+EuX79Ii/SyibHioOSbY0XqIiIiIiINEnKwomIiIjUQX6JB4DoMCdhdou8kvJSCUEzbu1l5Ynb0LaNFKWIiIiIiDRVStyKiIiI1EFBmQ8bFiEOG6F2i/wyPx6/QfhhM26jW/YjN/UmuGRrI0YqIiIiIiJNkRK3IiIiInVQUOojxG5hs9kIc0B+qY8y0yD08MRtiI38MrMRoxQRERERkaZKiVsRERGROigo9eG2WQCEOw0KyvyUmQbhrl9vIRAT4iDfYzVWiCIiIiIi0oQpcSsiIiJSBwVlfkIPTq4NdxrklZbfrCzC/euM29hQJW5FRERERKRulLgVERERqYOCMh+hByfXRrgMDhT7AAh3/zrjNjbUQaHXaIzwRERERESkiVPiVkRERKQOijzmYYlbGwdKymfWRoQ4A33iwp0U+pS4FRERERGR2lPiVkRERKQOCsv8hB1M3Ea6bGSXWtgNC6f91z+vEsJdFPsNfH7doExERERERGpHiVsRERGROijymoQ5y2fTRrrt5HiMwM3KDkmIdGNhkFvsaYwQRURERESkCVPiVkRERKQOijwm4c7yP6WiQhwU+u24jkjchrudOA2TA4VK3IqIiIiISO0ocSsiIiJSB8U+K5C4jQ4pr5ngruQvq3CHRVaRErciIiIiIlI7StyKiIiI1EGx1yLcVV4qIfrgXcrcdqtCvwiHRXax97jGJiIiIiIiTZ8StyIiIiJ1UOKzCHfZAYgOdQIQYjcq9It0GeSUVJK4/aQzTDPgs+4NGqeIiIiIiDRNStyKiIiI1EGxDyLc5YnbmIOJ24NPg0S5ILfEX3FB0cbgRxERERERkcMocSsiIiJSByV+iDyYqY0OcwFwsNRtkGi3jdzS4MStZVk8UPRPfvZ0h/BODR6riIiIiIg0PUrcioiIiNRBqd8gwl2eqXXabbhtZqWlEqLdNvLKzKC2eev3Mcc8mw3+dLBHHJd4RURERESkaVHiVkRERKQOSv0GkYdNsQ21W4Q6KyZuY0Ic5Jf9etMyy7J4fXkuAAVWFOQvb/BYRURERESk6VHiVkRERKSW/KZJmWkQ5f41cRvmzyZ098ew4LKgvrFhDgq8BxO3n/Xg+9eHsqXApIttE4VWJESdcjxDFxERERGRJkKJWxEREZFaKiz1YWEQdfCmZABhZjah5MHuL4P6xoY6KPAenIlbsJbXPLdynvExLZLaU9juVhj5w/EMXUREREREmgglbkVERERqqbDMB0BkyK+J2winjXCbB1qNDOobH+6k0FeeuF3tGM160pmUMIswp40ir0W9ejcKphnljyIiIiIi0qRVcu9jERERETma/FIvLsPEYf/1O/AHu64jJmMhxFwY1Dcu3EWJ38DrN/m65Gx6GT+RFGYS4TDILPLXb2BmQfCjiIiIiIg0WZpxKyIiIlJLBaU+QuzBs2XbZb9ObMlPsP3doPaECDcWBjlFHhaVdGGw/VvIXky400axr35n3L5TegN3FbyEh9h6HVdERERERI4/JW5FREREaqmgzEeo/YjGNhMgsnP542HC3U5chsnavfnsNNozwj0T4gYR6bZTXM+lEr42x7DYGsLtBS/geSscZg+v1/FFREREROT4UeJWREREpJYK1r9NSNkOWDzp18aef4ALV5c/HiHcYfHpulzaRZi0uHIvnPcdES47xb76i8nrN9noS+XPrjvJsBL5XdE/IHN+/W1ARERERESOKyVuRURERGqpMGcLYVYB7JxRo/4RTosfMmBQiuvXthA7JX6j3mJaviMHu2Ex1DWfZ0Jv4QcGU+poWW/ji4iIiIjI8aXErYiIiEgt5YafSrhRCqkX16h/ZNk2PJaN4XmPBdqiQpyU1OOM28Xb8+kS58J+RRktQ4rL4/RH1N8GRERERETkuFLiVkRERKSWdpZE0srYCd6CGvWP8u8h3tpP98K3A22RbjulZv3NuF2x30OfFm4AQtqMxGl5yE0YXW/ji4iIiIjI8aXErYiIiEgt7S5108b2C+z+skb9W4eWMcSYi63FGYG26FAnZaYNn9885nh8fpON+QaD2kaXNwx6hTCnndwOdx/z2CIiIiIi0jgcjR2AiIiISFOzz0ijvWMXtBpZo/73tv4K9s4Bx/BAW1SIE4DCsmOvl7BiZw4AvVpFB9pCHRZ5Jd5jHltERERERBqHZtyKiIiI1EJ+iYc8K4JOYz6BIe/UaB1j3xwMo6Q8eXtQRIgDA4u8Es8xx7R4wZt0MX/C8e05gbZwB+SV1mMRXREREREROa6UuBURERGphY37CwizmyRGumu+UsvhQOjBx3J2mw23zaKg1H/MMa0oSqaP7UfInB9oi3Aa5NXD2CIiIiIi0jhUKkFERESkFrZkFdMixMIwanFjsbM+rbQ51G6RX+olyXlsMW02unK942VI/LWGbrjToKBMiVsRERERkaZKM25FREREamFbjodWEbVI2h5FiN0i/xjLGWTkl1BIBN1cmyEkMdAe6TIo8Bz7jc9ERERERKRxKHErIiIiUgs78n2kRh/jFNmDwhxQeIyzYjfsLyTayiHG2AW7vwy0R7hsFJQpcSsiIiIi0lQpcSsiIiJSC3uLLNrFhtTLWKEOg8JjnBW7MbOYVs48sEVBq5GB9ii3jSKvdawhioiIiIhII1GNWxEREZEaMk2T/aU2OiaG18t4YQ4o9BzbjNutuV7SktvABXlB7VFuO4VK3IqIiIiINFmacSsiIiJSQ/tyiyk1bXSop8RtuNOg6Bhn3O7I99M+zl2hPSrEQdGxlc8VEREREZFGpMStiIiISA1tzCwixmkS5rLXy3hhThuFnmObFbu7GDolhFZojw51Uuyrn5uoiYiIiIjI8afErYiIiEgNbVn6Gi29a2D28HoZL8Jlo9hX98RtXomXPK+dLi0iKiyLCXUocSsiIiIi0oQpcSsiIiJSQzsK7bQ2tkPm/HoZL9xpUHwMdWjX78snwu4nIbLizdJiQp2UmgZ+89hKMYiIiIiISONoconb+fPnM2rUKFJSUjAMgxkzZlTZd/LkyRiGwV//+teg9uzsbC6//HKioqKIiYnh+uuvp7CwsGEDFxERkSZvl707bWzbIfGMehkv0m2v/Yzb9+NhmgHvx/NLRjEpYRaGUXFmbUyYCwuD/BJvvcQqIiIiIiLHV5NL3BYVFdG7d2/+8Y9/HLXfxx9/zOLFi0lJSamw7PLLL2ft2rXMnj2bzz//nPnz5zNp0qSGCllERESaiQwjhbRoB7QZWy/jRbgdlNTyBmIeTwGmZYAvmy05ZaRFVv7nXGSIAxsWOcWeeohURERERESON0djB1Bb559/Pueff/5R++zevZvbbruNWbNmccEFFwQtW7duHTNnzuTHH3+kX79+ADz//POMHDmSp59+utJEL0BZWRllZWWB5/n5+QCYponZzC9BNE0Ty7Ka/X6KNBc6Z0UahmVZ5PqctCj5HnPzd9Dx2L/0DXcZFPuo1Tn7x+LnKbBCeSHm92zP8zMwxVXluqF2i+yiMtrGhx9zrCJSTr9nRZoWnbMiTcvJcM7WZt+aXOK2OqZpcuWVV3LPPfeQnp5eYfmiRYuIiYkJJG0Bhg8fjs1mY8mSJVxyySWVjjtlyhQeffTRCu2ZmZmUlpbW3w6cgEzTJC8vD8uysNma3CRtkZOOzlmRhlFS5qWYMFyhbcgI7wIZGcc8pllaRIkPcnNza3TOWpbFMmsAxVYI/yy6hV2ePEaVvUtGp3sr7R9i+Nm5P5vWIbWc1isiVdLvWZGmReesSNNyMpyzBQUFNe7b7BK3Tz75JA6Hg9tvv73S5fv27SMpKSmozeFwEBcXx759+6oc94EHHuCuu+4KPM/Pzyc1NZXExESioqLqJ/gTlGmaGIZBYmJisz1pRJoTnbMiDWPz/nxslNJl0BXYY9IhPKn6laqR6ndTah0gJiaiRufspoxCiqwQ7nf8iameh/EYIfRjOklJT1faP8KVC66wCn/7iEjd6fesSNOic1akaTkZztmQkIo3Fq5Ks0rcLlu2jL/97W/89NNPld6k41i43W7cbneFdpvN1mwPpMMZhnHS7KtIc6BzVqT+7SsoI8pp4ky9oPrONRQT5sZnGXhNq0bn7KLtebS37eCi0A9YXtif/1kjaBXiq3K9cKdBfpmpzwKReqbfsyJNi85ZkaaluZ+ztdmvZvUKLFiwgIyMDNLS0nA4HDgcDrZv387vf/972rZtC0BycjIZR1za6PP5yM7OJjk5uRGiFhERkaYgo9BLrKt+x4wKLf8OvbDMX6P+y/aU0KtdB4zLLe7v7+XvMY9g63Zrlf3DnZBfw7FFREREROTE0qwSt1deeSWrVq1ixYoVgZ+UlBTuueceZs2aBcBpp51Gbm4uy5YtC6z37bffYpomAwcObKzQRURE5AS3v8BDbEj9XtET5nJgw6pR4tayLH7OthiYGglA6J536WXNhO3vVrlOhNOgsKz53thBRERERKQ5a3KlEgoLC9m0aVPg+datW1mxYgVxcXGkpaURHx8f1N/pdJKcnEyXLl0A6NatG+eddx433ngjL7/8Ml6vl1tvvZUJEyaQkpJyXPdFREREmo4DxX4SQuv3O2+bzUaI3aKgBonbTZmFFPltDGwXV97QZkJ50rbNhCrXiXLbyPcocSsiIiIi0hQ1uRm3S5cu5ZRTTuGUU04B4K677uKUU07hT3/6U43HePvtt+natSvDhg1j5MiRDB48mFdeeaWhQhYREZFm4ECJSUKYvd7HDbVZFNUgufrdj9/Q3thG2PbXyht6/gEuXF3+WIUIl71GY0s9+KAlTDPKH0VERERE6kGTm3F75plnYllWjftv27atQltcXBzTpk2rx6hERESkucsutRgQ7qz3cUMcFkXe6pOrP+3KoZfxEyx7FjpPrtHYUW4bhd5jjbCJWzwJds6A1IthUAN+Ue/Z9+vjNAMi02HUmqr7f9CyvK8rGcbubbi4RERERKTJanIzbkVEREQaQ64HWkTW893JgDA7FHqP+FJ6elJ58m96ElBe33at1YOBju/AKqrx2FEhjopjn2y2/Be8meWPDWFaGMX/DeWDgt8yo+BSinxh5e0Fa4+6mr8sE8vi14SviIiIiMgRmtyMWxEREZHjzbIs8rw2kqPc9T52qAOKjyhn8HNxC5LtfuK8mQDsyy+lgGj6On8EQms8dnSIg2Jf/d5QralZX9yRZOcuYpwl9T62ZVl8WTScN3z/xwFbCwBeKL6XS2zvcEvL2Udd98XC+xji+Io+0ZptKyIiIiKV04xbERERkWrkl3goNW2kRIfU+9hhToOiI2bFPlz6DP8tuQGciQCs2ZNPAhlE2guAshqPHR3qoLj6+541WyWlpdztf5nPPJdCZKd6H3/uur084Z/C2a5ZfB5xBrMjBnKj83neM6/GLDp6QvYzxvCC916suP71HpeIiIiINA9K3IqIiIhUY19eKXbDIi68AUol5P9E8Z4FMO8SALx+k12kssFMDyQb12eUkObIBGwQN6jGY8eEuSjx22p1f4Dm5MtVe9hPMhlWCyjceuwDftG3vITFNIPCN8N5ev5WrnS8zv+F/o1wowiH4eMC98eUGBHs81Sd5C/1eMmzIlhNHxZuyy8f84u+xx6fiIiIiDQrStyKiIiIVGNvfikxThPDqP+yAxFl2yi2QmDfTAA2ZRTiw8kWqxNkLy5vy/bQvk0vmOiH876r8dixYU58lkGxx1fvcZ/oTNPkw19KcVsl5FjxYFV/A7hq5f0U+OezxX8kgjxuCHkuqEuErYh4K4N1vlOqHGZndnmd4ots7/OS567yWreHjS0iIiIiAkrcioiIiFRrf4GHmPqfbAtAhL2UIsLAEQnAmr0FJJFJtpFIVuQIALYXWHROqH193Ziw8qBzi731F3BTMD2J718/i+1FFudHryXXSIL2Vx7zsItLhvBywW08VvBnZlqjeTj0fhz2gzWHjXCYaMGIhbQO9bKx9QNVjrMju4RYRwk3J33FblKZ4znvmGMTERERkeZHiVsRERGRamQW+YgLaZibfHVM68o2OkDvPwOwPrOE9JbxJLh8LO/0Jh6fyd4SG+ktI2s9ttNuw20zyS321HfYJzTLk8k0z7UMt31BWofB5Eb0h0GvHPO4U5nKt7aLyLclcp/zYdJjSuGywvKE7WWF5Z0Sf0Ob5FZsLU2scpydeWUkRYQSc/EiLon8gVc9t0PqhGOOT0RERESaFyVuRURERKqRWeQjIbRh/mw6veDv5JoRbF/zEQCbc/x0jnfRLhLW7Cvil4xCnDaLdokRdRo/zMwn9+uLYOZv6jPsE9pGcyA/GQO5NuI9EsOd5NfDhGPLssj0hvCg616mht/ERaEfQtHGSvt2iAthR0HVpRn25vtoEVZ+PF1m+zu7rFRW7cw49iBFREREpFlR4lZERESkGlklJglh9gYZO7bsB9LYwYKcNAC2FxmkJ0fQJc7JhiwPP+8rpFWoicNet+2HWvnkmdGBerkng7dKJ9LXWEJb5x4SIlwUeI99tnR2YSklRjht7Vuq7dslKZw9JTZMs/Lk7d4iPy0jHQC0sH5mEPOZVnjRMccoIiIiIs2LErciIiIi1cgqtUiKcDbM4BHpdLet50eGsTe3hCKfQY9W0XRvEcaWfIv1mSW0jap74jHC7iPXioO4QfUY9Ikrp7CUuf4zudr9T/DsIynSTZHfhtfnP6Zxd2QXE2IVE23k/troSq60b5fkSIr9NvbllVS6PKPEolWUKzDGeOdbzLeGkzf7tzAtDOaOPqZYRURERKR5UOJWREREpBq5HoMWkQ10d7ILV3Bq73NYa5zKyl15JLhNIkOc9EmNJttjZ1Wmnw6xdd92lJVFthUPRTvqMegT1PQk3n7nQVLYyQDXYrDHkhDhwsIgq6jsmIbekVNCQpgb43KrvKbtRAvG7q20b4TbQbzLz7p9BZUuP1BqkBYbUv5k7F4GXPcdqWEG729PBEpg7xfHFKuIiIiINA9K3IqIiIgcbseH8N3l5Y+A+b/LyCvzk7z18QbbZO+UcEr9Bl9tzKftwXuQJUSGkmAvZnuRja621XUeO87aS7aZAGW76inaE5e3LIdP/eOZ4PwPDP0CLlxOmMuB22aSkX9sidvdeR6Swmo+87lVOGw8UFqhvbjMS77PRpu4sECbYRiM6ujmE994LAuggWZ3i4iIiEiTosStiIiIyOF2fgQZ88sfgdxd3+M1XKRkfdRgmwxxOuhkbGLxfpNORV8B5cm8tr6VAKRvvrnOY8c5SskmHtyt6yXWE9nnZRdjw2SU+yNoNRLC2wAQ6bA4UOQ5prH3FvpoEV7zP53bRjvYmlNxmzuyirAZ0CLKHdR+fnoy+40U8lw9oMutxxSriIiIiDQPStyKiIiIHObiX+7h59CxkDoGgN2xl+KySolKHdyg2+3LPEzDQTfvN4G2zra1xFmZxNl313nc+O5XkBt9Bly6sz7CPKGtsIbS11iMIzw1qD3KCVlF3mMae1+R+Wtd2hpoH+dmR0HFm5PtyCkl3mVitwX/GR4WUj62pzQjMNtbRERERE5uStyKiIiIHOTzm+zxhLPccSHE9wNgo+M0ku1ZGMlDG3Tbv4nbD0DPxF8vxx8ZuYSJxmsYYW3rPG5CuJNcT91vbtaU7PfHkmLbBSXBtWej3JBV7DumsTNLoHW0u/qOB3VNCmdPoQfzLTvM/E2gfVdeGYmhFfu7HOV/lnssF5RsO6ZYRURERKR5UOJWRERE5KADhWVYGGw5UAC5awHYvC+DVGsTbH+3Qbfdp/RDprr/j1aFcwJtXZIjuTpyGsT0rPO4SZEu8o9tsmmTkUEyrWw7wBkZ1B7jtpFTUvfErWVZZHlspMVWknGtQpfkSIoJY5/ZErIXB9r3FHhJDqv4J7jdZsNm+fFaTghtW+dYRURERKT5cDR2ACIiIiInin355TeT2u5PgZgW5f+296Bj6ApoM6FBt20YJZzpmhPcuHcOUHLwsW5aRLop9Nnw+U0c9ub9nX2W0ZLU2Cjo8VhQe2yIjZxSf53HPVBQSqlpo018WPWdD4pwO4gji/W+7qSE/brtfYV+OsVXXnLBZrPhPW8ltIisdLmIiIiInFya91/vIiIiIrWQWVB+M6ndnujAja12+lrQsfd46Dz5+AfUcjgQevCxbpKiQrAwOFBYVn9xnYDySrwUWy7anvNihfcqLtRObplV57G3ZxURZjeJCqndnIfWbGOjvwt4MgJtGSUWraIrT9zaDQuPr+4JZhERERFpXpS4FRERkZNX0XbY/WX5I5BZ6CHR5SfLY6PY48PrN9lfZqdzUnjDx9L3H5A4FPq99GvbWZ/CxOLyxzoKdTkItZnsPzibuLnanlVEiM0kNqxiUjQ+3EneMSRud+aUkuCu/fptjC1sNTsCB29S9lkPDhQWkbrh95X2dxjg89c9ThERERFpXlQqQURERE5euWvhwKLyf4e34UCxj7ZRUJhtsWFfIWEuGwbQPjGi4WPpNAm6NMys3iinRUahp0HGPlHsyCkh3m1is1WclxAf5iTfW/cbtO3K95AUVvv127uz+bIkHcI7AVCUt40CI5q23nmV9rcbFl5TiVsRERERKacZtyIiInLSenJVaz7OGQox6QBkl/iJC7HRMtRkQ0Yh6/cXkhzib/K1YaNdFgcKm/cdynbneUgMqTy5mhjhpMBX98Tt3kIfyeH2Wq/X+Yz72ePoChf9AsBm13BcVhmJUQmV9rcb4PGZdY5TRERERJqXpv2/EBEREZE6Kirz8tlOF0t3ZkHWUgBySk3iQu2kRtrYkl3G5qwyWkfUPeF3oohxGxwobt6J2z0FXlqEV/6nbVJkCGVmefmLusgoMmkV5az1el1aRFLktwXKVCwrTacdG6lkUjBQnrj1mUrcioiIiEg5JW5FRETk5HBEPduZP2dQZjnYX+KAnR8BkFNmER/moF2Mk+35frbleWkb3fQrS8WG2Mgqbt43vdpX6CclsvL3Kj7CjYFFZl3q/H7Wg4ycvbTe9nitV40OcxHr9LN+XwEAK0ra0sO2AgrWVtrfblh4VONWRERERA5S4lZERERODrlrsTIXlde1BWZtKqStO59MoxWkjgEgrwwSI1x0jA9hV6HFrgKLDvEhjRl1vYgLtZNT2rxncmaWWLSKcle6zGG3EW63yKxDnV8z72eySSTN+32d4moVZrHxQAkA6+hNX8cSiEyvtK/dAK8StyIiIiJykBK3IiIiclJ4a3Mrrlk1ikJ3Zw4UlLAqx8ZVp7bkgBWH2foSAPK9BkkRLrq0iCCzzMbeUhudk8IbOfJjFx/mILeseScEszw2UmOrTrJHOk0OFNU+cbs/dDBlRghtoitPClcnLcrOlhwPO3JKyCOWARNmwKg1lfZ12MDnb94JdhERERGpOSVuRUREpNkrLPXw71/c7PWGcfc3RcyYN4s0Yxdn2j7DY9k4UFiGx+enyG/QIspNWnw4LsPEskw6sLqxwz9mieFO8mqfs2wycos9FPtttIkPq7JPlBMOFNW+zu+q0i7EWZmE2+tQZgFoH+tkR76fxVtzSA3zEx1WdQLYboDXbN4JdhERERGpOSVuRUREpNl75budxDtKmNZzBjuKbPx7TxeG2z4jcu80wu0m27KKySwow8IgKTIEm81GS2MfSdZe3BuebOzwj1lihIs8T9O/yVpVtmcVEWIziQ1zVdknxm2QXVz7m5P9VNiKbsbqKuvSVqdTQhi7iwyW7y2he9zR3wOHTaUSRERERORXStyKiIhIs3Zg/Ud8vKmUW9qtJ6HVqfx9eCjtQvK5uOVmaDOBBLfJztxS9ueXEmY3cTvtALQ2dtGaHVC8u5H34NglRbop8ht4m+ll+DtzSol3W9hsVf9pG5P/HTm/vAczf3P0wVY/Dp/3LH8Efrb60Nu+DAitU2xdkyMo9Nv4YVcup/jmHLWvwwCfZtyKiIiIyEFK3IqIiEiz9o+lJXQwNnKm43NoNZKOaR15e2wySb1vglbnkxRmsDvPQ2ahhyjnr0mzCZ18TIz/Hjrd1IjR148WUSFYGBwoLGvsUBrErrwyEqvJq8Z6N5NjxUF2NTcZW/0Y5K+B1Y9R5vWxxejKgMQS6PdsnWKLjQgl1soin2gG5P/tqH11czIREREROZyjsQMQERERaSg/78ljVlFfXoz9A0Sd+uuC3LVwYBEAyeGd2VvgIy7MS/RhiduBEasheyYURBzvsOtdiMtBqM1kf34ZLaPrNnP0RLZ33YckWxa80xcuK6y0T5ztAKv9faodK9cbQqTDi90oY+XOXOw2G11HvQFHmc17NIZh0JKduK0SUmxbjtrXYTM041ZEREREAjTjVkRERJqfzO8wVzzKlG+2MCxqE31iMsA6rL5pTDoknAYx6aREOdlfbJJV5CMm5LAapDs+gJKd5Y/NQLTTJLM5zbidPRymuWD2cPZZLUix7QKrqMruLUINsq0EiEyvsk9JaRk3lU5nTsl5EH0qS3cV0Cnawl7HpO0hnY319OInDOPocyYcNpVKEBEREZFfKXErIiIizc/eOUxf52VPqZ27B8dA8nBoOfzX5eFtoNVICG9DarSbjBLIKvETG2L/tU/aWAhNLX9sBqJckFnobeww6k/mN1iWlzW79rPN6kiKbScY4VV2b239QjYJWKVZVfb5cvUettCOV3134I/py5oMDz0Sq77hWU1N7ribO8NfhvZXHbWfXTcnExEREZHDqFSCiIiINDuFccP4Z0E0N3fLIzp1MKQOrrJvalwoWZ4Cskv8dIw7LEnX9+nyn2Yi1m1woKiKxO378eDLBkccjK86sXkiKfGH8EjhkywwhjPY9QMjXF9CRIcq+6dayykzQskp8xBXyXLLsvhkYwmX2qYzyz+KL9YdYIO/mMsSlwHtjinW+My3wV4A2/bBoFeq7OcwVCpBRERERH6lGbciIiLS7KzYmYMNP2NS91Xbt218OD7LYEehRUJY8/1OOzbnW7J/eR8+6VxhWZGnhM9LLsbnyYPFk2B6UvkjwNzRMC2s/PEE8kPojSw2zuA/rf/CUyHXEmYrhYK1VfaPCQkh1Cpih3FKxYUzf8OaN07hlwIb14W8yG8d/+UF3z0UWaGcmvGHYw/WLAh+rIJKJYiIiIjI4ZS4FRERkWZnw85ttGY7tt0fV9s3zOUg0uFnX6mdxAjncYiuccSZ28m24qFoY4Vlc8ou5FHfVMYWzuLbDdngzYSdM8oX7p0JlBx8PHHkFOSQQAadij7l1z9pq/7T1hi3l7gwN7t6vVVxYfb3vO+5ggHGQpKSe3JVyL/x4yCNLYT7Mo89WFtk8GMVHDYDr3nsmxMRERGR5kGJWxEREWl2thi9aRNWBKljatQ/wW1hYZAY6W7gyBpPotvHASsJwjtVWLbTbEMvaynD7TN5uPRR7i76F4VlZVhvG8wovYi7Cl/CciU0QtRVy/WHEkEB+POgy+8gtE3541EkhMCe/Io3aMv3RTPfGs5lrv/AiDmEXZHPncnzGOuaAe0mHnuwE/JholX+eBSacSsiIiIih2u+1wOKiIjISWu7N4lzOrWFtLQa9U8KM9haBC2imm/itqtjA//kKky/r8I393vMVqQa27g1/K9cGF/IH7eez/jCL4gzDrDXakUREWymFx0bJfLK5ZFEpJEH9uga1yNuEWZnb0HFOr+LYh4gpKSUQV26BdpGFT8MISWwJfSodWnrk8Nm4NOMWxERERE5SDNuRUREpNnZXWyja1J4jfu3dOQAkFT6U0OF1Oh6mLPx4WRLYcXv7fc7u9HKngGpY2mbM43XIy7lXONTulhreDf0fNqwhR9zUxoh6qrltb6GyFZnwG9za7xOiwg7+4v8Fdp3ZmaSwg6MXTMOay054rHhacatiIiIiBxOiVsRERFpVvbnlVDot9E1+ej1RA+XYm0mnCKcGd80YGSNKySiJa3ZzgpGVFiWYW9L6qB7Ycg70GokTkcYd7T+hoc6zCExJo5uxlpW2Ic3QtRVyy8ziXYbtVonJcpFZiV52D2+eJLZU17bNyD0iMeG57QZStyKiIiISIAStyIiItKs/LyvgDinn6hQV43X6d2uDV1Cs6HliZWcrFeXbKVDSjvWJN0V1GyaJgfKbKTFHUxQDnkHJuSBKxJyfoKwFPoMmMh6W99GCLpqBR6L6JDaVf1qFR1CVlnFZO9eow0ptl3gTPy1cWJxeV3aicXHGmqNqVSCiIiIiBxOiVsRERFpVjZmltC65lUSADg1ZA3/bPko5KxumKBOEN0S3WzMCS4VsC+/DJ9l0DY+LLhzmwkQeyq0mUD/NjHsLbWRW+w5jtEeXYHXIjrEXqt10uLCKPDZKPH4gtozQk+ldf+7YFxGfYZYa0rcioiIiMjhlLgVERGRZmVLjoc20bVL6LH93fLZpdvfbZigThC9WkawrdDAf9jl+Nuziol2+AlzO4M7d54MI+ZB58mkxIYT7/Lzw/bc4xrv0RR5ITasdjNuk6NDsBsWO3N+rZdgWRZZZQZpscevJEJVnHbVuBURERGRXylxKyIiIs3K9nw/HePctVvpsNmlzVm3lGgsy2LTgV8v/9+eU0JCyNGThYZh0DnaYPnuwoYOscYKfQaxoc7qOx7GbrMR6zTZdVjiNr/EQ5HfTpsjZxw3AofNwKe8rYiIiIgcpMStiIiINBumabKnxEaXFrWslXDY7NLmLMTlJDXMz4pdeYG23fleWoRVf5Ovni3crN2XB6sehczvGjLMapmmSbHfRlx47RK3AAkhFrvySgPPt2UV4baZxIfXvCZyQ3HYDPwqlSAiIiIiBylxKyIiIs3G3vWfUOI36Oqb29ihnLA6RttYu3ktzD4TfnmZPQVeWkZUX1qiX2oUm4tceFc9BguvbPhAj6KozIfPMogPr+XMaiAx1Ma+Am/g+Y7sUhLcFoZRffK6oTntmnErIiIiIr9S4lZERESajZ83riKeA4Tv+6ixQzlhdU10szHbA5n/g6V3sb/YolVU9bNNe7SKxmb5WevvDSU7fl1QtB12f1n+eJxkF3kwsIiuZakEgOQIO/sKf71B2+78MpIav7wtoBm3IiIiIhJMiVsRERFpNjY5TifVlQupYxo7lBNWr5QItltt8Vl2oISMEkiNqX7mqsNup419Hyu9/SDxzF8XfNYL/ndB+eNxkl3sIdRu4bDX/k/ZlpEuMkt+zY7uzvfRIryWN7NrIE67TTNuRURERCRAiVsRERGpXzN/A9Ps5Y9H+rgdTDPKHxvA5rIWtI2NgPh+DTJ+c9A1OZpQo4z/eYfhDe9FrtdG2xremCvNvottZjvw5ATa9peGYlmAmd9AEVeUXeQlzF63DGeraDcHCgpgWhjMHc2+Ij8pkbWfudsQnDYDv6nMrYiIiIiUU+JWRERE6lf2YsAsf1x2N3zctvwRsIq3ccAfDyXbGmTTOwp8dLBvhNy1DTJ+c+B2OTnXtZA3yiaz0+qIDWgVU7PEbVv/cnZYbSHvJwAO5JcwtnQ2B/yJYNTyhnDHILfUR0Qdc62tY0PJMSPwm2Wwdw6ZJZAa0/g3JgNw2A18VuPX2hURERGRE4MStyIiIlKvciPP4svCURRHDYYNL0DJ9vJH4DvGMr5oJoS2rfftmqbJHk84XVunQEx6vY/fnFxpe5KtVie+ONCeOJcfp6NmpQLaRXjYbaVB9KkArN6TR6kRyk4zDezHL/mZW1L3xG1qbCim4WCbvxtmi+Ec8NhIiz0xitw67QZ+TbgVERERkYOUuBUREZF69VHhuTxsPcvo3X9lSuGDeE0H4AXgB3MoBUYMeSE96n27O7OL8Zo2uvQYAeFt6n385qRli7YM5Wve9V1DQtla+DC1Rut1GfE02UYiJef8AMC6jBIA9vlTwJdztFXrVV6pnyhX3Wamhroc9GEZb5dOJHvvSspMG23jj99s4aNx2m26OZmIiIiIBChxKyIiIvVqQ76bC4wPudf5B+ZYo5nrGQktLwBgbXEiAFv2Z9T7dtfvLyTRbRLiPDFuNHVCO+87rh59NT7sJBt7oGxXjVZrHReOy2axKaMIgE3Z5Qn5/VZLcMQ2WLhHyisziXLV/c/Ya10vMNu6kFWeLoTZTaJCT5wat7o5mYiIiIgcosStiIiI1KvNVmd62FdyTshXnGL8yCLfIDiwGNM02UQ3nJaHbaHD6327vxwoITWi3odttjq1jOMs2zx62FaCu3WN1rHZbCSHmGzMLE/cbs03CTM8ZLh6Q58nGjLcIAVlJlHuuv8Ze1rIClqznZc8d5Hg3xmowdzYnHabSiWIiIiISIAStyIiIlJvyrw+dhtt6e1cDnGnM9A2lxVmf/BmsimzCI8RSo84Gztb3FDv296S46VttKPex22uDMPgsdi/cHnY67Var1W4weasUsq8fvaW2umV4OBAzHDoPLmBIq2owGMRHXIMM6svK+TKwQPYZnSkBbtgxwf1F9wxKK9xq5uTiYiIiEi5Jpe4nT9/PqNGjSIlJQXDMJgxY0bQ8kceeYSuXbsSHh5ObGwsw4cPZ8mSJUF9srOzufzyy4mKiiImJobrr7+ewsLC47gXIiIizdPPe/Kw22x0uPJnOO87hoStYDdp7De6snRHHmlhftKiHewu8NX7tncWmHRMCKn3cZszp3c7dsOscakEgDbRDnbkedmwvwCHYdGrhZuskuM7TbTAaxETemxJ+nO7J9LSnkOyIxfSxtZPYMdINycTERERkcM1ucRtUVERvXv35h//+Eelyzt37swLL7zA6tWrWbhwIW3btuWcc84hMzMz0Ofyyy9n7dq1zJ49m88//5z58+czadKk47ULIiIizdbqvYWkhVvYjPJZg8kTf6ZVmMmCLnNYtb+ErnF2Wke52FdUv3dg8psme0tsdE06MW4y1WQcKpFQw1IJAO3i3OwqtFi7r5DWYSYto1zklB3fbGOh1yAm9NhqGdttNp5yTuI659Ow4cV6iuzYOO12zbgVERERkYAmdz3h+eefz/nnn1/l8okTJwY9f/bZZ3nttddYtWoVw4YNY926dcycOZMff/yRfv36AfD8888zcuRInn76aVJSUiodt6ysjLKyssDz/Px8AEzTxDSb9+1/TdPEsqxmv58izYXOWWlM6zNL6RhjDzr+eifYWbKriE25FpenhxEb5mT/+pJ6PUa3Zhbitww6JIY3uWO/Uc/ZS7YfHkiNVukYH8L+0hJ+ziilXZRBUoSTXI9xXOMv8kFMqOOYt9nZuQoAE2q8/w3JYbPwWzS5Y/hko9+zIk2LzlmRpuVkOGdrs29NLnFbGx6Ph1deeYXo6Gh69+4NwKJFi4iJiQkkbQGGDx+OzWZjyZIlXHLJJZWONWXKFB599NEK7ZmZmZSWljbMDpwgTNMkLy8Py7Kw2ZrcJG2Rk47OWWlMv2T7OLeNRUZGRqCte4zJy2vKKDRDaJ/5Jv42E8n22Ni9Zy9Ox7HNmjzkh015JLj85GZn1ct4x1NTO2cj8eK3YMk+H6Na+3H7iin029m5ey9uZ/28n0djmiZFfhuUFpKRcYwlN+ynAR7ABYcds40lP68UE4N9+/Y1iWPhZNXUzlmRk53OWZGm5WQ4ZwsKCmrct1kmbj///HMmTJhAcXExLVu2ZPbs2SQkJACwb98+kpKSgvo7HA7i4uLYt29flWM+8MAD3HXXXYHn+fn5pKamkpiYSFRUVMPsyAnCNE0MwyAxMbHZnjQizYnOWWksXp+fPWX5nNYpiaSkX383nhsZw7OrthFNDr3z/46v470Y87dS5oygVWJkzTew8RXY/h60+S10Ci5xtP+HtbShhKSydZBa+ZewJ6qmeM4m8j37vcn0zXyQbme9j42t+NyRpCZENPi2c4s9WBTTMTWZmDDXsQ02bn79BFVPLHcJsJfY+MTjkgSXummK56zIyUznrEjTcjKcsyEhNb8vR7NM3J511lmsWLGCAwcO8K9//Yvx48ezZMmSCgnb2nC73bjd7grtNput2R5IhzMM46TZV5HmQOesNIaNC6aAdQld9jyOrdXUQHt0eAgdnPuI9u/GnjYau9NBvMtkW3YpHVtE13wDO96F3J/AsKDL5KBF27KLaGetxbZrDbS5tL526bhpaudsirWdDJLoac7G5XQQ6TTZl++hQ1LDx59T7MWGRUyYq8m8XjXlOpis9VkQ2sz2rblpauesyMlO56xI09Lcz9na7FezfAXCw8Pp2LEjgwYN4rXXXsPhcPDaa68BkJycHHT5JoDP5yM7O5vk5OTGCFdERKRZWLVtO2nWVpybX6mw7JpBXbjszOEwqHxZUijsyKl5qaHCUg9jd07lQPgZ0GZCheU7rFQ6xhiQOqbuOyA1lmZspwV7ibR7AIh1Wewv8ByXbecUewmzN89L55z28n3y+ptvTTcRERERqbnm9xdvJUzTDNxY7LTTTiM3N5dly5YFln/77beYpsnAgQMbK0QREZEmb73ZnQ7GBrBXvKBnxM+9GbI0GaaXX/2SHGFjd763xmN//XMG272x7LR1g5DECsuzvG7aGhugNLPuOyA1NqRjK84NWQL9/gZAnNtgf2EDJ27fiYBpBjnfXke4w2rYbTUS98Gaz16fErciIiIi0gQTt4WFhaxYsYIVK1YAsHXrVlasWMGOHTsoKiriwQcfZPHixWzfvp1ly5Zx3XXXsXv3bsaNGwdAt27dOO+887jxxhv54Ycf+O6777j11luZMGECKSkpjbhnIiIiTdsmxwC6hmVC17sqLvRmBj22jnSyp9Bf47FnbS4EICdrJ+z8KGhZscdHieUiuWQhbH+3bsFLrZzhf5P/c/4Jtn8AQHyojcyiY7xRWHWsIgByzHAinM0zceu0GwB4NONWRERERGiCidulS5dyyimncMoppwBw1113ccopp/CnP/0Ju93O+vXrufTSS+ncuTOjRo0iKyuLBQsWkJ6eHhjj7bffpmvXrgwbNoyRI0cyePBgXnml4mWdIiIiUjN+02RHWSS9/LNg/d8qdnAmBj2mxrjYX1yz5Ft2YSmrcuyE2zzkhfWpUA5hf34pNkwS41tXWkZB6p9xYD52owwyy2/ulRhm50BxwyUbLcvi8bzHWVnah1wrlsiC5TAtrMG211hsNhs2LLz+5pmYFhEREZHaaXI3JzvzzDOxrKr/mP3oo4+qXHZIXFwc06ZNq8+wRERETmqb9hfgx0F3xxrwVlICYVxwffk2cWEcKCvA2vUFRmwPCG9T5dhfrNlPy1CTaKedvJYTIS0taPm+vFIiHRb2c+fWy75IDSSeUZ60TTwDgKQIB0v31bz0RW3lFZcxwzaeWZ6RtGcjsUY2UNJg22tMdsNSjVsRERERAZrgjFsRERE58azcU0BrYydOm/fX2bVH0T4xghLTzoG5k+C7q6ru+MvLzFnzM2dHbSTcBXmlFcsr7C/wEOXSDMXjasQcmOgpfwSSIlzkNGCJ2+1ZxbitEv7P+Rzr6UEUuQ23sUZmN1QqQURERETKNbkZtyIiInLiWZ9ZSvuUdjCqZgnUqBAH4VYBW3xtSMz6qcp+e36ZyXrfkzxm/wN77FPIK6uYuM0s8hLrNuocuxy7lOgQ8jz5WJaFYdT/e7Ejp4QEMrks9L90s60h2pYL7tb1vp0Tgd0An0oliIiIiAiacSsiIiL1YGOOj64J7lqtk2BksctMg5CEKvtM915PR8cO0joPJ9Jto9BTcSbigWIfcSFK3DamlOgQPJaNvJKGKZewM7eMpAgXJA6lj/sn2jm3QNmuBtlWY1OpBBERERE5RIlbEREROSamabK90EavlIharZfIHvaYraGk8gRcUamHTzLbcHnINCjYRLTbToGn4kzErGI/8aH2OsUu9SMm3I0bL3u+HAurH6/38fcU+EiOT4YR8/j1grHmeeFYeakEzbgVERERESVuRURE5BhtyyrGYxqkp0TXar0Wxl72my2BymcXvrN0NxFWLucZb8KOD4gKsVPgrZjQyi61iA9rnkm8psIwDKKtLPbll8HaKfU+/v5ik9ZRrvInXe6A0Dblj81QeakEzbgVERERkeY6VUFERESOm5W780kJ9RPirN2s1+TIEJblJUHLCyos8+xdwIfrIrgm4QdsttaQNpYYl4OiSq7Ezy2zSIpw1jV8qSexHGCv2RLM0nofO6MEWsccLMXR9+nyn2bKYQOvZtyKiIiICErcioiIyDH6OaOE9tG1v4inVfp4Zq3Ig7Muq7Dswx83Y1rpjGlfDKdsAyBm0wGKfBVr2eZ5DVpE1q6+rtS/eJefff40aDmyXsc1TZMDZTbaxIbW67gnKtW4FREREZFDVCpBRERE6u7dKDZu+YkumS/VetVWMSFkeyr/U+Sz3N6MSdqCs/WwQFtsqINif3Di1uc3KfDZSI5S4raxtfL/zG4zBfbPq9dx9+eX4LFstI0Pq9dxT1R2A7ymZtyKiIiIiBK3IiIiUhcfpsI0A8tfwDY60NP+Q62HaBMXRrHfRn6JJ6i9sKSMLSWhDM9/BFY8HGiPDXdTZtoo8/oDbRn5pVgYtIgKqeueSD1pbWxir9UKzIJ6HXd7VjGRDpNw98lxoZjDAJ9KJYiIiIgIStyKiIhIHVilu9lY2pGbCt7EgY8ers21HiMu3IXLMNmRXRzU/uP2HMKtAtrb10Pm/EB7bFh5Hduc4l8TvfsLSgmzm4S6To6k3omsjWMvGSSDLbLiws96wDSj/LGWduSUkuA+eRKZdptm3IqIiIhIOSVuRUREpNYW+i5isucdnDYf08JHEeGo/Q2pDMMgzm2xKyd43R93FtLdtRPDcELiGYH2UJcDl2GSXVQWaNuf7yHaqSTXiaD9RR+Rb8RSPCanwrLi3C0U+8OgYG2tx92d76FFWMXaxs2VZtyKiIiIyCGaniIiIiK19jXj6WNbztPhkzAMwF/tKpVKCIHd+WVBbasyfZzdrT+c5qnQP8xhkVviCzzPKPQQ7arbtqV+JUWF4raZbM0qJr1l8Kzbf5b8Hq8F98Y8X+tx9xT4SYk8ef5kddgMzbgVEREREUAzbkVERKQONpeE09f+XXnSFsAeXadxksJs7CvwBp6XenxsKbRxWtvKxwt3QE7xr/0zi3zEhZw8szFPZHa7nURXeeL2SKvM3sy3hmP5Kibjq7O/2KRVlLM+QmwS7AZ4NeNWRERERNCMWxEREaklr8/HTtrSy7G8vGFi3ZNMLcLtbMv9NRG7dHs2bht0aRFRaf9wB+QdNuM2u8RPfKi+hz5RtAgrr0l7OMuy2EMrso1ENno70LmWY2aWQmrMyXPzOYcNfJpxKyIiIiJoxq2IiIjU0qb9+XgNF53t6yAy/ZjGSolykVlyMEmV+R0/rJhP14h8bLbK/0SJdEFu6WGJ21KT+DB9D32iaBlhZ1e+N6itoKSMHOJpae1inv/8Wo3neS+F7DJou+y8+gzzhOawacatiIiIiJRT4lZERERqZfXeQlqHG7iu8MCoNcc0VqtoN1llB0sdLLmJlVlwiufzKvtHOA0KyszA8+xSi8Twk+cy+hNd6ygnewvNoLYN+woIsfk4J/R7ljguqNV4u0rDAIPW5sp6jPLEZjcMfJYStyIiIiKixK2IiIjU0vrMMjrE2OtlrNTYUHK9Nrx+E0/uLjbRlUHmzCr7R7lt5B+WuM3zGiRFKHF7okiLdbO/JDjpuPFAMS3D7Zw94hbWlbWkuMxbxdoVbfO3I5YsnLY63v2uCVKpBBERERE5RIlbERERqZVNuX66JrjrZayUmFAMYHdOMR+5/0gEBaS3a19l/yi3nQJPeeLWNE3yvQbJ0SdP/dMTXbu4ULLKyhPxh2zN8ZAaaadrciSRRjHffXQzrH68RuPtNHqRxD5wt26okE84TpuhUgkiIiIiAihxKyIiIrVgmiY7imz0SA6vl/FcDjvRTpPt2cW8lXcml4V8hD0ipcr+UW4bBQcnbObNvBivZaPl8svrJRY5dmnxERjArtxfb1C2M99Pu1gnNpuNU6zvWVDQGdY9U6PxdnjiSDF2QtmuBor4xGO3gc+svp+IiIiINH9K3IqIiEiNbc8qpMRvkJ4SVW9jxjtK+O+idXj9fi5zvAA7Pqiyb0yok0Jv+WzEvRk7cFgeorJn1VsscmxcTgdxLj9bMosCbbuKoGN8KAC/sc9jqTkIfKVVjBBsD6m0tu1oiFBPWA6bgV+JWxERERFBiVsRERGphVVf/o6W1g7CPmtXb2Mmlq1lVWkrfuuYhju8BaSNrbJvTKiDIl/5zcy2h51DLNkYSWfUWyxy7JJCYcfBGbdlXh+ZZXY6t4gA4DcdW3CAFuxrdVONxtprtKWtbQtEn9pg8Z5onDbwqsatiIiIiACOxg5AREREmo51Zam0MzbW66XrSeY2Yq0OTHT/Gy4pOGrfmDAnxQcTt0uNs+nq3gVtqk70yvHXMv9bdq7Kg53Psem0DdgNSI0pr0Mct38aLbmEH7ceYNTQo49jmiaZJNPu/DcgJbrhAz9BOGwGPlNTbkVEREREM25FRESkFjaa3ehi+xlw1tuYEyI+5VHX7wlxh1bbNzbMSbHfwG+arM51049vYfu79RaLHLtWbGaP1Rq8mfySWURyqInDfvBPTl82nY2fWeHpWu04e/NK8VoG7RPqp55yU+GwGejeZCIiIiICStyKiIhILex0dKNLrAX9/l5vY3Y0VnNayPfgLay2b1yYCwuDnVlFbDdbMTgxG9pMqLdY5Ni1d+3lF6s7GbZubMkuo3WE8etCRxw9bSv42Tql2nG2HCgixmkS6jq5LhBz2g2VShARERERQIlbERERqaGiMi85/jA6F38Fu7+sv4FbDgdCDz4eXWSIAxsWX68/QJzLIu3CD6Dz5PqLRY7ZiDbQjbXcWvhPNm5eStsDb8CHqeULx2fR9/wn2WZ0osx39HIAW7NLaBF68iUwHTZ0czIRERERAZS4FRERkRranFGI2yqlpW0z7J1TfwOf9SlMLC5/rIbNZiPUbjF/Zxk94vVnzInIufd9ngqfjM2XxzKrLx1swTWRu7aMwW0zWb3n6PWMd+Z6aBl+8r3HDpuB7+TLV4uIiIhIJU6+v4ZFRESkTjZnlZBkz8Fmq9ns2IYS7rDYWGCnf6uwRotBjsYi3F7C8+HX09u2kv7O78HdOrDUbrfTPsJk2c784NW+6AvTjPJHYFeBn9So+qul3FQ47TaqmYwsIiIiIicJJW5FRESkRrZml5ISn1Tj2bENJdzMwcRgsO+dRotBjiJ1PNiiSGx7Nq9GXE2KYw94coK6dE9wsmpvXnnJjaLt5Y15P+G37JD3EwD7ii3SYt3HO/pGp1IJIiIiInKIErciIiJSIzvzfaRFNf6NoiL9+2lh7SEl8z+NHYpUZsg7MCGv/NEqKm879HhQn5ZhbMgqxZp3Acw6A4D80NN4Mfd2CsMGYZomGWU22seHHu/oG53TZuBXqQQRERERARr/f18iIiLSJOwpNBnUuvHLE0SGhpFYtgnaTGjsUKQ6Rnh50tYID2rumxZDgVXAHrMVrUp3APAJk/ivYzDx9OTsAg8e00a7hPDKRm3WnHYbXlOZWxERERFR4lZERERqaH+pjQ4JjZ+4vWtQGCHZmZB8ZmOHItW5rLDS5piIUNoYO/iwbCK3t/gSr9fLh/vT6Gis4919bWm1P58Yh5+IENdxDrjxOTTjVkREREQOUqkEERERqdaBglKK/DY6JUU0diikFc8hKfdz2DunsUOROjKM/8/eXYfZUZ6NH//OHPd1y0rchRAkuIUCoWgoxQpU6FsKlZe38is1qLwtLVRoKbR96xA8OIUGd4uRhHg267573M/M748TNjlZ993s/bmuXJOdeeY592xyzpm555n7Ufgv6195IHkNu70Gnv3XF/Dj5h7HVUSw8483PqQwuRPe+eJYhzrqTAaFlK6MdRhCCCGEEGIckMStEEIIIfq0qzmI25jCYx8HIyCLV0DRivRSTFinGx/gNJ7n++GfsDp+KRcZH8Cj+rnU8gSbE1Mppgr2/nOswxx1JoNKUiYnE0IIIYQQSKkEIYQQQvTDntYwReNlnqj8E9J/xISm2KfyLe1WPh36NyGcXGP9M1yhc1U8yYN/XU+ZWgVMvpoBRoOUShBCCCGEEGmSuBVCCCFEn6p9cUqc8vi2GEYXVeIBfnL/hdSFjbhdhQDYzEZuK3uCKb5nYfo1YxvjGDBJjVshhBBCCLGflEoQQgghRJ9q/CnKPaaxDkMcho5y7uYC26OgHijDsSx4F0V8BFUPjWFkY8NsVCVxK4QQQgghAEncCiGEEKIvr19OfWs909rvG+tIxOEosDVzCZDyZS4nEaMqk5MJIYQQQog0SdwKIYQQonvPnQCrDaSqHqKZQmb4HxjriMThyLUgcwlg8GQuJxGTQSEpI26FEEIIIQRS41YIIYQQPWl/h7im8kT0UjQMTDfsHeuIxOHovC1d133aO+phjBdmo0FG3AohhBBCCEASt0IIIYTowVr1em73X0kSI58z3oVFntMRYsQZVQVNRtwKIYQQQggkcSuEEEKIHjwWv4hjzJv5gfkGTGpyrMMRYlIwG1Q0FFKahkGVuyVCCCGEEJOZnA0KIYQQolvVEQsn8uSBpK2pYGwDEmISMBvTp+eJlAy7FUIIIYSY7GTErRBCCCG6CEbjNOsFLDRuAssUWP4nyFrQ945CiCExGtL1bRMpDavJMMbRCCGEEEKIsSSJWyGEEEJ0sa3ej1VNUlI0A6ZeBlNWjnVIQkwKZkN6xG08pY1xJEIIIYQQYqxJ4lYIIYQQXWxrDlHmNKB84pWxDkWIScVsTI+yTSQlcSuEEEIIMdlJjVshhBBCdLGrLca0LHlMW4jRZjqoVIIQQgghhJjcJHErhBBCiC72+TRm51rHOgwhJh1VVVHRZXIyIYQQQgghiVshhBBCZNJ1ndqwwtxCx1iHIsSkZFB04lIqQQghhBBi0pMat0IIIYTIUNceJJgysKDEPdahCDEpGRRIaJK45X4n6CFQHHB5cKyjEUIIIYQYdTLiVgghhBAZtjYEyLekcJilxq0QY8GgIKUSIJ20PXgphBBCCDHJSOJWCCGEEBm2v/8PKmLvwlMLxzoUISYlg6KTkFIJNKfKeSp0UXrErRBCCCHEJCSlEoQQQgiRoTKWy3TDTghsHetQhJiU0qUSZMTt69pKfpn6KnPoYPZYByOEEEIIMQZkxK0QQgghMlQps5lr+AhcC8Y6FCEmJaMCidQEHXF7vxNWK+nlEHXEFVKKid/5r4K1K2C1Ob0UQgghhJgkJHErhBBCiE66rtNCPjMMu0CLj3U4QkxKBnXiJm41LUIg6RqWurRePY85+hbW6cexoa4DSEDLi0MPUgghhBBigphwidvXXnuN8847j5KSEhRF4fHHH+/clkgk+Pa3v82iRYtwOByUlJRw9dVXU19fn9FHe3s7V155JW63m6ysLD7/+c8TDMpMtUIIIYQ/HCOGhUJDA4R2jXU4QkxKRkWfsJOTfRA/ia+E/oLO0OvS+jwnMsPazlk51fw2djO6DiCTJgohhBBi8phwidtQKMSSJUu46667umwLh8OsX7+e73//+6xfv541a9awY8cOzj///Ix2V155JVu3bmXt2rU8/fTTvPbaa3zxi18crUMQQgghxq3mQAxVT5GttDMBTxOEOCwYFEhO0Bq3Wyyf5CNlCd7clUPuy2eqwFN+GtefdRK7mM82ToTpnxuGKIUQQgghJoZRn5yspaWFHTt2ADBnzhzy8/MHtP8555zDOeec0+02j8fD2rVrM9b9/ve/55hjjqG6upry8nK2bdvGc889x/vvv89RRx0FwO9+9ztWrlzJ7bffTklJSbd9x2IxYrFY589+vx8ATdPQtIn5KFt/aZqGruuH/XEKcbiQ96wYikZ/FKcaBftUtLKLQf4fjTh5z4pDGRSIJ1MT8v9ETSCBrqhsqOvg1CHGH4jreKwqeS4bxUoDH0WnMLd1/Zh/Lsl7VoiJRd6zQkwsk+E9O5BjG7XEbSgU4itf+Qr/+te/SKVSABgMBq6++mp+97vfYbfbR+R1fT4fiqKQlZUFwNtvv01WVlZn0hZgxYoVqKrKu+++y0UXXdRtPz/72c+49dZbu6xvaWkhGo2OSOzjhaZp+Hw+dF1HVWX0lRDjnbxnxVBUNnbgNJtoPu6t9Irm5rENaBKQ96zoIu6jY/vzNOOGKd0PWBivqpkNwAfaCuYP8fPDG01hSkVpbm4mT29mu34MzaG9Y/65JO9ZISYWec8KMbFMhvdsIBDod9tRS9zedNNNvPrqqzz55JOccMIJALzxxht89atf5X/+53+4++67h/01o9Eo3/72t7n88stxu90ANDY2UlBQkNHOaDSSk5NDY2Njj3195zvf4aabbur82e/3U1ZWRn5+fmffhytN01AUhfz8/MP2TTPiHimEZDsYc+CSprGORhzm5D0rhiK+O0KONd7lu1KMHHnPikNZEu9i1TZTsPcpWHrNWIczIO1KIWVaJVXqnCF/jkR0H2UF2RQU5DHdVENDwkOBxQtj/Pkk71khJhZ5zwoxsUyG96zVau1321FL3D766KM88sgjnHrqqZ3rVq5cic1m49JLLx32xG0ikeDSSy9F1/Vh6dtisWCxWLqsV1X1sP2PdDBFUSbNsY6IZOuBpfwOxSiQ96wYrPaIRrZN/u+MNnnPioMZ9RhJ3YiaaJ9Q5w2aptGqFHDpPDP/3hsb8v/nUFIhz2lBVVUq5p7Ful0p1DPXjovfibxnhZhY5D0rxMRyuL9nB3Jco/YbCIfDFBYWdllfUFBAOBwe1tf6OGlbVVXF2rVrM0bEFhUV0XzI41XJZJL29naKioqGNQ4hAHRd54XwhaR0Q3rErRBCjGPt0RTZ1sPzBEmIicKoQhwLWIvHOpQBafZHiGoq5y3IpyVuoD0U63unHsQSSaKaSq7TDMD0ohIaEw5wVAxXuEIIIYQQ496oXZkdd9xx/PCHP8yoBxuJRLj11ls57rjjhu11Pk7a7tq1ixdeeIHc3NwucXi9XtatW9e57qWXXkLTNI499thhi0OIj9W2+flO6pe8HT0BLLl97yCEEGPIG9XJsRnGOgwhJrVsvZl2PQ+iDWMdyoDsbQ3hMmpMzXOQY0qxsdY/6L7agumkb64j/cTbzAIH4ZRKeyg+LLEKIYQQQkwEo1Yq4be//S1nnXUWpaWlLFmyBIBNmzZhtVp5/vnn+91PMBhk9+7dnT9XVlayceNGcnJyKC4u5pJLLmH9+vU8/fTTpFKpzrq1OTk5mM1m5s2bx9lnn811113HPffcQyKR4MYbb+Syyy6jpKRkeA9aCGBTXbro9LPJCzkxdFMfrYUQYmz54jp5DtNYhyHEpJarNNGgTwGSYx3KgFS1Rymw6gBMc+lsaQxx+pz8QfXVGoxjUTUsxvQ4kyyHFbcxxa7mIMdOkyeYhBBCCDE5jFriduHChezatYv77ruP7du3A3D55Zdz5ZVXYrPZ+t3PBx98wGmnndb588cThl1zzTXccsstPPnkkwAcccQRGfu9/PLLnfV177vvPm688UbOOOMMVFVl1apV3HnnnUM4OiF6tq05Qo7eytucQkyz0rVSshBCjB++OJK4FWKMFagtbE0ewSieqg+LWn+CIocCwJxcE9v3bYfmY6DsQlj+pwH11RFJ4DDonT8rikKhVWdvW4Rjpw1n1EIIIYQQ49eong3a7Xauu+66IfVx6qmnout6j9t72/axnJwcVq9ePaQ4hOivXR1JzsvbyxNts3kp+xecM9YBCSFED3RdJ5BUKXDJLSYhxlLh0htp36TBBbv7bjyO1AWSTHGnb/wsLLTx3E4PmFpg758HnrgNJ3Aecg+pxKlQ5R183VwhhBBCiIlmRBO3Tz75JOeccw4mk6lzJGxPzj///JEMRYgxoes6+4IKV518Dh172vl3QznnPOCBKSvhpPvHOjwhhMgQjiWIaiqFbutYhyLEpFaUV4I31TrhJuJqCussL0/f+FkyxU27kk9rKpc8Q9uA++oIJ3GZM9eVuYzs9E6s8hFCCCGEEEMxoonbCy+8kMbGRgoKCrjwwgt7bKcoCqlUaiRDEWJMNHQE6UgYWVLqxm2GGypnEjRqOGseAPqRuH1iNoR2gWMWXLBzxOMVQkxuTf4oCjo5dimVIMRYmpJlJaqpBGNJnJaJUy6hOapQkZ2+8ZPvcZCvN/Nh8khOt20ecF/eaAq3WclYV55t4ZW60LDEKoQQQggxEagj2bmmaRQUFHT+vac/krQVh6vNdX7yLBoeq5ElZdnk0cTjsUv7vb8e3JX+S2jXCEUohBAHtATjOI06RsOInh4IIfqQ57JiVHTqvZGxDqXfApEY/qSBGflOID0wo0zZx0epRZAa+HH4oik8lszPohl5dpojar9KowkhhBBCHA7kykyIEbS1KcI0d3q0iKIoXOX6D39KfJV9ydmwWoGnFnbd6QE3rFZou7eCzwUf5z+Rc9IjboUQYoS1BOO4TZIQEWKsqaqKx6jR6D+onutj09LnDo+Nz5m5KlvDmFWNfOeB+gbTle3sSs2FlG/A/fniGu5DE7f5ThI6NPilzq0QQgghJodRS9x+9atf5c477+yy/ve//z1f//rXRysMIUbVro4Ec/MOXMBckvM6J/Ay34jcSVQzQ2Br1520AL6km68HfkO1UsHvE98i6Zw3ilELISar1lACj7nvdkKIkZdl0TMSt6lwTfovkX1jE1AfKtfeQH6qBuVBT+e6uca9VOozweDpZc/u+WM6WVZDxjqH1Uw2Hexes7L7m99CCCGEEIeZUUvcPvroo5xwwgld1h9//PE88sgjoxWGEKNGf6iAfW3tLNz3P53rlI53+L7ju6DDz8M/6na/mJ7Nt0O/I6baecS+kjhmHtyXDavNsHbFaIUvhJiE2sIpsixK3w2FECMuxwLNoQSQLjl2SXAt+xLTwDZ1bAPrQU2qmCKlHrRA57oFK39Pk1JK9OKBT04WTEC2rWt93yK9mr2pmd3f/BZCCCGEOMyMWuK2ra0Nj6fr3Xa3201ra+tohSHEqGmNQqtSyBL15QMrc5ZjN0S50XYPr2srYPp1XfZ7x3gp25TF3F36G7KnHMU1xr/wj8T1RDQVWl4cxSMQQkw27ZEU2VapoiTEeJBrM9AcSgJQ2RqkljJ2peaAlhy7oHop11CnT6NYqQXV1bluap4Ti6qzo3ngE4oFk5DdzUSJU5Ra9mnTAUPXnYQQQgghDjOjdnU2c+ZMnnvuuS7r//3vfzN9+vTRCkOIUbNJO4VsvZVcy0EXFme/CVekmGPZh1/xEKx5pct+G3we5ikfkut7Dk57kkuu/SMOAvwj+l+jFrsQYnLqiGrk2CQZIsR4kG830BbWANjaEASgSSuGWO3YBfVxmYZuyjXsVo9gjqkKpl7Wuc5oNFJqT7GlIdClfV+CSZVcR9faLdMM1ezTZ4DBOeA+hRBCCCEmmq7PH42Qm266iRtvvJGWlhZOP/10AF588UXuuOMOfvOb34xWGEKMmg3m85gV3wNlF3bZVpjciFUPszdsZ/Eh27ZpC1lk3Nj5s8lo5GLPBzzhW8mXiiv79+JPLUw/QuhaAOdtGfQxCCEmF19cJ8/RdYSbEGL0FThNvFWfLpWwoyUKQJNWBJbS4XuR506A9ncgZ3n65nIf1kSvY7HyMjOzMkf9ekNRqpN5HG9+DvZWw/I/dW6b5lY74++vRDJFJKWQ003ido66kQeSlw9qwjMhhBBCiIlm1Ebcfu5zn+OOO+7gL3/5C6eddhqnnXYa9957L3fffTfXXdf1cXEhJpRHitOPDj5S3LlqnT+X5YaXYO+fuzRXbaXk00QlR2WsT6VS7FXmcaTxPfAc2bn+uMT91DCVcMM7/Yvn47pvUv9NCDEAvjiSuBVinChym+mIp/++x5vApOi0FF8Lq2qG70Xa3wG0/cu+3Zu8kn8nLgRbScb69/Z1kEUH5cYqQM/YNivXwl5vamBhhWLoKN2OuJ3vDuBXsmm3HtXNnkIIIYQQh5dRLWR3/fXXU1tbS1NTE36/n71793L11VePZghCjIx4I9XJCog3AtDsC1HJTM4wP999+1U1FOWVUT31exmr9zZ24MPDkitehXPXda6fYdiMGx/rYvP7Fc5fE9/lB4Ff4GcKPFwA73xxcMclhJhU/AmVfGfXRIkQYvQVuSz4Eiq6rlMVgPlZGm0Rve8dB+B95TK2hBelR9z2g1dzsFefCe1vZaz/oDbIfNP+p4IOuvEMMK/QQXUIdL3/sbeF4hgVHbu5a+mW3FXvkW1KsnVx1xJsQgghhBCHm1FN3CaTSV544QXWrFnTefJWX19PMBgczTCEGHYf6SfxqfDzVHI0AK/uaqNIaaLEUAeOWd3uU+w0UOvPfNRwfa2fUoeOw5z51lQMTmayjXWpk/qMJZnSuD/+KdZxIpf6H+alwBFQ8zisXQGrzemlEEIcIhpPEtFUCtyWsQ5FCAFMybaR0hWqOyK0xg0sn2KlPTa8idt7gyu5P3UtJPouOxCNJwjiplrvOjHZltYkRy46Ba7QM248Aywo8RBL6dT9qwKeWdavuNpDcZxGDUVRumxTFIVSu8725nC/+hJCCCGEmMhGLXFbVVXFokWLuOCCC7jhhhtoaWkB4LbbbuMb3/jGaIUhxIj4yHQmmmLgH8kbAXi7NsJRU0vTFzAX7Ox2nzKPifpg5qODW5pjzMvt5jHly/wsmncSm92f6TOWV3a2kEolWeM4lVWG+/lB/A6+GLqXHfVNQAJaXhvw8QkhDn/NT54FQMGrx41xJEIIAKfVjE3VeGlnOy5jioXFTrzxronMoWhLOdirz+pXaaVGXxRdUamnlITjQIX+UDROZcjI8mlZ3e7ntJkp0BvYnDwCfOv7FVdHOImzl5k4pnoM7G6P9asvIYQQQoiJbNQSt1/72tc46qij6OjowGazda6/6KKLePHFF0crDCFGxB6vTolezQvhpXj/82k+bPRzUvieXveZmm2lKXLgZ13X2enVWFLs6Lb9slIXu/yg9fGo4VPbfZysvoJFjXOd43c8Yj+L3FQt10YfYkP8GMg/ecDHJ4Q4/DUHgzj0AKbQh2MdihCC9MhSj0nj7dowZXadkiwrgaRKPDmwerG98ZJNHeUkta4lCQ7V6I/iMGigmthzzIGbwO9XtmEz6MzMs/e4b4Wyl22phf2OqyOSxNlLue1ZuRb2+Q76PTyUm55r4KHcfr+GEEIIIcREMGqJ29dff53vfe97mM2ZtfOmTp1KXV3daIUhxIioMh7BGYb/MMXQxi2VZxDBxnGh3/a6z/Q8Bx0JA5FE+sLD98BsakKwbPsF3bZfUpZFUoMdTaEe+/RFErzfonDRjDjYKgAoMjbwM9vnmanuY2tyIcQ7BnmUQojDWbNpKW684Fow1qEIIfbLtsDWdoUZWQaKPemBDw2+SB979Y+u6/iUHCKKg0pz32WUGv0xciw6xVaNbY0Hypy9/+bfmJd8E2VNeY/7nmDfwdOpVTRr02C1HV4+v9fX8kaTuM09jy6eW+CgNqweuJmdbM9cPlyQTuQ+XNDncQkhhBBCjGejlrjVNI1UqusIgdraWlwu12iFIcSIqDXMYebyr/Hpo2bxJqezQNmERU32us+UbDsmRaOqPX0Btjk8BSNJpqXe7ba91WximjPFe1XezA3PLEtfnDyzjCfX/JRirZLF8afhon0HJgjxHEmuVkOjXtTvxxSFEJNLrWERBUoLZC0a61CEEPvlxLYR1xVmBR/HZFBxGTUafMNTIsAXihLFhseksWXmn/ts3xxKkmOBcrfCrrZo5/otyTkcaXgfYrU97vtp5ZfMYSs3B3+KpkWh4aneY9vxMO7WZ9NJ3m7MLXaT0qCmI0pK0/hy4F+sjy8DY066QaKFuGaGREufxyWEEEIIMZ6NWuL2E5/4BL/5zW86f1YUhWAwyA9/+ENWrlw5WmEIMewSKY2mqMrcIifnLS4mT/FyovEtKLu01/0MBgP5Fo3K1vQI2g3aycxStqFaCnvcZ37ybT7c+GzGSBXdu4HKxDReaMrnscCJrFCfQel4J73x3HWdE4XkmxO0aIVdZnsWQgiAWn+cImqg7tmxDkUIsV9+LF17dn7wAQCyzDoN/uFJ3Db6oxgUnYU5Cjta++6zJZQkz2ZgepaJvd70zelAOMoe5nCs6Q2wlPa4r6rq/MRxE1XM4I/hr/T5Wj5ceBQv0P3oYpvFTIE1xdaGAI9/2MT7LOeVxNmQfwIADcznrOBbtCqz+3wtIYQQQojxrJey/8Pr9ttv5+yzz2b+/PlEo1GuuOIKdu3aRV5eHvfff/9ohSHEsNvVHMCo6FTkOjCoKg+4LsGVqoKGnD73LbRBVUeMVCrFO6nlnGZ6FgzWHtsvTTzL7/WvQcPXO9c9rn+Nn0WuJ09pp8JQxyWWByBneZd9C2Z/kr21UTj3q4M6TiHE4a3BOJcjtZdgitxMFWK8yFObMKYSzDFuASDHotAUiA9L343+GB6TxuxcKxsa+i6/0BpJMcVlZk6+jef3pWN44sNGstQAC4xbwdH13ONguYY2fmj9Jt+O/oGsOFy++qBSCFdk1u9v1Kew0LARsNGTcn0PW995lJe0synVO9ihzYGGnwHwfvxogoqHd2LL+WSfRyaEEEIIMX6NWuK2rKyMTZs28eCDD7Jp0yaCwSCf//znufLKKzMmKxNiotnZHKLQpmFQ0wPYPXpVeiz7x3XWelHsVKnxxdlc3UIl0/id+X6I9LzfMVOMtO/LpzL7MqbtX/dU5FQuN/yV/y56GpIhiDRDpOujhcUuM22xaJf1QggB0GyYRsUx/wMLi8Y6FCHEfjOy7cxs2YG19CwA8mwqLeHeSzH1V1MwQbYZ5hc6eGJX3+cH7RGdI4qNzCty0hILEI4neXp3lE+qD6AoGrS/1fPOJz4CNWs4seoBbtH/h1ujv6Q1aeJG2x0oh5SybQ+E2c0cfmL+717jmRZ/i8e0y8imjS+bf8sv498D0jOafRibCcD7sfmSuBVCCCHEhDYqidtEIsHcuXN5+umnufLKK7nyyitH42WFGBW7W6OUOQ++6rAC0f3L3pW5TbxZl+DRrT6OUd8i19AOWHpsn5faxVLe419NR/MDoNEX4aPUHH5g+zoE9h1oGNnXZd8it5mOeM8TfQghJi9N02iNqVTkyI1UIcaTU7O3c3To78CxAOQ7DFT5hidx2xxMkGNVWFjioj3hpS0QJdfV87lLRxyKXGZKs+1YVZ3HNjVRFTbwKdvD+1v0ct5Tvir9p2o1Z1qeJ5t2vhm7h1nx7ZxteSaj6cs7W8mnianGyl7jn6VuI6bbuFa9m6PnLaLjw1way79JEbCdI5ijb2aLsqyfvw0hhBBCiPFpVGrcmkwmolEZ6ScOT1W+JFM9pgMrznwBFt6SXvahPMtCrdfPa7URPmVdA+Y8KLug5x1867nEdC8vRI8nkkjxxOZmZqj7mGral54J3jY13e7j5UFKs2yEUyrh+PBc8AkhDh9NvghxXWVanmOsQxFCHMTY9BweUzM0PA9AgcNIW0Qblr7bwilybSp5TgtZphRbGvw9ttV1HW9cpchtRVVVSlM7+cu6Bpbrr5J7xA3gXgiLvtePV02fLx1l2chi9UO2JpeAKT+jxRvVYY5R99fq76VUwrE5Xj6ZepDzCveSddz/UmBJsSHrBhLJFJXKbK4++XhqqMAbHp7SEkIIIYQQY2HUJie74YYbuO2220gmJWkkDi81QZ0ZuQeNMsk/ARb/sHOCjN5My7PjJQs3Xo5Xn4XZN8LcXmrQeo7kVMuLZCkBHvtgJy/s6eCM2cXp2nDnbYGLKtN/v6jrKJV8txWDolPX0XcdOyHE5FLZFsJt1LCbR62CkhCiPxwVgLJ/CYVuS+9Pz7x+OTzgSS/70BbRyLOn3/Pl+h62vXpbxuSnBwvFEkQ0lWJP+nynQtlDQMniEtM/YdF34ZOb08u+XBFPn6dcEaecnVRp0yDR0rk5mUqxqU3htDOu298u3GNXhclNfN/zA8zRvQDMcCtsaQyztd6HosDpc/LJM2u8Xbm/BNXL58Nqe4/HKIQQQggxHo3aFdr777/Piy++yH/+8x8WLVqEw5E5qmfNmjWjFYoQwyaR0miKqswtdA5q//IcBwa9gbPUJ1FV0gnf3py7DgNw7qu7+ftmLwHNwXnBbwJP9/laBlUly6RR74swq9A1qHiFEIen6o4Y+Va974ZCiNF1/N+g4QUoXgFAiduCN66g6zrKocVhAb32WTQtiKHu2a59rV0BLa9B/slw5gu0x3QKnOlLgRmpD9ilz4SGX3UbRr03ggGdXEd6xOxcww52Jeay3Lpp0Ic2zdTIm7FTM0bcrnv+RySSl3Bs080w457eO0i2oyp0zikwN8/MhsYYubUBpjl1jAaV+TkK79cEOWcB6d8jkfTymWXgWw+eI+HcdYM+BiGEEEKIkTZqI26zsrJYtWoVZ511FiUlJXg8now/QkxElQ8cD1qSqa/OHdT+FrOJq40P8SnLvemLh35adUQREc3MYtaRH3i13/tlm3Ua/PLIoBAiU40vTpFDamALMe4c8hRPSZaNuK72+Pj/vcoPuDnwO/SSlV226c2vkdK1dPIW8Mag0GkGYK5hK7v1Oeg93L9p9Mdwmw5MxHqJ42nutH4Wg6nnuvx9mbnidprUaWiXNHWue6UWligfYNr3x747MOZkLBcXO9gbgC3NMeblphPSRxbb2FzfBk8v4g3tk9zi/wWvWL5MsmN/wtm3ftDx9+ixabBaSS+FEEIIIYZoxEfcaprGL3/5S3bu3Ek8Huf000/nlltuwWaTCVDExLczWkwh9ZhTDYPu4/qiJ1H8LUBZv/fJ8zi51rmWefHnobT/8yXn2RQaA4lBRCmEOJw1BJKUuE19NxRCjCmPzYRF1aj3Rcl2ZCZNdV1nje8oapUp/KduC2cdsu8rxv/infZ8vjPzNXRdx5dUKXKn+zglu5o/NDv5W+p7fK76UahZA2UXpycUA5oCMbLNB/py6DU4LMAQTilmFrhI6m3UeaOUZaevC97XjmeV6b7+dXBpW8aPS8qyCCS9bGjV+MaxdgCOn5bFb9ZHWNM0n18lvscCZSM/bDkTs3IZ99nPpSCndPAH0JOPJ4jtZqJYIYQQQoiBGvERtz/96U+5+eabcTqdTJkyhTvvvJMbbrhhpF9WiFGxmyVMUaq7TKwxEIp//2iPAY76+Jz5No63roXGF/u9T57NQHNI6kwLITI1hnVK3ea+GwohxpSqqnj0duqfuyJd+uAgG6vbadLz+Iz6R37tu4rwvXZ4NH1TOJVK8YfglTyrXkw8/zR8kTgxTaU4K50wzU1s47vmm/lL+DI2vfS/ULUa3vh0Z99NwSQ51oNG5X983jOE8x+7xUSuOcXOpiAAjd4Q1UzjDPPzYBl4QtVlNVFEE8GUgaN2XQpARZ6THFr5ReJWvmb8OX90Xc1a59GYlSQfxI8Hc/ag4+/JRv0cbgt8v9uJYoUQQgghBmrEE7f//Oc/+cMf/sDzzz/P448/zlNPPcV9992Hpg3PjLhCjKUGw1xKlAbIWz74Tj4ukTCAUgkASnL/ZB4HTerRl0KngdZhmo1aCHH4aIkqVOTIkzBCTAQ5WgNNWiG0ZN64fWJrO0eZNvNl269x4+XOyLcgVgvAsx/W05owo+s6H278Dw3eKEZFJ8u2f6R9ysdp1hc5X32I70XvIJByAqnOvltDSXJtB102fKo5PXnYp5qHdCwldtjTlp409c29HUyhlgJDM8Q7BtXfDLaSpzdRGH0DAEVRuDr3fX5s+T6fsj8AgNlopULfwS5tdmfZiOESjsa5JXQzz+oXg3PGsPYthBBCiMlpxBO31dXVrFx5oM7WihUrUBSF+vr6kX5pIUZca0ylQKnbP+HFIJ27Ln3xM9DJMQYx2qXQaaYtOrCXEUIc3oKROL6kyrQ8R9+NhRBjLkdppVkvyliX2PRTXq8JcF5ZEONVSf7bfg9PpS7hvuTX0V69nL+/u51Ljf9ilrKN9xJH0uCPkmXSDkxwZkjPN3GT6/cYFY2HY1d2rgNoi2rkOwzDfiylLgP7vOl6ve/XhVmsfpDeoIcG1d8pzi2coq4F14LOdVfwU860PALGLDjlGThvC9NtIfZqs9MTtQ2X507gjn/cTlyDsOIk0vTO8PUthBBCiElrxBO3yWQSq9Wasc5kMpFISJ1NMfG1qaUUqy2dsz2PqkGMdinxWOiIywREQogDqtpDGBQ6a10KIca3aeY2tmsLMpKTr6x7D3SNU5tvAuDY+bP5tvlX/F/0c3x2+6V0kM211j+xRN3Eh+ppNAfjZJkPmons0164Qsd0eRsrjU/zfPK8jNdsi+rkO4a/DvbULBM1/vTI3i1tOkcb9ydulcHdSLrQ8gj/z3krxA6qf/vxk0nJdpiyEhwVzFp8IdW2E+HMIdx4P8Tr9Wae0y/gF7Yvo+op6m3DmBQWQgghxKQ14pOT6brOtddei8Vy4IIwGo3ypS99CYfjwEnZmjVrRjoUIYZdh5JH8Rl3w9TcsQ6lX6Zk2QgkVeJJDbNxxO/bCCEmgKq2MHkWDVWRmzpCTASnGP7Dw/rviIa9fDw04unEJzlJeQGTGgBArXmE8601zGYfN4d+zNXq37FVnM/RJTfxxMutzA8mMmvWHuQi87/4S+I6dkaLmL1/nTemUOQa/jrYM/Js3Ls9Tm17iOaYyglX/QscDw2+w3hj5hLSTyYlWjKeUJpX5KThvRCJlIbJMDznQw/r13O2+gQL80y4GpI0zbkdKZYghBBCiKEa8czNNddcQ0FBAR6Pp/PPVVddRUlJScY6ISaaUCxJOKVSmj1x6kIWuq2o6NR7I2MdihBinKiu/IDC5C7Yec9YhyKE6Icl6is4CPBmOD3i1huO8z4ncpHlUcg/I92o/BKwlTF3zpGsKfgs19rugvZ1HFnmIaqpbGqKk2vrvvRBnjnBEcoHPBq/GgDtqWV4Y0mKtn5p2I9ldoETX0Ll+R3tlNtTZDuGOPLfXJS5hG6fUJqe70RFZ3dzYGivd5C2lIsZ6g5IBvBYjDQl5PpGCCGEEEM34iNu//a3v430Swgxsh7KTT9eZ8yBSw88elfbEcao6OS7rL3sPL6YjAbcJo06X4SpfdWzXPcNqH4kffG37PbRCVAIMerqO9oo0gJQ9RjMHv7EjBBieKmWPI4Ivc+rqXM5A1izqYkpajOLTVvBuL9007LbD3x377gjvQztwmY2Ms2pscVrYElhDzVrP+1l5aY6fv9OHd+6V6VRKyGhWJgSeWnYj6XAY8ehRHlqcz1HerzA3KF1eElDv5oZDSrFNo2PGoPMKx6eBGuH5qLQ2AihXeRYoCUkZeGEEEIIMXTyrLQQfUglfOi6kk7eHqTOGyXblEJVJ9bbKNus0+CL9d1w1z0QqUovhRAT22PTYLWSXh6iMl7MdHU7xIdv5JkQYgR9qpkTj72I941noes6z+wOcw4PoyiR7idLdczKWC7MM6KhULD7B91+JgCcNb+QhG7k5+EfcXX4MRbzAe6s4X/wX1EUirR91OklHBv687D335tyl8ru1uGZsVXTNHxKDsWGOnDMIsem0hJKDkvfQgghhJjcJlbGSYgxcH/4Op4IXpQecXuQhkCcnAk4l09u9CMa1/0anjuh13bvhJeR0IygyYWHEBOdP9BGPGWCyL50AveZZQC0+MPs0qaxwvRv8G0c0xiFEP13yqw8vDF4/InbaYzoXFTRAti6nyz1gp3pUgEX7ARg2ZT0EzcFalP6M6EbFpORkw1v8KJ2Dp83/p4/Oy5HifV/MtSBKFWqUPUkx5leG5H+ezI920Slb3jOcXyRBHHMlHxqPVywk1ybSltEG5a+hRBCCDG5jXipBCEmMl3XeUi/irBu4hRHnOyDtjUGEuT2MLHHeJaf2kszBdD+To9tWgMRvpL4CxelHuXmRXtGMTohxEj4YuRhOnQ3pyhrucr6F8p96wFYu72VYmopN1aNcYRCiIHwOKzM0bfy68ZPsFx5jexPPNjvfY+dlo3hdS9T1GqwTe2x3beLH+O/239IltGbXhGrHVrQPZim7KZOL8dt8I9I/z2Zk2/nucpenkB6Zhn41oPnSDh3Xa991XsjmBUNj80EQL7DxEetUipBCCGEEEMnI26F6EVls48mLQ+P4uXu2qNg7amdE/i0hFIUOHqoDzeOFdp1GpkCOct7bPN+lReXEuLZ1Lk8twd4ehFs/unoBSmEGDaxRJIqKvi06V/sZh7XR+4l4ToKgNerIxzv3Et6pN55YxuoEGJAjlVfI6I4uMh034D2y7JbuM/2KWabdkC0pcd2dv8rB5K2AJbSQUbau6tKd/Iz638fmFhtlCwodtESMxCKdZ9g1b0b0HQ1nbztQ4M/hsesoyjpG/oFThPe+LCGK4QQQohJShK3QvTild0dTFd28h3L93lGv4R99VWwJZ3AbImkKHBMvEHrM+xe6vUysOT22GZTfYglfMANxl/y88D17GuPQdUDoxilEGK4bG/wo+pJrrb8kXscV6KpZh4y3Uw4nuTDdoUzT74ErgjDaU+OdahCiAFYmb2ZU7XnOC63re/Gh5hh2oKiAHqol1amA8srdFhVM5gw++TxPstU8x5oeXFE+u9JSZYNKxG2rz4BnpjdZfszqetZHbw6PeK2D82BONnmAz8Xuiz44nKZJYQQQoihkzMKIXrxbn2MY+xVHGXewNHKm9wR/R4k0xc5bVEodpn66GH8mR18jBYKide90mObj9qSLMwKcbnzcZYat/LL+I+h4rLRC1IIMWy2NgYpMzRhVMFstHKV4a/8s7qMFz7cicsQY3G2b6xDFEIMQoW6k196voIhOYj3sOLIXHZnzlfBVpFeHoYURWGKXsWO1HwI7crYFonF+UP0Wv7DhZC7rM++moIJcqwHfi5yWwimVGKJ1DBHLYQQQojJRhK3QvQgnkzxkVfllFOugiviXJf9FO/rxxOxTAWgI65Q7LH23sk4VFE6CwNJdmdd0e32RDLF3qDKsuOuhst8fG32btYnF7OjTSbZEGIi2tEaY3pJBVyRgiN/wSVTdmFWVX6zLsbRyedQXzxzrEMUQgzGxzVnB1N79vJgehTt5cGe2yy7HS7al16OKMshy9FTbmpmb2oWOGYdWNnyJquffQiv5qBJL4C9f+m64ysXwauXpJdAayRFru1A+axCjw0FnUZ/ZKQPQQghhBCHOUncCtGDt/e2Y1R0lpS6AZgXfx43Pt5uLyQcTxFOqZRmTbzEreGMJyh2GNhR+oNut29r8KMDC0rSxz217e8cp7zKn3dPGcUohRDDZa8vxZy8/QmR2V/CcvZLXLUwiwAuTjP+B8IyAaEQE9LHNWdHqPbsqLkimk4iXxEd9Zcu1vbQRBGEqjvXhZ//BPc3zeZa4910kEsw1fVcL1j/NvsSedCYLu/QFtEy5j0wGVScRo0mfy+TnwkhhBBC9IMkboXoweuv/B9LUq9ieMAJgKrqzOdD3k6cSJ03glHRyXNNvMQtwBSHwp627i8m1tX4mebUMRn2fzyUX8J1nod5M3Uc1fcvhXe+OIqRCiGGQtM0qkMKC4qcGesvXDqFLxv/ygnm1/pVv1EIMQ6tqhnR2rOTQZFSQ6ueDxw4J/pr5L/w4OXz1rswEWev/cIu+z1u/AY/C90ERekJ1dqjOgVOc0Ybj0mnURK3QgghhBgiSdwK0YN12tEcZ3gN2P+YW9klHGVczwb1FGq9UbJNKQwGQ699jFdTs0xU+bqfRXlzc4z5uQdNurbsduZd9iJLlfX8KXAl1Dw+OkEKIYasui1EJKV2jqD/mMVi4bMFT2IxxEGTxIIQYnIqMTTRTj4Hl2l4JrWKq4z/h0E1U+gwsWf6bV32a3WdSCNFROd8AwBvXKHQlZm4zbYoNAe7P9cSQgghhOgvSdwK0Y1IIkWtMpXjTK8DtvTKk+7nhPN+TnWqkJ0tEXJGvxTbsJmRY6E2qHfd8PL57GpsYEngH102XVqyj7e1U6HswhGPTwgxPDbX+ym0athM3dxkCmzNXAohxCRT+sk1eJU8kp8OA5BIabQp+Rxh2gT5J1LsUKj2xrvs5/W3oaHy0c6NpDQNX0Kl5JB5D3KsCq3hZOaOj5bBaiW9FEIIIYToB0ncCtGN2o4wBpJMMTRC/vGd66cWeCiwpFi7L0quVRnDCIdmVoGDxqhKMpU54Vhr7XqaKObo8N+77FNhqiOAm2Ssl4lMhBDjyvbmCNPcPXxWuRZkLoUQYpIpybKhA03+dH3d6vYwqq5RatgLLa9R5jJQ40922c+rFgGwWTuSlkAMDYWiQxK3uTaV1nAqc8ehTCgnhBBCiElJErfi8LJ2Baw2p5dDUNsRIUtvx6DGoeW1zvWKorAwG6qCCvntz8K6bww14jExs8CFrkN1e+Zsx+vsV5NLCwWlR3TZp7DtUXRFpa3m/VGKUohJ5J0vwsMF/a8h/VBuetTWQ7kH1j2zLL3umWXpnx8tY8+et5ndcV/3fZy3JV0f87wtQ4tdCCEmKKvJgMuoUdORPh+qbAuTo/owqQrkn0x5loX6kNZlP5/uwqam2BHOp8EXxW7QcFhMGW3yHCY6oplPN7UZFvAt/53o5nE8odwjxenvkkeKxzoSIYQQQiCJWzGRPbUwfWL51MID61peAxLQ8iI84IHXLx9U1w3+OLmGEGCC/JMzth1Vkh5RUajvhh2/G2TwY8tsNJBvTbG9KZCxfk/QSZmyD8J1Xfaxl52OTQ/RmHP+KEUpxCSy95+QaEkv+yPZnrkEmptrSOkG8K0HQI/WUsV05vPOcEcrhBCHjWyzTp0vPeK2piNGgdsDV8ThzBeYnmujMdL1qYVAHGY74+zx6TT4Y3hMXZO7BQ4THYdUWXjbdBkvK+cQyj19RI5lWMQbM5dCCCGEGFOSuBUT1yH1GTVN48/RH/BW+GR0HdD8UPPEoLpuDMTJyyvvPHE/2AnTs1F0jSK1Aeha92yiKHUo7GmLZqyrj1oooq4z8ZPhpPvxWC00Tf3WKEUoxOQRSNrxJrKAbmpPd+O16EreDx8DxhwA6lo6+Hz8MT6MLQHPkQB0GBfQqhSy0CkX30II0ZN8m0KjP30+V+uPU+Q4cHk0q8BBIGnAF8483wskFZbmG6gNq9T7Y93Oe1DoNnNoedwtLenP+KbqdcN7EIP1YFZ6EMSDWZ2rXgifiS/pGrOQhBBCCJFJErdiwtqkn0djvKizPuPexg7+nLiU/0nezarAf1iXOAaseQd2eO4EWG1IL/vQFEqRb+9mMh+gKMfNBca1HGHYCPlnDMehjIkKt4F93szZjhvVGUxRazsTP4fKskBzcOImq4UYr/5k/DU/jv0Spl/Tr/b3Jj/L95O/pkGfhq7r/Or1ehopZJ8+A7QYAHvdq7DpYQrKjx3J0IUQYkLLtxtoDKVr0TYEU0xxGTu35Tgs2A0au1tCnes0TSOYVFlcaMWg6KxriJFj7XpJVeSyEEwqJO41dT4dtlNdDECTZclIHlL/pXyZS+BXqR/xSuLMHs8FhRBCCDG6JHErJqzfaN/lz4bbYMmtALy828tMtvNvxwmUs5d/cTMc9esDO7S/A2j7l71rCWsUOk3dblMUhf9ZrlBaUg4VlwzHoYyJaZEXqWmszKjT22KeS+ny78C53Y8EybYotIa6TtIhhBiabUEH+7QyaFjbr/atmoc4Fm5t/xov/OUc3mnWKWUfLVpB51MIzfUbyKIN9v55JEMXQogJrdBhoGX/JGKNYZ1Sj7lzm6IoFFo19raFO9cFokmSukKew0SpXWNzO+TZu15SFWfZ0VFp1gohsBVN06hkNgZSNJdeP/IH1g/3R77AmtClYPB0rgvqVtr0/O6fvhJCCCHEqJPErZiwfOEgb4ZmkHz7SwC80xDnOMPbZBm8nG56nr0Rd0ZS8q/JH9KYLIac5X323RbVKXGbe9xubXgIxbseqh4Y+oGMkdmhJ2jQi9CrHgHSI0haYyrlObYe98m2GWg7dIZkIcSQ6LpOjVZCEyVooap+tW8nj+9abma3MocfJX/BVca/MJPttGoFne2a9WKyae+lJyGEEMVuM23R9GdrS1Rh6iHnQSUOhaqDitW2BmOo6LitBmZ4VGKaSr7deGi3WEwGHASp08rAtYCqtiBhzcgsN7QqZSN7UA+40yUQHnDDE7PTf39idpdmryVP5T3teNDTNXpTmkYUO+1abpe2QgghhBgbkrgVE1ZQd9CmFPJuaC7BSJxtPgNnHH0cVFzBYuNGGplCJNQEQDSe5M+RS3lNvwjyj+u1X13X6YirTMnqOYFJxWWQfWR6OUHNtjcRx0KtPh2AlmCMuK4yNdfR4z55NgNtUUncCjGc2gMR2pUCYoqNOm1mn+2D0TghxcVi8y5+ZPkmS5X3+ILjn+RaFdrIh5zjAWjRS8hRWkGVWoVCCNGTEo+FtphCRzhBVOt6HlTqMlLjP1BaqiUYw2HUMKgqc/LSxW0Ldvw/eLnr5K1zDPt4OX4WmDxsqPFTYtMotCu0hUf46SUtgD/lYnuklNdbi/Gl3BDa1aVZs55PADdo6clqfeEEuqLSoedmjMIVQgghxNiRxK2YkHRdJ6h4mM4OnuNaXtvdisukM2/xeXDCfZQ7dRwE2Gw4E4ANNR0kMVIVy4Z9vY+S9UfiRDSVsuxeErezvwRnvpJeTlCO2B4KaGRrIF0HuKotjNOg4bJ2XyICIM9hxBsbrQiFmBy2NATwGGLkKD52Tb+jz/Y1HRGMik7eFXs43rqOO13XYSJG/qzz6Mg6Dc5+E4C2osvJnboCLvOP9CEIIcSEVZplI5BU2dEUxGFIkeXInGmsovZ26pv2wqPpUbJtoQQfl8FdVJRO8hap1dCQOZktwErlX7yknUWq9W22NkeZlaWSazPQFhnZm+A+fQpnh97mmthjfCt5D3+MfBUcszLa6LpOKwUEdTcfXxJ2hNIned68c+HT3hGNUQghhBD9I4lbMSEFo3ESmPjUMUfytn4ir1YGWZZvQFEUANRVlZR7HGyZ+nsAPqhJjySoZTrkHdNr37UdEUyKTo6j51IJhwXXDMqVSrYrRwNQ1R4hz9r7jPYFTjM+mZtMiGG1rSlEudtEscdJpbKoz/a1HRFyzFr6807fP2GOHiLPacq4sdIW0cjr5vFdIYQQBxS6rajovFfjJ9+id55Lfmyavo4mitGjtQC0hxO4TOnzpbnFbqYqtUw31kLxii59n2V5hhhW3kqczM6OJPMKrOTajXREez/fGqp97vMxkOLt2d/iS+Y/skE7FhKBjDa+cJyw4iRoLIQTHwKgI5IeWeyNjWx8QgghhOg/SdyKCak1GENB57xFhaSSEV6tT3FK6HcZbWZmG9jems5ibGlJUGaN0WA+InPCsm7UeiNkf5wUOZwdfSczcpzssZ4GQJ0/TqG9910KXGZ8icP89yLEKNvdkWBGlpEyl4Eqb6LP9vX+OLnW/T8ojs5loTPz/emNQUEPkywKIYRIMxkNZJk0NjbGKbR3PceZYQ8SURy0mtI31joiKTyWdDuLyciDC1eTb42CrajLvtbCEzleeY3H+RL7gipHlLjId5roGOHEaF1zMzm0ojau5VTDE+xlJt5IOKNNVXv655AhH8pXAeCNpEs4+Pv+KhJCCCHEKJlwidvXXnuN8847j5KSEhRF4fHHH8/YvmbNGj7xiU+Qm5uLoihs3LixSx/RaJQbbriB3NxcnE4nq1atoqmpaXQOQAyLtmAcu0HHYlRZzquoaJyU+L+MNnPzrezxptA0jZ0+hbNmOGlOOsFR0WvfDQcnRQ5n+Scwe87xVEXT9S/rA0mKHYZedylyW4lpKsHYCNdmE2ISqfLrzMm3Uu4xURvs+/HZxmCCAtv+r+/Lg3CFDpcHKXJbCSRVEsl0H96EQoHrMH9yQAghhkGORWenH4qdXc+DsgwBPHo7u+PpOQHSidsDl1Bq3eOQaIGax7t2fOYLXHDmVbwZP4JkKsXCTZ8g32nGPxw3wZ87AVYb0stD1NuPJ5c2KF5BhT1KLq28kbogo011RxSDohNKHojFF01iUHQCiQl3iSiEEEIctibct3IoFGLJkiXcddddPW4/8cQTue2223rs47//+7956qmnePjhh3n11Vepr6/n4osvHqmQxQhoCx14TO3KvHe5TP0H9rwjMtosLnFRF1HZ1hggoilcuLiQUEqlLRjtte/GQII824R7awzKgmIXTVGVaCJFU1hniqf3JE+u04IBnUZf779DIUT/JJIp6iIqC4pdzMi10RDu+2K+KZSioJubLEUeKzoKzYEoKU3Dn1Ap8UyGu1BCCDE0eTaFuKZS6u76lIISr6WQBvZGswHwxjSyrAedJ5ZdCKb89LIbR0/NJldvoYxKTIH3KXRZ8CdUNE0bWtDt7wDa/mWmxpzzyZ9yBJz2JFzSwOLSQt7J/35Gm1pfjCm2FFFNJb7/hp8/mqLQohFOKZ3rhBBCCDG2Jlzxu3POOYdzzjmnx+2f+cxnANi3b1+3230+H3/5y19YvXo1p59+OgB/+9vfmDdvHu+88w7Lly/vdr9YLEYsdqB4oN+fnuxF07Shn3iNc5qmoev6uDrOtlAcpykd2/xZC5hvfgit5FI4KMZpeQ5MSjMPbmxhqiNFvtOM05BiV1OAbHvPCcrmUJICl3lcHe9IKcu2YVZ1tjX4aInAFHffx+0yaTT6IkzP66Oughgz4/E9K7q3s9GHjsL0XBs2I7TFfYSicWzmnr+eW8I6S4uMXf59zQYFu0GjwRtBVUBDmTSfZROdvGeFGFv5iR3AfEoDz6NpX8jcaCmnRKlhn7IITdPwxTTm5ZkPvGePuSf9BzLOQw/2KcdaQtEgmnsZBS4zKRTaglFynYO/uZb0nEBtQx1TpxR3ed3mUIqpWabOz5Rjp9j56/tVaKsXQd5JsOJ56v0JZnhUqsPQFoxS6LbhjSQpdkB9VKHZH6EkS871xOFBvmeFmFgmw3t2IMc24RK3Q7Vu3ToSiQQrVhyYQGDu3LmUl5fz9ttv95i4/dnPfsatt97aZX1LSwvR6OE9+lDTNHw+H7quo6rjYyRqfXsAuwLNzc1QtQEijvSyoDmjXYmhg5dqnJzirqe5OYtcU5LN1a1MdfQ8iqApmGSGe3/fk0CRJcG7u5toixtxK9E+j9upJtnT0MZMl4zEGK/G43tWdO+991+mkDI61v0bU/klGBWd9btqmZVvh7e/APFmMBfAcQdKwbRGdJx0/151GpLsrm/D7zNgVVIEve0ER/OAxKDIe1aIseUKfgjMx930NM3N52duPOFd8ta3stOXPjfsiKQwpSJ4vZF+v2fPtr0B5iDNUTf4OzArGturGtOf9YP0dtZd/L7ByD8XuzEc8n3QGEyyMFvr/J6Yl6XRpOWxUTuDko42aG6m1hdjQY6CSTGxt7YJJc9Oqz+MQwGrAjurGzHGnYOOT4jxRL5nhZhYJsN7NhAI9N1ov0mXuG1sbMRsNpOVlZWxvrCwkMbGxh73+853vsNNN93U+bPf76esrIz8/HzcbvdIhTsuaFp6oq78/Pxx86aJKQFyHVBQUAAVS6FqV3pZUJDRblbqIfaykuWxf1JQ8A/K3D7ak8b0fj3wpbzMLM6moCB/pA9jXJiR7efDdh0dWDJjCmZj73Vu8+xeooq119+hGFvj8T0rulffvIcZdFCw95twzI0UWnfSmjRzQkEBevjfKAoQofOzLaVp+FIB5lcUUFDg6tJfrtVLVLUSM5jIMvvlfTpByHtWiLE1gw0Y9FUsVp7D1M3n5rySFG+3BikoKCCs+ago8JCVpff/PRt/Nb1MAQUFuE0+4kb7oD+jdV3nP0+/hT+1GH3d1yn45IMZ231JH7NLsjrPZQuACmUtH0ULOML0NhQU0JH0MqvIib0uBBYnBQV5xBU/uU4VVyBF0uSQ7xBx2JDvWSEmlsnwnrVa+//UzaRL3A6WxWLBYrF0Wa+q6mH7H+lgiqKMq2P1x3WyrIZ0PIu/m/7TjfnKJp5nJcsNL6Oq6dplVb5kj8eRSqXwxlXKc+zj5lhH2uxcC3/dGiPLpGE19z0DfbZVpTWSmjS/n4lqvL1nRff26jM5xvAWKnFQVUocClXeBLqu8+3QnzhNfZJzcz+E/f+OTf4oSV2hPNfR7b9ttlWlLZxCVRWyLMi//wQi71khxs6Rtr18Iv4UFmtu5+ftwWbmO2iKhtGBYFKhwG1FUaL9f88asyDZDsYcUFU8Zp3WUM/no32pavayITkPEzGqWpspPaifZErDm1Apz8n8njjSuIX3k8dzleVVdEWhNaZSkWPHYQzii2moqkowoTM1y4DHlKRdzvXEYUa+Z4WYWA739+xAjuvw/A30oqioiHg8jtfrzVjf1NREUVHR2AQlBswX08my9T4yFOCkchNn8m/yp54EQEW2mYaw3mP7tucuIaarlG68fNhiHe/mFTqIaSr5Siu0vNln+1ybgfaIlEkQYqhiiSR7lbksNm4AxywAygz1VFdv5E/Pvchb2nH8NvkdgqEwvHklVD9KbUcEp0HD3kMN3Fxb+sZKayhJjnXSfcULIcSglJob+ZHn2z1un1HgIqXDrqYgcV0lz9n7ZK5dXNoGV+jpJZBtUWgNJQYd70ObWpinbKGCSqq06RnbGrwRdKAky5ax/qSpDjZxDIlpn6c9HCemqUzNc+A0KXgj6VhCCR231YDHotAeHnx8QgghhBg+k+6qbtmyZZhMJl588cXOdTt27KC6uprjjjtuDCMTAxFI6OTY+h4wXmbz8b+e73X+PC3HRlNEQde7T97WNTdg1SO42v8zbLGOd/OL06U+CuNb4P2v9tk+z2GkI9pz8lsI0T8vbW/GoCc42vQWxNIX81Nb/8WWSDH31kzhF5Yvk007d4a+DFWr4Y2rqfPFyLH0XMg+z26gI6rRGk6Ra5t0X/FCCDE48cbM5SEsJgO5Zo33qrwo6OT0Msltf+TYVNoGeRM8/tg8/rOnnU+ZH6ZIbabWfnrG9lpvBJdRw2rKHOCwvPUWVD3BG5vWUdUWwWHQ8NjMOE3gi6ZjCSbAYzWSZVHlJr0QQggxTky4UgnBYJDdu3d3/lxZWcnGjRvJycmhvLyc9vZ2qqurqa+vB9JJWUiPtC0qKsLj8fD5z3+em266iZycHNxuN1/5ylc47rjjepyYTIw//jhk2/t+rJ+6Z0Hzp5fAjAInEa2DtlCcPGfX0he1tlPIjrVC/snDHfK45bGbydObKVZrIbCnz/Z5DhPe2P4J+Tb/FKoegIrLYFH35SqEEN17bleAk9W1GFUt/QgtMMPwER2pPFYp93GiYzM25Ra+Ev0bn0qsZpZpJw2BOHlWpcc+8xwmOqIxdF1jSeHQEgtCCDFpmIvSSVtzz0/fFdnhw6YodgMYDUO7MZZrM1DtSw5q32faF6Gg8wnTo3xUfhu1/njG9npfjJyup7gYU00co7zJ2shJHNMRIdeSrh/oMiv49yduQykFj81Ejk2lKSSJWyGEEGI8mHDDcT744AOWLl3K0qVLAbjppptYunQpP/jBDwB48sknWbp0Keeeey4Al112GUuXLuWee+7p7OPXv/41n/zkJ1m1ahUnn3wyRUVFrFmzZvQPRgxaMKmQ6+hHUmLKSlDd6SWQZbfgMqbY3dz9POuV8SKKlIbhDHVCWJG1i+Osm6Di0j7bFrrM+PY/Pbdzx5tsaTOnk7dCiH7zh2N80Kpwof259ApjDgCL3W18Tvk9N+X+Cy5tY9m173GS4S1+Fv0xunUqjYEkBfaev7oLXWa8CYWOmE6+ox83t4QQQsAlDelSBpf0fA5Y6jSwvUPDZRr6U0e5diMdsYH34wvH+FPi66wyrMZozqIsy0zTISXA6v1x8rqb78SUzxmmf/MOJ1PjjVFgS98EdFtU/PH0kxzhpEK2zUi2zYh3EPEJIYQQYvhNuBG3p556ao+PuQNce+21XHvttb32YbVaueuuu7jrrruGOToxGpKpFOGUSl5/Ercn3d9lVaFeT+Urd7C8LtBl+85wFvOMm6HllWGKdmL4H/0GMIag0gHL/9Rr20KXhUBSpfHd27ix7cfMYBt3e54ZpUiFOAw8s4xnGxaQyxdZdOWroBwYQWuxurne+VuwHtm57pu2n/Lp4MM85D2DZmeEBY5WCJnBUdGl60KXFX9CRdc1Clwy4lYIIYZLeZaJ52phtmvoI1HznWa8sciA9tGfXMhPGr5EjlLG5213ge6gIttKczRzMEJTKEmBo5t5ID7VzMmJJD/9xx5e2tPKEt6DzY/gtlzOno4kyZRGVFPJspvIc5jwDTA+IYQQQoyMCTfiVoiOUAwNhTxXN8+B9UNJajdVyeLO8gkf03WdvcxmsWEDmHKGI9SJQw9lLntR5LGho3DjxiPQdI02PQ8itSMcoBCHEd96nk9+kjOUJ1EUpcu2jCWQp1Zxo/EX3BX/Cvva/RQ33gNPZE5G87Fij5WkruBNqBS7uxtyJYQQYjCm56Yn+3Kbey5X018FThO+xMD6ebJpDm/rp/C/tq+lS+ykokzLc+BPGghGD5RLaA5rFDm7H5tjMRlZlqdTm8iiJPURbP4BHquRYFzHG073keOwkOcw4R9gfEKIw1yoKn39HKoa60iEmHQkcSsmnNZgHKOi4zB3M5qgH8pdOvv0OZ3lEz7W7AvRohRyhHUb5BwxDJFOIIojc9kLm9mITQ8R1a182/xD2sgb4eCEOLw0JIvYxmIusjzUdaPnyMzlfhfaHmER62lVCilVa4HuJyhzWY2YFQ0dhSKPJG6FEGK4zMx3AuAJvAu7en86qS+FLiuhlEoi1fNkkwdLJJPcpf0/vmy6nQpze7oMWNkqClwWzKpGZeuBG++tUZ3iXp64OG1q+lyvVK0GNDxWA8EkdIQTGNCxmw3kO9NPV2la/+ITQkwCb14Nr16UXgohRpUkbsWE0xaK4zRqXUeq9dORvMR2fR5a2/qM9RtrfeQYo+SWnwiz/ms4Qp04Lg+ma7td3n3t30Otyv6Qn7t/wrziPAKKh9jMrw/+tR8phtVKeinEJLBOP5MCGii3x7puPHdd+r147roD64rPQ1FsfLfiBeZrG5ll3A50X79WVVXcJh2LquGySo1bIYQYLlOyrBhJkJ3YDR/9Ykh9Fe6/sdb0xJnpiV778ObuFmJY+ZRlDRSeCpf54KT7URSFfItOZduBsgYdMZUpWT3fuDttTj7Feh2zDdvBXESWzUQwAd5IArtRQ1VV8l1mkrpCMCYTlAkh0t6uN1GZmAKHXEMLIUaeJG7FhNMWSuAaQj7i6NTjxDGzzZc5GmFrU4QZ2RY44T4oXzXEKA9vXzvOzsKKAormnY8C1Do/Mei+whE/uk56NmchJoF98XxKlFqIN/Vvh9OehCvClJxzH393f5ocQzvQ88V0liGCRwmgtL41PAELIYTAaFApoJlspQ20bm68DYDZaMBBkKZApF8TvL60x8/RyhuY1CA0PJ+xrdAGNd50PKFYgmBKpSzb1mNfDpuVv7uvZ4ZpNyhGcuxGwiklnbg1pOcRybabMaDT5I8O4SiFEIeLcCzB9+K3syZ+NZR+cqzDEWLSkcStmHA6IskhJW6t7nJmsZ23uCBj/Y62JPPzZDKffqlZA82vYax7jCyTRq13cCf2oUiUz4ceZlt8PpiLhjlIIcanWq2CUqUKGPiM3Yry8WOrPT++mh3ZQlayBl48Z3ABCiGE6Nbn7P9iheU5hmN+Z48xSZNpMVRc1mu7VCrFe006KxwfAEqXiSlLXAbqAkkAajsiGBWd/D7mgchhG4qiQ6yWLLuJSEqhI5zEsf+wVFXFadRoDcZ77UcIMTn8890a/LqTdi0bkn3PiSKEGF6SuBUTjjeSGtrEEBfsZPHMJax3HqjPo+s6lUGFRcV913gVQNnFUHAylF1MjkWn3je4xO1DH9SyW5nNFte1cMzvhzdGIcapOnUW5eq+LnVs+0c9ZNlVDk3kKO2gBQYTnhBCiB5cYPgr0417IFY35L6meFx8VPhtWPTdXtttqGojkDJwyumfhYU/hOP/lrG91G2iIZi+mVf74o1kaU0Ynprb+4tbSjuXuQ4LOgq1vjgO04Hza7dJpyU4tJHFQoiJL/LCxTz6UQvT9Z104IGGF8Y6JCEmnaHfLhZilHljKbKsQ7vncEy5i6de86HpOqqi0NARoiNh4IhSzzBFeZgrX9VZTiLftpOGQGLAXURjMdbsSWAlxb72EGz/jZSoGIjqR9Mjn8sult/bBNNomM70k34Gs/IHvvMVfdcb/KTtFSLx6IELcyGEEMPDOQeC28ExZ8hdHRu5l3+3HgvRSzLrmh/smWWsrT2PI4wLsBV/CopP7NKkPMtC0870DfSqiJ1cWiC0q/cXX1XT+VeHpmFQdOoDSQ6e08ydqKHtg6fA3wIn3T/g4xNCjHMvn59OwhavSJfl6sG9e8uwEeE848P8O3lRur0QYlTJiFsx4fiiGh6LYUh9HD01h7gG2xrTk3FtfOHHFOj1eN6QR4sHqsCh0hRMDmyn507giX98gUg8wkrb69TpZSMT3OFsf7kKataMdSRiAEKxBN6EgRn7ZycfCcuNL3Ka/QWItY3YawghxKR0xnNwyjNw+jND7uo07Z9UMouO9soe2+jeDbyjn8QZyqM9tpmWa6ctBvv+OY17k1/gNMPzDOQST1VVHAaNhpCG03Rgv6xkJW2aC2r6rsErhJiAGl4AIr2OoA2EozzCZ7jW/H8UZBfjs87pNckrhBgZkrgVE44/rpNtG1ri1mo2McvSylsv3wU772Gz18ZMZQe0vDZMUU4eRS4TLZGB1eqMt3zAQ6mruMzwV2aVTqPBMAvmfn1kAjxMPRi5iteN16RH3IrxZ+c9sPbU9PIge5qDWFSNQnfv9QeHJnLIUgghxLBwVMCUleAoH3JX5Xl5FNLAK+q1PbbZbr6AJqZwZl5tz/3kOkDXuT58L8uUd/ms7Y/0Vge9O3ajTlNUwWU5UCohm3Y6tNz+d7J2Baw2p5dCiHHvWfNN3B/+bK8jaH//2j4chhQXZL1FgcdNIDmEcoVCiEGTxK2YcPwJyLYPvcrH4uTLrA8U8/r7a3mNs5mvboH8k4chwsmlxGWmLTqwxO175qtpUYq4vHgb02YeSxOF6JKAHJBnm0u5s20Ves6ysQ5FdGf9t6Dl1fTyIHvaIhRadVR1JL9+bYcshRBCjDvnrmNpRSlvub7UY5PHuI4l5p245l7VYxuz0UAOrWTRzq32b6KqgG3qgEJxGsGXUHEf9ETbFFMHH+mLSZn7l6QONb5PLKXIIAghJoh3okt4PHUp2LqZILrlTTa/fAdPVyt8z/pdDNFK8pvvI5xSiSX6LtslhBhekrgVE8vrlxMItpNbffeQuzrW+Cbr9OO4OfBDTnFs4zOOB8A6iJqTk1xpto32uIqu9z95u8u4nKlqNY7CpcwqcBFOGWgNyOjAgeiIauyLuXhn246xDkV0ozVh5rXYaV0mCKvqiFFsH+EXvyIMV+jppRBCiHHrxKluNrXqaFrXEbLReIIX2wr4lHI3bPh2r/18O/sBfmW7AXvR8enP/4t6Lr/QHacpvfRYDyRuL7P8gwh27vev7H3ntSto+UcJV4XW8JnQ4zQmi2C1Ao9NG1AMQojRFQp3sE+fSqjyqS7bEjUvcPvueZzq2cuRrjpAJX//+WtLYHCTUgshBk8St2JiqXmCEE5yOp4fclfHzpvPDeY/8sjCB/mW4evYaYa6Z4chyMmlNNtGVFPxhuP93qeutZFifR/s+A1uqxGnQWN3S2jkgpzoNv8Unl6UXu7nS1mZa/Pyz8qSMQxsgKofhTevTC8Pc8+oX+Ensf+FnOMz1tf4E5S6ZV5QIYQQcMKMHAIJnW0PngXrvpGx7dnNDRhJcJr5P5AK9trPqan/o9hUAy1vDCoOpzn9+LPHeuD7yak0cZ3hTv4Svw7vvVnw1MJu922v/5D/Dt9FttJKvtLEF8L/Yk98JkT2DSoWIcToCKs5aIqRd5Xzumz7d+gUqinnmye44YifQMVlmI+8BYdBoykQG/1ghZjkJHErJpSoqYSoYifPNvRHNEwtL3ON9VcU+p5L1ytT3emlGJBsuxmLqlHb0f/RfQ16CSVqDZD+dyy06VS2yd3bHlU9QMq/G6rSE4SEYwnCmoEbT5zKhg4zlU9d2qWW6nikV69Ba5wcE6o1xl10KHnUhswZ6+uDGuVZ5h72EkIIMZnYzUbmKtt5JbAIqh85sOG5E3ji/fc4x/gsBsUA+af10VPskOXAuM3pS8KDE7eoLi60PUQpVfw28v8gsLXLfpqm8f343cRVG79zfp47nZ9nobqJb0TvHnC5BiHE6IpYp6Oi8YHzs122vbunlhP0F8jadRuUr4IT7oPyVbhMOq3B/g/WEUIMD0ncignlteQK7HqAPNsw/Nf1rT+wPOl+uMyXXooBURSFbLNOrbf/idcmtZwytRpcCwCY4lSp9snd2+4kUxpf9/6Kr4T/ARWXAdDgi6Kic9TUHJYZt/L3xuWdSd0+dTN6d7Tc0vRF7oz/YFJMqNYStwLwnrcwY31TVGF6rtSeFUIIkXZMboAPOBnKL+lct7OxnR0s4DLzX+CKOJzZ86zvADhmZS4HyG3Zn7i1mQ6svMyP4SqNr3nu49nURYTsR3bZr7LJy/vaIu60fxaHEsKgaHzO8gcamYIWbhlULEKI0RHGzmy3zuZAdpdte6LZLDBsgIZnMtZ7TDqtocRohSiE2E8St2JCecB3OivVxzEFNg29M8+RmUsxaHlWaPD37+6rruu0qqVUrLgbztsCQKnbSK1/khe6b3kTPrw1vdwv1fQG33ngP3wQLqNanQvT05OTNPpjuEwaBlXl/Gkx3tFP6kzq9mjdN+CxqbD91xDY2f9E7zBq9Pr40OeBHUOvUT3etSplWPQIG5VTO9f5IwkCSQOzCpxjFZYQQohx5lQeY4c2i3Ddge//B/k6RyrvUVTQzzqxF+xM17a9YOegYvBU/QmAnDc/0WXbkYY3MRNjV6hrcuetfT6mspsiQ2N6xRU6RYZ6koqJdk1uUgoxnkVScNwUC3sCmROOxZMpqpnKEcYPAFPGPh6LQls4OcqRCiEkcSsmjK21HWxjEddY/wyWvKF3eO669EnuueuG3tckl29TaQz27+6rNxwjlDIwLc/RuW5qtoWGcP8nNzscvf/hOl7c3gINB0bV/OyVNraEcvhR0f20Jcxo7elEd2MgRpYp/ftaMOcoOvQswvldL7YOplc9wlavmy+038X3I3f2negdAYEEVDITrenwn3G6zTKbIwvMbDMfeLx1V3MQu0Ejx2EZw8iEEEKMJ3Ojj+EgxJutWUC6/MAbsaV80vgoJHyjEoNHqwEgO/FRl21qspEi6tgd7Xruva4hylL1g4x1boOGRY/QoM0YmWCFEMMimlJYUuLErML6Gm/n+m0NPhRFZZYzAnNuzNgn26rSHpnkg22EGAOSuBUTwxOz+ecz93Kc4W2KZpwGR/9urCMSByl0GmkK9e9LfF9rGKuqkW0/cAd3Wq6d5qja7azKE8LOe2DtqUOqM/toywLu8H6GlLkAgCZ/hGe8c/iF/Zssd+0liZEmwxwAmoMJcqzpiURKtJ2YSbB7X8+jbHRd59exH/PF+P14DVPYoyyColMHHetghdRcgoqbWs9Fo/7ao60jrnDmDCfVIZVwPD0yYc9L36QwuRvl4WG48SSEEOKwoGQdyRHK+7zJBQB8UNVOWLdyuuX5buvKjoQstQOjHseudjNfgbmIKUoNlSzOWJ1KpfioQ+H4/BBgg+L9ExxdHiTLaqbx6CdGPnAhxKBFUwpum5G5+ibee/E2eGI2AJvqglS4VIyr9sKy2zP2ybEZ6IhO0Os1ISYwSdyK8ee5E2C1Ib3cr9nv5XX9dK4x/b6zOLoYP4rDb9LaUtmvuqnVHRHyrTqKonSum1ngJKqpNPsHMUHZGNZs/Vi08hHuqD6VwN7HB91HY9REi57LC/vSH8v3r2tklrqHRYZ3sIc24jamqIqmH1NsDSXJtabbqTkLKbLE2BUv7bHvD/Y284j/GH5XcS//lbcWf0LJGNk7WkKGPFR0NpT/etRfezR5w3Fimspx03NxGTXWV6dHTFUniyhWaiHZPsYRCiGEGDfOXcdxx17ERsOpADy/w8sydR1WNQ6m0bnRN82pMV//EMW9oOvGSxqomHUGVdmXZKze2eDDnzJwzLn/C1eE4bQnO7dlW5CZ54UYx1KaRkxTcFtNLOYtPtSOhNAuALa1xpiVZeh2vxybEW9scj8lKcRYkMStGH/a3wG0/cu0B1NfZTo7WZIdHLu4RI9KAi/Sprn7VTe1xhuj0KZkrHNajHjUCLtf+MaAR63W7XyB1Y1Hj0nN1o9tiB/NA8mr+K+6/0dg/c8HlUhu1nKYbmrhkfajSKY0/l0Z5+IpLeCaDRWXkWfRqe5IJ7bbIhp5jv0nVI4KpnjsVAbtBzoLVUPbBxCqRtM0fvtuOyttr3Bk+2/Ii39EADcUrxiuw++3UEplmjPFR02RUX/t0VTnjWBWNHIcZma6ddbVBQjGUrykncMidRMYc8Y6RCGEEOPIKbNyaYgaqG0P8VZDihULZ8HCW+DUx0fl9Wewgd86roNoc7fbp2VbqAtlJmve3OdjpkvHZuqa4MmxKrSEpA6mEONVMJpER8FtNXKss5Id+gKC1vSo+t1ejQWF1m73y3OY8PVvWhMhxDCSxK0Yd2od53JdYDXJrOM6172SOJmzjM+CvXwMIxM9qZi6mA4lF1/xlX22rQ8kKXJ2/egppJFKnz7gBOw7seX8X/IGdIN7QPsNp61+D7PZhkGP8aUPjiDkqx3QcSSSKdoSFm44aSabAy7++sAvSaXirPzEZ+CTm2HRdymwK9TvnwCuPaqR7zB27l/uNlHjP+gCybcV/NvhrWt5+u9XURdM8JW8NaAq5FsThHUL8ezlw3b8/RGKJUjqCssKTexsn+AXcw/lwmrlwJ+HcjM213kjZJs1VFVlUb6Zzdvf4Qf/+DM5egvX2P4EutQGE0IIcUCuw0KFQ+OPa98kEE9yumcrLP4h5J/Q987DQEm24DQGIdHS7faZ+XaaIiqafiB5u6ExxtIic7ftc20qrWH5rhNivPJF0tcULquJpRUFFCuN/D35NeJJjZqwypISV7f75TvN+Ps3rYkQYhhJ4laMOxscV7GRo3nRmi6GvrclSF2qgJWWNdBy+E9qNBFNjbxMkV7PM7v7fnSmIawxxW3qsr7EaaDaeMSAJ83yx1MEFA9NgUGUWRgmOw3HMM/awN3H7SNiyOEfyZsGdBy1HemacsdNz+UI40f8JXAhZ1lew2w8MIqlyGGgIZhOeHbEFQpdBy6WpuZYqA0eqDf1Svs07qhazu9rjuee+PVcZfgrnoVfhLKLyFv4GQBaR/kRxo5Q+gTx+KluKoPKxK1nDJBsJ6mprIsdxe74rC6lDxr8cXL2zz+2tNTJZn0pG7Rj+IntJkxqElKjM9mMEEKIiWNZkZH/dFRwBO9i337L6L646s5cHmJGvouUDrXe9LlW6sFCPmoNcXztDd22z3cYaZM6mEKMW4FoEouqYTSoqHWPc43xLh5tP4J1O3diIsVMZ/dlvfJdZoJJldREPo8XYgKSxK0Yd/ZVpydiWLM7/d/zqa0tzDfuJdcQgPyTxzI00QOl8QXOMPyb/3hn99m2JQJlWZYu66eXTmef7VSY/aUBvXbAsQSAj1xXDWi/4VSZnMKchStxLvgvTstrYl1iKVhy+97x4/3bwuSYNUwGlctmhFEVnSsWZj6iVOI20xRKnyT54gpFrgO/w1l5dpoOmtztnxu81AVibGcp85TtXD2zJV0X+oT7sE5fhVXVaA2OcuI2nMCqahxRlkUkpVDTMcHKJeyvvR1++lS+G7iTTwTf5frYfdwS/UWX0gdNwQR5tvTn19KybLJo52uG/2WqqTLdwOAZ7eiFEEKMcydN86ApBs4wPgfxwOi++HkfwinPpJfdsFlM5JlT7GxKlyzbHJ5CHCvLlLXdts93mGiPSh1MIcYrfzSJVd3/Hi27kHOcb5NjjHDbm61M1bZjePvabvcrdFvRUWgLSr0EIUaTJG7FuFOTLGY5r7JJW0ydN8xrNTFOW7QQrojDmaM/oZLoh+IVXGB+gm0spMHfc0IwpWm0xQ1MzbF32Ta/+rtUtXs7ZzTtr6DnWAB2OC4c0H7DJZHSqA2rLChOP1J0oraGHcmpxCsf7ncf1R0xCmzpv5863cJTs+5gSl5WRptSj4WWaLrkQERTKfbYOrfNKHAS1xTqvREi8SQ7otlcb/0jv8/6GndMvw9T8UkZfbmMOq2h0X3OqT2cwGHUcVhMlNhSbKidYKNO29+hLZHF9bVfYbu6hJ9Yv8lfbJeyh9lEk5k1m5tDKQrs6a9Xm8XEQ87LuMC+Jp3gvUKHT3vH4ACEEEKMZ0dPzeFsxwY+4XwXpl0xui/uqIApK9PLHhTbYU9b+qbri6kLmad8iNmS1W3bQpcZb1zpdpsQYuwFYymsHz/Yt/xPGD7dxFVLS6nTipilbIO29d3u57CYsKjamD7pKMRkJIlbMe7UG+dzjHUrcy0N/PqptdSFYGXs9rEOS/TmtCepuGYHc1waj727ET68FVre7NKswRshpUNFrqPLtkXac3QoubT6Owb00oG4joLOno6xKbi0qzmAgs7swnTidvG8YzAqGh/YPtfvPmr9cYoc+z+Oa9aQ53sOatZktCnPsdEeV6nriGBAJ9d5oFSCw2Ii26yxqyXEW3vbcBJmhqkWkkHoWN+l3q7bDK2h0b1T7o0ksBvTd/ZnWFrZuuUFqH50VGMYig7n6Vwf/he60cHfbedyvPkVFhg2YSXCB7HMWbhbIzoFzgPlQDxqNYqidympIIQQQnzMZFD5seu7OFLV0PTKWIfTRZnbwL6OOJqm8VLqdM42Pglq1yeoAIo9VvwJeZxaiPEqEEtiM2auO2/JFGarVRxl2gCln+xxX5dRp1VG3AoxqiRxK8adRgqZdvx3uHDpbF4NL2AeH5LbNLAJq8TYOKPCzPOVUfTNt8Da02G1Gdau6Ny+ry1MlknD2t0MxO5ccvQWPlTPHtBrhuIaJTaNKv/YXBxsqQ9Sak/XiAIwzL2e+XkW3koc18eeBzQEU5S49p89lV0MBSenlwcpy7aR1BU21wdwmzQMaubHd7FNZ29bhDf3BVjkiaAWHA8Vl0P2kV3q7brN0B4e3QnCvJEkTlN69M1cZSM7Q54uyenx7KHIp0iqVv40/0lcaggAVYW5yhbeS56a0bY9BiXugy5mPy6lcEhJBSGEECJDaFfmchyZmmWiNpDigyovft3NSssTEKvttm2xx0oKZdTLMgkh+icYT3VJ3BqNRv44/W+cZeu+BMrH3CadlqDMUCbEaJLErRhXQrEEvoSBGfkOVi4swqMEOdP8CpRdONahiX44Z34+bVouD8SvoVYrRNcTGRPKVb37a/Lj2+GZZV13vmAnFbk5bCv90YBeM5SA+TkG6iNjM7Jje0uEae7Mj9Kjiq1saOr/neimsE75x3V/99eipXxVRhu7xYTbmGJjY4Qsc9e6cWUuA/s6EmxoTnLszAqY/w049m4485UudYOzLCodkdFN3PpjKVz7B6HOLy+nlqldktNj5tEyWK2kl93QNI1nOmbzKeM/sO67G8o+nZ7Apewyli44hU2uzEda2+MKJZ6DEreXtqVLJFzaNpJHIYQQYqJzzMpcjiMz8mzUB6I8/sL9LFfexK5GwFLabVuHxYRN1WjwyePUQoxHwVgKu7HremfLUxh0L9Q92+O+HotCW1gSt0KMJkncinFlT0sIi6pR6LZiNhp4MOc6LjPfPS4fGRNd5We5uMT0PI/FPs0lwf9wdfAxErmndm6vCxspVOrB133dpJnZRna1D+xEIJzUWVhoJaUr7G0JDiX8QdnrTTIrN/NRwZNm5LAnaCAU6/tYdF2nJaZSkWPrs22+VWd7e5Ica9e6cRVZZra2JamLGDhlZu8jO7OsKh2jPNuzP5rCZU5/5ZQHnsGvO4jsfXxUY+jRxyOGehg59NquFnxkcaHlofSKk+6Hy3xw0v0cW+Fmd0AhkUr/Pv2RBDFNpTS7ax1nIYQQolcX7Ezf6Ltg51hH0sWsfCd+3cHrqZM4z/R4Os5VNT2295g1mnqZ90AIMXZCcR27sZs61FNWpgcnTFnZ477ZFoX2SGoEoxNCHEoSt2Jc2dMaptCqoe5/DDw3/gGqyrh8ZEx0pSgKX1gc4e68H7HGeRE+3cOv6s6CljcJrf8p73EKZUoVeI7sdv+5+TYqB1jyIJyEbLuRIpvGR437E7fvfBEeLkgvR5Cu61SHFBYUOzPWz8h34FFCvPXo9bD5p7320RGKE06pTMvtO9FXYFOoDhnItXX96J6ea6MmYqRUaaCg6V+99pNtM+CLje5sz/64jtuSPkEsbnkQg56gpmbrqMYApP89nl6U8e/yaPSLPBG6CF0nPfL24YID7Z9ayMOvPMvpynPY1GiXUVALp2RhVGBDjReAmo4wZkUjy25CCCGEOFwUeOw4dT9OApxgfrXP9tlmaAxIHUwhxqNQQsNh6iYVdNDghJ5kRz+io+bNPq9xhBDDRxK3Ylyp6ohRbD/o7t84fmRMdM/Z9CC5ifWUqNv5keUbPBk/m+deeZwvvL8Eqxbks7Z7IBnodt9FJS4aowYi8f4/xh9OKXisRipcCrta04/kbdu1lZ3BHKh5fDgOqUcNe98gmFRZaN6WsV5VVRaqH/J2cGaXicEOVdkaxG7QyHZ0P8HHwYqcBjQU8mxdawTPKUwnj49U3oKqB3vtJ9duwhcf3cRtIK7htqTjNpSdQzYd1LrPG9UYANh8K/i3pJeAPxzjzsQN/CL1Y24M/o3GVBEkWjqbN3a0s05fzuWWv3U7CsqgqszRPuTdtf8LT8ym3hcl26x33nwSQgghDgeKolBCHacoazGY+j5nybGqtIRGtyyTEF1UPwpvXgk1j41M/69fDg940ssJJBTXcJi7GXHbDzmB1+lImmHbHcMclRCiJ3JlKcaVGn+CUtdBSalx/MiY6EHFZeCaDcYcjrCs5zOWh/h++39h1SPc47iKLIOvxxHUFbkOLKrORw3+fr9cJKXgshqZnmVirzdBqz/C1yK/44fxX6GXXjhMB9W9zbu3ka+04Wp/scu244p03tdPQiv7dNcdW96ED2+Fljep6oiSb+lfErXEZQYg39l1NGexx4pdiXNSdg1UdPOaB8l1GAkkBneyNljBOHis+9/bJ91PnieHuqIvjGoMAHsSFTwduRBIl7F4YH0DuXoTj9jPRNfhM6HH6VBndLb/S+wG5rKF2ebKHvtcwlts0o6C0C4a/HFy+vnvKYQQQkwk35vxAV/MegRmXtdn2zy7Sqs8Ti3G2tbboPoR2PqLEel+w95atKS/15qw41E4qeMwDy4VlEcTXj0bklLDWojRIolbMa7Uh3TKs8xjHYYYikXfhU9u7pyQ6YvX/JBvO//MHxzX4jTsf2SuhxHUqqpS5tD4qDHUr5dKJFPENJUsm4nZ+TaqW9u4ZfX9FOlV1OhlvLe3pe9OhuCj1EIqbCEoXtFl2zlTo3jx8EFgatcdG16Axheg4QVqvDEK+1kOdcr+CcwKnV3fI6qq8uCKdk6ZXQDZC3vtJ89pGf3EbUIny3Yg4ZxvU6kfg0con9C/yI8TP+c9w6dJpjQe3xXjUtuTFBsb+J3zOkrZxw9CP0FfM42X/34mz6Yu4AbzHWDo+R/pGNNbbNcXUJmaRuPmf5LnfyWz3IIQQghxGJjXchs5qa2w4/d9ts2zG2mLjP6ksUIc7LWOOWyJzoVkeNj7jidTfDn6Z95LntFrTdjxKJzQcZq7PsHXH1NtXpopRrMUDnNUQoieSOJWjL2d98DaU2HnPTRF6FetTzFxqKrKJcqd2AxhQO1zBPWMxPvs2PgovHx+n337o+lRk1l2MwtKXDRRwFaO4Be2L3OG8iz/CF7QpZ7pcNreHGBe/BXY848u2xz193Oc8jqP7eo6+rLOcTo/aPsWHZ7TqW9roSS5PT0Ktw8V2ekJzIo83T+iWBR8cX9CuOsI4IPlOy1ENJVYYvRGwoSSClm2A9PXFjkNNAVHfyROSyoPFz5+4P1vHnngZuIxHxdnvQanPINBTfIj2zfYkpjFH9ov4tboL7hO/S1HW9+FlK/HPpfOXsyJyutcFX6GV5MnUaA0ZpRbEEIIIQ4PsUOWPSt0muiQAXliDG2v7+Dm4M18Nf4P9phPhQ03w64/DVv/e5qDJDGyNzkNkv0bdDJeRFLgtAwucTtPe4M4FmpCMthKiNEiiVsx5rR9D0LHevx7niCQNDAz3zHWIYlhlzpk2bPZidfYq09Pj0rtgzecQEXHYTZQmmWjWGnkW6ZbKDK2co3lT2zQj6WyPQw77zqw00E3CoZC13X2RHNYor7ZfS3disu4MHcTbyaWEY4lMja9U6/wb/88rnwxm21eA6WpD/t1vOW5DirsScqze7i5UbwCilZA8Rm99pPvSid+WwKjd0UVSilkHzRhV7HLRHNk9EsKtCXNXGy4nwK9ll8FPscn1Ucxhz5Mj5RwLaDMVMtXHX/n76kvcwxvco3jL+kdbVN77NPY8BQ/c97IrZYfYkBnlrodTPmjc0BCCCHEqLEcsuxZocuMV+YmE2Mk+u63+N5T6zjd9AYnGt7ga/suo629Frb+bNheY2dLOllbpZX26zx+PIkkwTXIxK3N4aGABrYqxw9zVEKInkjiVowpTdNYWf0b/p76Nru0hdiIkNfw97EOSwy3slWgutPLPiwosFDDVLTCruUHDuWPJrAa0hNBqarK4zN+wTm2F6D4HKZfu4dl6nr+Gr0e1IPuCFc9AB3r+5w0rC+17WH8ioel9koou7Brg9lfYvlFf8BlNvDvN19IT4xQ/SgADc11HGncwununTSksphWkNdtuYVDWU0GHrnYhqfjBQhVdW2QfwIs/iHk9X4iZTKo2A0arcG+R8wMh/j+khbZ9gP/DlM8FlrHYCROu1JCkVrPT/L/j8XqVq60/hU8R6Y3nrcFrtC58Ko7+bH5B9zi+DaKpTA9SvyinmvcEm9EUXRWmB/m8awLudj2EGhytSqEEOIwc0U0/Z14Rd9f4EUeK/6kQvLBInjni6MQnBAH/GJzCUld4WbTV/ih9etMZRffDd5MS8ya/v/4cEHv/y8PnnTs5fNhtb3L04B729Lvg1p9ar/O48eTSErBaTH23bA7y35FhTXAjqyrhjcoIUSPJHErxtSelhDelJX/813AX2sXUqjXonx021iHJYbbSffDZb70sg/Tbc1EFTvtyb5HXvsiSeyGA6M21aYXgEjnXe/PzEnwkr6S53Nuh2eWkbpX5fbqs/hN7MfpSdSGYF2NlxKbjuvTlbC8+8euVFXlzAozT+8zQPNrULMGgCZ1KoV2A984pZCHT/yIk6xvQKSxfy/s3Qqtb6eXQ+A06rQERye52BFKv87BI27Lsm10xFWSqdGtf9dhKKH41LsoX/Vv/lzwbfKNrZAMZLRRFIWzLfdjN4Qh3o9/F3NR51LVvCiK3mtpBSGEEOJwV+yxoaPSElNh71/GOhwxibQFojydWsn/Zv0ca/YCDI5Sfpl3G/m08bnAP6ne+0G6pFV3T8ztp9c+SzQR46M9e7lvTxGaFukyqnafL8EUW4oG+7Fw2pMjfFTDK5pScFsHmbgtX8X08gXsSZQNb1BCiB5J4laMqY11fkr1Km423cw6/ViKlVrQRmcUoBifPC1P49ADVDXU9NnWF01iO/ico3gFYOu8631Mag1fUX7Jj7bP55GmOXwl9DfWJM7ntdBCaHp1SHFuaYowK6vvj9BVSwr4KDGVZs85UHYxAC2pLApLFkL+CUz1PojSciCp26esBZB3XHo5BG4ztIUTfTccBu3hOCZFw245OHFrRwca/aM37DaR0ggkVYrd6Uc8lfCu9IbQrq6ND0rG9umShvQIpEsawOBJr/t4KYQQQkxCNrMRhx6gTisDZJIyMXo21nrJMsSZX1YAi26Gi/ZhK1rGD/L+ykJLFZ8N/o1mZU73T8x93Ifjs3w++BCfi/2T36a+yd7Ugi6jauuCOscWG2mOqmjaxPk/rmkaUU3BNdjELTAn30Z1YPRLngkxWQ3+3SrEMPioOcJMu5eV5ldRI7fg1JvBPbSElJjgileQ62+h2nEmy/poGogmcRz8KXbI3W6l8QU+7YhgDcf4eeIHTNN3cZv5Br4Vv5tkzXND+gDc3pZkxfS+J9Iry3HgNiTYqR1BgS2dBGyN6BS595cN2J/M7Vz2xVGR/jNEHjO0h5ND7qc/OsKJjJHRAFazEbdRo6Y9QmlPNXuHWdP+JHHJx6/nmJVO2jpmdW18ScPgXuTT3sHtJ4QQQhxmZhqq+E/8kxyVPzrnG0IAbGkMM81Qk37aDaB8FZRdhCn+Nj9ZqnLxS0k+0E9lpaPnEaPPBI7BYkjy9Lx7+PzOK9luOpmZeVM6t6c0jYaIyhkzs1mzt53mQIwij22kD21YhGJJdBTcNlPfjXuwoMhJUzRINJHCahpcrVwhRP/JiFsxpna1J5k3ezlc5uNs51pOtL4M3g1jHZYYS6c9SUFeBXUFV/fZNBBLYe8t+1q8AkWxceHMIP88dht/nfcwxxalJ0jbm/OZQYeYTGnsC6ksLXX3q32hoYN9zc2dj1h1xBWmeKzpjeWr4IT70stRlGVR6Yj0PVnccPCGEziMXe/K51p0an2jN+K23hvFadQwG/efYF6wMz1S9oKdoxaDEEIIMVlcaVnNv7ULCISCYx2KmER2tsWZm2eBgpMPGiBxEcz/BoapF1OkV1MdsvU630Vl0MRy9WXy6v9Gqb6X3SFPRvuathAJXWFxqQePMcXu/ROVTQT+aPpGits6+MRtea4Ds6qzvTHQd2MhxJBJ4laMmZSmURVSWVLi2r8imbkUk1ahw0BDoO//B8G4hsOs9NzgtCfhijCc9iSzQ49ga38Zs6ecIrvCtuL/N+j4tjf60XSF+cX9S9wWu8zUGI+A4hVEEyn8SQOlWdZBv/5wyLKqeKOj81iXN5rC2c25Yb5Nod4/epN4NfijZJnksS4hhBBiNJysPkIRddznPxtWm2HtxJrASUxMewOwcObCHgdGlLhM1Brm9zjfha7r1FLBHMN2cM2gwmNin7owo/2O5hD5Fg2ryUChDSrbwiN2PMPNF0lgVjRMhsGnglRVpdSu8VGj3JQRYjRI4laMmd3NQZK6wvyS/cmvWdeBrSK9FJNaictEU7jvpGIgruE09fNjrOzizjvvZU6FXa2DH+m5ftNLVChVmPZ0PynZoabk5lNnnAf5J1DXEUZFH/PHqXLsRryx0Unc+qJJnKauCfZCh4GG4P4E/c57YO2p6eUIaQomyBnbfLkQQggxaRhsU7jU8C8eTV5BQgdaXhzrkMRhri0QoTVu5IjSnucaKC1bRIPjZFj03W63twejtJPDgoVnwNF3MnPmMdSYj8pov6c1wpT98yiXOBWqvKM3EGGogrEkVsPQBzJUuFV2t43ek3NCTGaSuBVjZlOdn1L7QY8tL7sdLtqXXopJrdRjpiXS9wlFKKHj7G3E7cEOKkkwLcvEPu/gJ+ba2hRmLht7fcTqYBXZFhpD6eOp9UbJMmkYh3CXezjk2IyM1mBXfyyFq5t/pyKnkeb9CfrA7sdoad7X79/pYDQHk+TZ5GtPCCGEGBWrajj/mn9gIsFjsUsB81hHJA5zm2p9ZJtS5LssPbYpz7LQ1Mt1xkcNftxGjbyj/x/kn8DsAgeNEYXUQROQ7fMlqPCk67WVuU3UBUan/Nhw8EeTWIehLO2sXAt7m5tHfOCFEEISt2KwWt6ED29NLwdpa1OEWVnyX1B0VZ5jpy3e9wytoYSOyzLwM49ZeTaqh/Bkz259LgtcHT0+YnWoaTk2mqPp/+sN/hg5lrF/XD9P20cgGh7Se7i//DENt6Xre73EbaY1kp7d9qst3+eW6B39/p0ORms4RZ5dJlAQQgghRovFbOLyvK38PvEtttsvgqcXweafjnVY4jC1pTHMdHfvgzqm5dlpixsyErEH294codx54Fx9VoGLpK5Q3R7pXFcT0Jiek04OV2RbaJg4lRIIxlLYhuF0eG6BnZqIBVpeg60/H3qHQogeSdZMDEqq7gVofKFzsqXB2O1NMS9fnlsWXVXkOohpKq2B3h+/CSV0XOaBn3nMK3LSFFWJJwdXKqA9ZWeaOwnW/H61n5bnIKKptAWjNPjj5Nn6OUp4BOWF3yeQMqPXD/493F+BmN5t4rYs20ZbTGf1Az9mRzSXj5LT0Xy7RyyOtqhOgWPwEzEIIYQQYuCuiH2dT2hPcGPjTdR1eGHzT8Y6JHGY2tEeZ05u7yO7K3KdpHSobe8+27q7Pc40z4HZjy0mAwXWFNub0hNx6cF9NIR1ZrnSo0Bm5NlpiSp9DjgZL4KxJLbeJnfupwXFbvx4qEpWQKQRHi6Ad7449I6FEF1I4lYMmKZpnLtuFZstq6B4cJMMpN7/BlX+JEuC9w5zdOJw4LIacRg0qno4ofpYOAmuQTzrMzXPgVHR2dU88JlQkymNkGYiP/AK1Kzp1z4euxmnIcWelhDNoRQF42DUZ0HF0USxEso9bfCd9LMubSCh47F2PUMsz7UT143c47+Y/zHeSkw3s2X35sHH04eOGBR2N0uaEEIIIUaMQYnybeetLOU9vhz+B7oudTHFyKj0w4Iie69tLEaVLJPGvrZQt9urAhqz8zJLLZQ6FHbvnx+jqe4jQpqJ2ea9AEzPc5DQFeq9kS59jUfBeAr7MCRusxwWltv3cXnkGb4duIPqsA1qHh96x0KILiRxKwZse6OftqSVvVmXQv4Jg+pjx+4NpFCZ5/3zMEcnDhe5Fp2ajt5P7MNJpduEYF8MqkqxTWN708DrJbQFY+go5BfPTU941k8FVp3KtgjNEY0i19gnD/N9r+AkyIc7tgy6j2Tlg8TbPuyzLm0wAe5uEuwemxmbHmIJ67jY+hAz1T28Y7p80PH0xZtQKPbIKH8hhBBidJkxGVL8wPH/aNBLqU9VjHVA4jDU9tbNtMSNLO24s8+2BTao6uY6Q9M0asMq84qcGesrPAYqO9KTQ3wUKSfLEMNdsAAAu8VEliHCnpf+34So9RqK69i7mTR4MH6X9XX+YLmKRkr4ZezHUHbhsPQrhMgkiVsxYG/v8wHQGhr85E7PKNcxS92DaWr/E19icim0K9T1MXtWJKXgtg0uCVruGtxMqM2BKFZVw3byP9ITnvVTsUOl2hunLQrFrrGfnEPZ8StmsI2NlTX926Gbuta/Dn2TC/z/Znu7BVabYW33I/BDsRjZNX+G6kczY1AUvpL9LN93/gSl/NMcMWsRG1g+6GPq4qmFsFqBpxbijyaJaSolWbbh618IIYQQfbsiBlfouAwh8mhme3LOWEckDkOb9lSSpbeR39T3E53FDpUa3/5r2c0/7ay9XNUeJqEpzCl0ZbSfkWOhJpiue/vQxnqO5g3Y/rvO7UVaFZXe2ISo9RqMa9hNw5QGCmzlCPMGPm/+HR9p89FCjcPTrxAigyRuxYBtaEwnu9rDg5s9szUQ5Un/Er6Q+xy4Zg5naOIwUugw0BBI9rhd0zQiKYWsQSZup1lbqayvGvDkXC3BBC7jwCcXm+IyUhdI0hFXKPH0PNPtqEklma9u5qPUvP61f/e/YMuP0kvSv/+XW/PI0xr4YscveC12Qnpygo8ddBIcSipkBd/ptrTEp5ZmU1RYCoWncEyZi+3eYawRFtjauazrCGNSNHIcY580F0IIISYlSykl1LBbWTbWkYjD0D7mMIVqMOf22bbUY6IhuP86o+oBCOyEqgfY2hCg0JrCasp8UmxOgZP6iML7lW18GC3lBvOPYd+BJ85KlDqqtamgxYbzkEZEOKHhGKYRt7jSo46PMb1JBBvba+qHp18hRAZJ3IoB0TSNbR0wzZGkLTKIxG31o9zzxMNMV/ZwcupffT5iLSavEreJpnDPCbxQLImGgmeQidvZyhZqo7YBT7DXGorjNg88cVuWZaYqoBNOqZRmj4NRn7Ou4wjbPnapi/rVPNTRyDPhT6L7KgHYWOPFr9n5o/MKPmu4i+/Efs8627Wd7fV9D7C9VeHL785CU4yUFZV1X1qi6gHoWA9VD3D01Byimsq2Bv9wHCER+xH8X+h6NMcCGvwxskwaqipfe0IIIcSYWFVDecVRVOZ/bqwjEYehSCKFTYlAtKnPtmVZFhr3T6VRk3sNXw7+iw3O/2LnpieoiL4DL5+f0X5WoYukBv/7/CbONj7HFGsA8o450J/t/7N33+FxlOfex78z27XqXbJlWe42LhgDxrRAcKgh1AQDaaQQEjiHckIOpEAg5CXJ4aRAOBASkhASIIGETmimg7HBYMC4G9uSbfWu1faZ94+1ZYTkqrK70u9zXbrGO/PMzD3SPrvre5+5nyDb7ErIPmhQr2kodMdsMt2D9Hn49JVwgY13zElMZi2vuS8cnOOKSC/6H6zsl42NAQJxkyPHeGgN7f+ouNoNz/HvrkO4NPfvkHcIVC4agihlJBib46FxD5UM2oOJ25sOtFTC9AnTabAL6Mg7of8GHxsx+nHN3TFy3Pv/LXVVvo+tQQcuw6IwMwVG3M67hXnn3EOrlcn21j1PAgfwQPxifhz/X5YZJwPw1JoWDvGsJ8OEi0rf4OyMxfyw+VLaV/4e+9njuL3tG3wt/AAZGbk8cOgbFMXXQ6ix74ErF/W8FnicJpM8TSx56Y5BqRG2yrWQ31lXsdg+l7qOMHkp8GsXEREZzSbke6jpOLC79kT2JOgeh9eI9kqo7k5VfgZNYQPbtrln8zg+siq5dO1CnuqaxwRjTZ+BHT63kyK7niYK+bb3Vjjqfjj0Vz3bK8311NpjILz3pHGyBaLgH6zE7U7HP8bcqXNZ7jp1cI8rIoASt7Kf3tjUSpU/ztgcN63h/R91eGfr+Rzkqebw+WfCZ16CKZcMeowyMlTmZ9ASMXd723xbMIrHtHA5DuxlrMJayRijnsc+aNi1ckcd12jdqzz1/lai7Rv7jApvDcbI9e7/OScUJma4zXPbKTPqM8fnotRrsbymfY/tbNvmmfBxFNl13NZ5EZZl8dr2OCceegRc0A3eQi53X0cx2/n+snz+e9N5/CtwNL/yfoNbcq5lTPO9PaNq+5hySa/XgjnG27wbGDMoo/Hb61cB8Lu6I6lvqiE/XrPfpTFERERk8Ewq9LGte5Bu0xb5mFDefLz503olVHenqtBPIO6guqGNxe2Tucb9Q+7IuoIKZxNHuZZAWd95G6Z6GzjHfJCiygUw5lTw75pkb8K4qTQaJcQrzhvUaxoKwVAnWbUP9pl7YqCOHJ/NmnaDWHyQSp6JSI/UyB5I2ni3LsSsIidFmW7ao/v3oas7EuOF5hK+Mu4j8JUOUYQyUozLzyBsmTQ+dBgs/26f7e3BKF7H/n95sJNR/XcWmk/w9PaPzRpb+zwrNmzk/CddXN/1XzzF1/qMCm8NWeQdQOK2INOD14hRYDekVPJwcq7Be7WBPbZZubWVGsZxR/Yl1FDJLQ/8lUA4wgkdNyYaVC7CWXAwP5u3jdXxqWwwZ3JPxlnMdy2B9nd6jardm8MrC1htzx6U0fjtzrGU2TW0Gvk8W21T2L0cXjx9wMcVERGRAzOtLJtA3KSpq59aoP+sSEwq+s+K4Q9M0l7Q9uHxl/RKqO5Ors+Jz4hw52MP4TdDHJuzgTlTZ/KniXdwuOetfvf52ZzV/GfZo5A7s8+2ifMvI46TrWOvHPB1DLVgJEpm9wf9zj0xEHPH5WHZ8N7WtkE9rogocSv7I1DNqqYIhxWFKcny0BHd/WjI/jz6Xh25ZhcLog/sd11RGX0yPQ78dLE54IXqh/ps7wzFyXD0s+O+qlzE2aVr2RAfz5bmROLy0Y5P853G73NIMXyuaCtPRU6DnGm9dmsL2eT7nPt9OtM0KXa0U2hvTann/6xiL2ta9nzL4r9WNnNoQZTKT/2CRVMMHuw8kkONJfi27/imfseo2brXOpQAAQAASURBVLK53+Bv5T/mr77TqHC1JLblHNJnVO2eTHetopNMAq2bB3ZhQHvJ2eS543xhTDNNFFNk1kOsdcDHFRERkQOTm+Eh1xlnTV1nn22x4I4Z6cNbhzkqGQlCcRvffky6VUw9L8aP5tyMpzDP3gTzbtnxGT3Y72d117a/Y3at7feuMI/LQYHbYkNj10AuYejsuKtww6oXaSOH7PzdzD0xAC6HyTT3dt546c4+peZEZGCUuJV9trl6Ne1xN0fkbKY0x0vMNugMxfZ5/yfWBzilIoJZvrDf209EPmmMu4snoudjVZzbZ1tHOEbG/udPd5lyCWWffYSDci3++V4D29uC/PLDXK5y/Zzv5/6G8zP/xXvhKho3PNNrt/aITcEBnnhslkl5ljulnv9zx2ayqcMi+tic3h+ynj4K7nMQfnA8L1d3cmbOUhhzKl87ZgYVzkbO9D0FFWf2OV5Z+2NkmJ1gR+ACG05bvl/x5Nf+DcO2aNz82gCvDDo9U/DnVPDFE46jiAbGmZvAP3nAxxUREZEDV5Zhs74pmHjwjwK4z+C5P53DhV2PszYyFTxjkxugpKVQzMbn3Pf0RmmGjdOwOPegrF0ryxYCvv4/q1cugqwpu70rrMRns7llDxN0JJG1/Xn+8p7F118r5lD3Kg5vvRU23jPo5zmEV3k3NEkTkIsMsoGkPWSU+cOGMcz0t5FVMhPL68Rp2NR1hMjJcO913zW1HXzUZfLr0w+BrCOHIVoZCa73XsM3wr/ld+9s4NvrjMTozR2JwM5wHP8gvIKdPMnPn99tZOXG95lDI+d6/wzbspl05B+pqqnj4fDnufhj7TujBoWZBzYh2nWnzMLjmgPevfeZ4TKjLAeDWla3upltPgCzfgBAvHkZLbF8ngosxGFH+VTwNuAbeJwm/yy5DKPjHWg+pO8Bi46FxlcSywPgGH8OmU1dNOR/jvEHflkAdEbiZLlN/D4P98x+kZyGTTDhKwM8qoiIiAxEZbaDTS2JUgmxSBu/CX6ff8UvYKyziZ+HfsIfKu7V6CLZb+E4+Fz7/sw5Ims9k2Ovkhnetmvl8Y/tfodZP+j5nNyfMZkOqtuj+3z+4fR69HjuChbxg4M7OGXDl9ndqOKBml+Zx31rZ2BVnKc+LDKI0q4/vfLKK5x++umUl5djGAaPPPJIr+22bXPddddRVlaGz+dj4cKFrF+/vleblpYWLrzwQrKzs8nNzeXrX/86XV0peltDKghU897aFbxU7+F7s5uBxG3f2U6L+o5+6lPt9Or58EAOvHo+/1i2inm+LRSF9m/0nYxuU+zXucX7bf5qfYNHgucm6qXu0BmO49+P26F257SZpXTEXdTEy/hx1o1gZicmHBh3DidOH88z23w9z2OAzphBof/AEq8FWV4yUyhpC+ByOhjvbuUd86SeEQSWZfG5rlc4NbSE31lXcZ7/KZxVX+jZx+jY8Xf42N+jx2eehwsiieWBmHcLWd4Mmsq+fGD7f0xnxCbTnXiOFG3+Ke7A+7BSt26JiIgk0/hcF9UdiTJNvw5dz3Px0/it/1Lu8J7DR0zk0c2eRK3b+7xwnxueS507lSR1JUol7Ht644uBy7nc/WP46C+Dcv6KHCfbOvdcfixZNm9YQpW1jlMCP93zqOIBmhp8ihBeGrf2838EETlgaZe4DQQCzJkzh9tvv73f7b/4xS+49dZbufPOO1m6dCl+v5+TTjqJUGjXbQsXXnghH374Ic899xxPPPEEr7zyChdffHG/xxOItqzk9vWFnJX7AVPtN6DtQwBy3DaNXZHd77jtKbqicR5a5+GF+kzO9j6SUrU9JQ24Sznc/SYXOe7g/uhXEyNud+jc/DT+xqfgyXkDOkWGx8XFpe9xQ+6vyZ/1LVjUDsfcD8AZs0vZHstnVbgCtj1FIBwlbJkUZ3sHdM5UMyUnyip7bk893/X1nTRTwL+n/oLX80/gG44b4aOP3U618++Q08+I20GQ4zZoDuzhtWUfdUUsstw7CiHbwd5LERERSYpJhT62BSw2rXqaf8U/z/XuHzJ3bDb5ZjvfdN7G7dGr6bAygTAQhcbFyQ5Z0kA4Dhmu/ZgAw3T2Xg7Q+Dwfdd2DcqhB19ARoMCoT/xf/PjH4ILuPY8uPkD+1ufJsVv5qKFl0I8tMpqlXamEU045hVNOOaXfbbZt8+tf/5of/vCHnHHGGQD85S9/oaSkhEceeYRFixaxevVqnn76ad566y0OPfRQAG677TZOPfVUbrnlFsrLy/s9djgcJhzeNbq0o6MDSIxM258JutLRXesriWHx7SOLsDgCsmeAZZHjhsZAZLfX/5LnP7mx7Wx8jjhn573HMea/sSJnwQj/fckgOjtx69JhL/6MP20YT7ToeBw7nj9dkRhZRhdW+4oBP6cuPNgHNSZW9rRex8rNcDPX/RGPRxYxrWoVde1BTGxyfc6U7veWZWHb9j7HON1+i/uCh2FV3w1jz+Ldre1UOBrIb30GO9qAjQmBjbt+N6d8bLbdIfg9ZLuhORAb8O+4K5oYcWtZFhQuhKZXofAYvQZJytnfPisiyaU+OzBTiv20xTr58asBjuAl5ntfxqr1QdXXOK/6UZ5p/Ryndb3OBGM9n3I+x1d9f9R7t+xVOA5ep9Fvv+y3z066BGr+lZikaxCeX1UFXprCnYSjMVyO1Bof1+CeQWFkM1bpZ4a2LxV+iqKOOjZ5Ps189VkZgNHwPrs/15Z2ids92bRpE3V1dSxcuGvYf05ODvPnz2fJkiUsWrSIJUuWkJub25O0BVi4cCGmabJ06VLOOuusfo998803c8MNN/RZ39jY2Gs070iUYRp8aUKcDnMyXaYJASDQgN+Msa0lRkNDQ7/7PdF5JAc71/K9qR9hdm2gOTAWGltgN+1FdievbQlx+yyWf9TC+HGJ50+rWUWusZaGrC8M/Dm1cQm0N0NkCXiO6rVpYp6H91uOpCFvBhu2NpDhiNPc1DSw8w0xy7Job2/Htm1Mc+8fHCtLp7C9aQxb/Gfja2jg3Zp2xvltGnI+D9b7EGsDb9mw9V2fEaWuPbrb15Z91RGK44iFEseZfe+uDXoNkhSzv31WRJJLfXaAbJsMO8BHTOG/Mu+iwbEA8uZA1Y+g6gZ+vPynrG54krWxyfwh+p9UZfmZrvdu2YtQzCYW7KKhoW8ptX777NjvJn5gUD4bZsTj2MB7G7YyLs8Lb10J3RshYyIc9qsBH38g6lwzKSufTcOMrw7t5+DZ91LQ1sg634QBf46X0W00vM92dnbuc9sRlbitq6sDoKSkpNf6kpKSnm11dXUUFxf32u50OsnPz+9p059rr72Wq666qudxR0cHFRUVFBUVkZ2dPViXkJK+UlhIY2MjRUVFvTpNWU4XDQGrz+9zpy1BD+c7H6O06U2Y8T3YsgkqD4fdtBfZrcqplDfVss1/GIfveP5sd07g9Eleig8+F/wDfE6FF0BNHVQs6PP8nOd4lX/HPkdx+x+JZh9Bjqtjt8/5VGFZFoZh9Omzu1NY+Fl8qzdSl30s84vzqQ62ccrESooP/8UwRNtXaU6A6o7YgH/PYbuN8oKclP97iexvnxWR5FKfHbiZjleYa7/MzOxa+OyK3hvb/8R4T5BTPNDaaXJv63z+0HA3bPkHVH4BZl6blJgltUXtdkqL8iguzu+zbbj6bIF7Ha1WFocWF0PnPxIrO5dD8d+G7Jz7ojPeRlVx1rB8Jh6fPzif42V0Gw3vs17vvpdfHFGJ26Hk8XjweDx91pumOWKfSB9nGEafay30u1jbEur3+rtCEbYylkMzt2COOxumXpL4ETkQh95C1dZ1rPNWYpomDR1BGiJuFriXYnZEIWv8wI5feU7ipx+zp86hvTaX5qJzaGmLke0x0qLP99dnd8c0TaoybT6oC3DY+HyqAyZzx2Yn7ToLMlysbIwN+PzdcYM8vzst/l4i+9NnRST51GcH5tacyzGj9RjhIvjk77Ds0zvmxQhyqe+XnNv9LG+++3uOdL0PqzbC7B8kJWZJbRHLINPr2m2fHI4+W5oB1W1hMAxujtzG+eavmFCQ3fc5PsxaIyblOd5heb2qzHOzrG7gn+NFRvr77P5c14j6DZSWlgJQX1/fa319fX3PttLS0j7D9mOxGC0tLT1tZN8U+l20Rex+t62oacfvhMovvAbzbhnmyGQkmpTvYmNrDIA3N7VS4olSOPYQyD1oSM+bP/UcCtxxPuBoWrrj5LqH9HRJMzXfyerGMGvqOrAxmFaWvDsJCvwu2nfz2rI/gnGTHJ9rECISERGRweSI1WMYQLSx78adkyflH0mps4HTvS9xW+hybBuwRnaJOjkwlmURtY39m5xsCIx1t1Nd/QG3PbuMR8In8mDsm1B6fFJjCkXjdMVNxuT6huV8lfk+GkJ9y1WIyIEbUYnbqqoqSktLWbx418yjHR0dLF26lAULFgCwYMEC2traWL58eU+bF154AcuymD9//rDHnM6KM910RPp/UX53WxeTsm0MQy/aMjimF/vY0pX49zvbu5me74Qxp4K/csjPXZlps6ouQGswTq43uR8Ih8rM0gw2tNus2NrBOH88qZMqFPpddMQG9trRHYkRsw1yM5S4FRERSTmuot7L/pz8OlwQ5+Jzv8FWqlgRWwBlpw5PfJJWgtE4NgZ+T3JvKK7oWsxb7QX8Y3MWJ5nP8lZkNlQ/lNSYtrclJlcuydn327IHYkJhJoG4SXswOiznExkN0i5x29XVxYoVK1ixYgWQmJBsxYoVVFdXYxgGV1xxBTfddBOPPfYYH3zwAV/+8pcpLy/nzDPPBGD69OmcfPLJfPOb32TZsmW8/vrrXHbZZSxatIjy8vLkXVgaKs7y0BkzifczG96qpggzCkfo0ERJilljcmiLOmgORPiwOc7BpcPzrTHAxFwX61sitIUt8rxp97K5T+ZW5FIfMlleG2JyXnI/9BZleeiKmv3PtPnkPLjPSCz3oK078WExL0OvQyIiIinn8w1wgZ1Y7kVepo8SexubY2Og/qWhj03STlc4cVdeshO34633aDaK+LLzL1w6bTvVTKCh+EtJjWl7W5Acl4VjmG43L8j0kOGw+KgxMCznExkN0i4D8fbbbzN37lzmzp0LwFVXXcXcuXO57rrrAPje977Hf/zHf3DxxRdz2GGH0dXVxdNPP92r8O/f/vY3pk2bxgknnMCpp57K0UcfzV133ZWU60lnpTleLAxaApE+2zZ0wMHl/iREJSNVfqaXfFeMZVvaqA6YzK8cvlv5pxf72NRh0xq2yc8YmaXBy3N9ZDstljbAQcXD84387hRleohj9PtNfaB5beIf7e/s8RitgTBuw8LtHJkjpEVEREaTAhqos8rB2vdZuGX0CIRjGNh4nclNbxw5dTz/6b6db86OUXbMTVT6LRZ7kjvPS21nhDz3wEuQ7SvDMCj2WGxq6d59o1fPhwdyEksR2au0y0Acd9xx2PbuX3gMw+DGG2/kxhtv3G2b/Px87rvvvqEIb1Txe1x4TYu6jhBFWbsSPVtbArRHTQ4Zl5u84GTEMQyDcZnwrw/byXZaVBVlDdu5Z5VnUf9mgLhtUegfmbfeG4bBhIwu3u3I4WD/JmBs0mLJ8jpxGjYNnWHy/LsmhQxHY5wZfIm7vWczrnAPt1YCbcEYGc7h+5AqIiIiQ6fQaKTBLgVG5ucwGZjuSBy3aSd9EiO/K86Xch8G81wADi118np1gPMPTV5M9Z1RCoZ5TEZJhkF1a3j3DbY9BVZHYikie5V2I24ltWS7EskVAlsSL7yBLSx/4x7K2Ub2qu8nOzwZYSbkOHivBab6WjCDNcN23nEFfjymTUPYQVHmyL31fpprEx7CTA6/kNQ4TNMky2nR2NV7NH9DR5g2clkeOw6yp+zxGO2hGBkabCsiIjIiFI+bT6PvMPjMi8kORVLQzsRt0lU/BMGanrq2x03I4f2mONFXvwTV/0xKSA3dMQp9w/uheEyWg22dsd1uX+X/Eo3x8Yn5SkRkr5S4lQHJcds0dkWh7UPatr9NvPVD3q+PMoWVSS/ELiPPtCIvNgazuu6DZ44dtvOapkmFP1FvtXAEJ24XTivhtLz1OMYsTHYoZLlsmj6ZuO1MzCT9QWzaXr+h7wjF8LtS4AO8iIiIDFhJYQXNZgUUHZXsUCQFBSJxPKmQ2Rh3LvgqEktg3vh8HFaItzZshrf+IykhNXVbFPuHN3E7NttFbaCfuSp2+HHbpTw4bjEcc/8wRiWSvlLh5U3SWJ7VwPoP/80VL7r4zDsXsODJyTwRO4VZno963rBEBsuM0kwADnMugVD1sJ57YvQtAIpXfG1YzzucZrf+H9daX4E1v012KOS4DVq6e9e4bQokHq+1Z+31G/qOUBy/0xiy+ERERGT4lGW7adnDndfD6oHsxESpDwzffAuyZ8FUGXE77xY4a3NiCTgdDmYby3kxeiKEm5ISUnPIpiRzeEuMjM/3Uh/sf1tDW4DN3Q4a1j6sGrci+0iJWxmQvNhHPBY6nmB3G/eX/ZD75r7Cr+Zt49xZeTDurGSHJyPMxOIsLnPexSzXCsg6aFjPPSX6Km47RGbjk8N63mGVQvWmcjwGLcF4r3VNgQiZDostjqlEF/x1j/t3hOP4XUrcioiIjATlOV7aoiZxa/ej+IbNzgnSNFFayghGLTwpWiLrMwVbeME6hVDxZ3et/OCn8MSsxHKItYShNHt47xisKvTTFnUQ/GsWPNf7Tr5XN7ZgY9Js56TE/zlE0oEStzIgiyZ08JOs/+HOwquZFHqKSe33cqT7FXzNz0Lt88kOT0YYp9PJVw7PwZU3HcYP7ze0R5dHOMp4GcqSX0ZgyIw5FczslKg3lec1aQ31Ttw2d8eZlgu2Dau2t/fd6dEpiREwj06hK2KR6VbiVkREZCQoz/VhYdDYGdl74yH2RvQz/HfnrWAO30S5smfd0TgeR2p+7jvZ82/8dPKPul2DTlatXkJ7Wx1seWBIzx23bDqiJmXZwzs7WVmOD7cdYnO8Ehpf6bXtza3dZBrdtNrFKfF/DpF0oMStDMjMiZM4+aBijLGfhbxDoHJRIrFVunBkJ7gkebY8AJ3rhvyDzieN/9QN/OKzVXD4bcN63mF1zP2wqD0l6k3l+Ry0hXqPqmkNxinwmYzPtHl3W99RLvc3HUGnlQWB9XRGLLLceosTEREZCfxeN5mOONvadnP/9TB6mTN51f400eyDkx2K7BCMWnhTdMSts3M5n3fcy9+7TiT+j1JWPXst32r9Ob8M/gAKFwzpuRs6w9gkvvgYTg6Hg2KzlTXxWVC0a14Sy7J4vxk+NS6TVu+UlPg/h0g60P9qZWByD0q84Rx0NXzmJZhySWLSgNnXa/IAGRqViyBrSmI5nNo+hKYliaUMuXyfk/Zw71plrSGLPJ/JtAInHzb0LXT32+j3eDn8aTCzCERtslJilgoREREZDHlum+3toWSHwbpgIVHDw/v9fBaR5AhGbTzOZEexGzmH8Hnv/URx8UDnqVy96bNMZC0vxz9FcNOjQ3rq7e0hMh0WPs/w1rgFmO1cy+uxYyG+68uW9fWdtMdMTpueR3vUxLZToC6xSBrQ/2plYPyViVsc/JXJjkRGi1k/gM9+kFgOp51fUuQOb23d0arQ76K999xktIUtCjKczCrNYH1b79G4gXCMiOFlvTUNHF66opCdqsXOREREZL/le6EuyaUSbNtmszGFLLudtx2azyNVBGMW3hQtlcBpy/F+Kcjnclfy69j3KXV183v/F8ggwBOBE4b01NvbQ+S6LQxj+H83n7L/wXLrcOLNyxIrGl/n5TefYnJGFxMKMwhbJu3B5Jc+EUkHStyKiOwLfUkxrAoz3XRGe79FtUegIMPFvIoctodMOh46CJZ/F4D6jsQInE32DKg4k+4o5HhTdeiFiIiI7K9Cn0l9VyypMWxt7SaAnxOqcnjff3ZSY5FdgjEbnzO1Uxtf/OwFnFgS5OfnLMDlr+AUx6M8Fj8/MUFXYMuQnLP+/T+S370Cnh7+O2GPKg0Rx8ly75cSK976T95qgEPjz5Of4cZp2NSlwAh6kXSQ2q9uIiIyKhVleeiOG0Tju0bWdkYNijLdjM3zkUUn73aWQvVDANR3Jm5XrPbOhyPuIhCDHN/w3xYmIiIiQ6Mow0Fjd3zvDYfQe9s6KPXGWTAuk3Vtus07VYRiNqn+fX3uu1/np6GjKXz/m3DWJr7whRtZz2TWvXANvPmtITlnfcCi0GiEljeH5Ph74jntFeYUeVic80MAutu3sdqeyTHGkxiGQY7LolaJW5F9osStiIiknKJMDzYGzV2JhGzcsuiMmRRlujEMg4neVj7gGBh3LgCNnWF8pkVd0CQat+iOG+T6UvwTvIiIiOyzkkwXTcEdydJHp8B9RmI5jFbWdTMh2+TQyjw6oiY1Ld3Den7pXzhm43OleGpj21NgdSSWQEmOj0N4m78Hz4Pmt4bklI3OyRQaDZB/xJAcf2+OrvSzdHui9tkvun9EGduYk1ULQJ4b6rtUKkFkX6T4q5uIiIxGPrcTL2EaHz0BXj2ftu4IFgYl2V4AytlOXSQHOtYB0BiIMiHLwjRs1tR1ErJMcjI04lZERGSkKMt207ozzxNYT9DyQGD9sMawviXGtEIX2RkexvriLNvSNqznl/6F4mmQuB1zKpjZieUOJ5XU85Z9NIw7Z0hO2eKaSHFuIcy4akiOvzcnTC2iNgj3/+GrPBc9jhu9V+GINgGQ54XGJJc+EUkXKf7qJiIio1WW3UZjLBO2PUV9Zxi3YeHfMWVwceQDmiiE2ucBaAnGyfealPks3q7pACAvw5202EVERGRwled4aY0kZqJfapzDqV1vgH/y0JzsobLEiN6HynpW2bbNpi6YWZoJwNR8kxWba+D9G6Dx9aGJQ/ZJKA1q3HLM/bCoPbHcYXrgQRrsEqJbHh+SU7aELIpCy6HmX0Ny/L0pzPIy2V7Nr2Lf54uOu5ju3QwFhwFQ4HXQ1K3Erci+0H2kIiKSkrKdURrscTCmgMbOCFkuu2dW3JLcLJqai6FsIZBI3OZ5TWxs3qsLYQKZHr3FiYiIjBRjcn3EbIPmQIS/dZ9Hl5FNt3MMGUNxskhd7yWwvS1IV8xkztgcAOaU+nhw+RYI/hhW/QoWtQ1FJLIPwnHwpvqI235U2W9jYLMplMtQFP1ot7MpLSiBigVDcPR9c3L2u/g6u7m49HU45CHIPQiAQr+D9c0qlSCyL9Lv1U1EREaFsfZHbIxXQtObNAeiZLt2TQJSfsh3aHWNh+MfA6A1ZJHvczAx18XqVgufw8Y09RYnIiIyUmT53PhMi/e2dbIsOhOA5qZNQ3KuB8MXc33nz8Bd2rPu3Ue+Tom9jazHigE4fFwONfY4AlYGWO1DEofsm3AcMtIwcevy5FNMLevsQwf92IFInJDtpOzIHw9ZKYZ98cUJtfw+/wocRYckykT4KwEo9rtoCWuCP5F9kX6vbiIiMipM5l0+sqZAcDNNgSg5H6t8UJ7rpTNmEoklZpduC9sU+p1MLvLREnGQ4dAHQRERkZHEMAzyHN3c9doqppgb8NldNGcdOyTnei72GZ6xz2CbPaFn3aroZCYY6yCeSNKOL8rCTYQNsSngGz8kcci+CVsGPrcj2WHsv883MLZoDBsqbxz0Q9e1h3AYNoVZ3kE/9n6peQSijYnlx5RkuWkLG0kJSSTdKHErIiIpaXpGA1uoAt94WoIxcj273rLKcnwA1LYFAWiPGBRluplRmgVAhlOJWxERkZEmP7qRj2LlnOV4kEyPj5YZtwz8oI/PTNSzfTwxijcat1gdn0I+Tfy1NVGSKW5ZvGUfxXRzJTgSpRIMwyDL6KTZKh54DDIgYQv86Zi4BcZlO9nSHh3049Z1hMlxxnE6k1w6rOJMcBUllh9TmuOhPWpgWVZSwhJJJ0rciohISpp5xl9oN/Jp+swaWkMWed5db1lup4Nsp8X29jAAnbFE4nZMXgY+gvgDH8LTRyUrdBERERkChdSRZzdxqvsBMl02rcFBSHh1fthr+W5NG6Zh85+un/Nv+0xC7/6Eu19YRic5XOC9B7y7ErVZdivNViEENw88DjlgkbhBRpombicWeKnpHPzkZV1nmBx3CgxkOOIu+HxDYvkx5Tk+IrZJR0gTlInsjRK3IiKSkvIzPeS74nywrYO2kEV+Ru8P5Pkem+0dIbojMcKWSXGWB9M0GWNvxm90QsubSYpcREREhsKn/Kv5qnkHnvxZZLoM2oIDT/qEfHN4vvNE7MzEpEmvbepgRr6HEy96lCy7k9+8HeeeDZl8z3kd2Y4OCKzv2TfH7KbFLlCphCSLWAZ+d3pOSju5KIO6kDnoI08bu6Lke1K3FEG214nbsNje1p3sUERSnhK3IiKSssZl2qxuCNAWgXxf7w/kBV6Dus4ode0hTHbV8BrvbiGbDsg/Ihkhi4iIyBD5rPlHLsj8C7SvJttt0BaKD/iYS53n8gP7Vt53fQ6Ad+oizCtLfBl8hvkAD1lf5FM8x/EFmxM7+Cf37JtTOofW8ZfDWUMzSZrsXSQWJ076jridXJxJxDLYuqP812BpCETJ96Zuusc0TXJcNnUdkWSHIpLy0vNrKRERGRUm5jrZ0BKlIwKFme5e2wp9JvVdMRq7wmQ6LRxm4sPpd3x3EDcbIJgCt4eJiIjIIAr2LLM9Ju2hgY9S3FhXh2U4+L8tM/nlY0eyof2P/NB5JfAIXyh4gy0NE/ivovswzlzXZ99cj0nrIMQgB647kkjeZ3rSM7WR4XFR4LZYW9fFuHz/oB23uTvOuOzUTmbnemzqO5W4Fdmb1P0KRkRERr0phV42dVh0xgwK/b0Tt8V+J01Bi4bOCDmuXUnaCnsp492bVG9ORERkxPH1LHM8Ju3hgSdNN1sTOJzX+JDZ3NHwaXJpYUrkcQCyaeYnOVeTazT2u2+ezzEoMciBC4QT5TL8aZq4BRjjhw3NgzvitiVkU+xP7d9JvsegoWs3dao/+Ck8MSuxFBnllLgVEZGUdVBZJtu7TcKWSUm2p9e20iwXzUGbpkCUnI/ndHfWmVO9ORERkZHlgm64wIYLusn1OeiMDPzumq3ug5nrWcup2R/y9/hXOYj3MHeWBg1v7b38hPwMJ+0aMDj01t0Jzx0HT86DB3Lg1fN7NgXCMZyGjdORvqmNcdkONrcO7hOpNQzFma5BPeZgKwivomnjU7D8u303bnkAOtclliKjXGp/BSMiIqPaxOIsXGYDUQsKMnsnbsuyPbREAjR3x8j9+OQLqjMnIiIy4uX6nHTuZrDevrJtm1rKmXTUf3F6vpMXHlzPEY5XwNgxstczNpG09Yztd/+CDBe603vorfhwKR+1jSMcN5jrCjJt21M927ojcdxmepfHmpDn4alVNfDEOVC5CGb9YMDHbIsalGZ7ByG6oVMYfp/V8fFQ/VBiRfVDMO5cmHcL72V/i4cbHfx4ZktSYxRJBUrciohIynI6HIy1t9Bg5+F8ag6cvrJn25hcLx1Rk6buOHm+1K7hJSIiIoMrz+did3dZ76uuYITmiIOpJVmUZHu4peQ+JgaXQNUFiQbn1Oxx/wK/i86Yscc2MjAvr2vg+w3/TblZR8Dy8HL8JO6c8HjP9sAISNxOKsqgNpKxa4TpABO3XeEYYcukLCe1E7cl+aU8VHcwV3bdwYT33uICV4CCDb+ndsvbXN30v7TZ2XzXfIHMZAcqkmTpez+BiIiMCuPt1WTTDp0f9lpfluPDBjZ1WOQrcSsiIjKq5PtdBAaYNN3Q0InLhNKsRM2lg8N3k8UW2Lxvt2cXZXrpjptE46pzO+hePZ9N987m+hfr+WbR6zxY+FUuz7iDanscxAI9zbojcTxpntWYVppFF5k0eg9LjLgdoNr2IA7DpjArtRO3p1U0c2nGPZR6grzJ8Xyh+2ke7P48VzZczVT7fTLsLlatezvZYaavFz8H92UklpLW0vwlTkRERrqZvq0UUwdZB/Va73U7yXRaVAdMCjN0A4mIiMhokp/hImgNLGm6oambMp+FYexIAFudvZd7UZSVKOPU3KV6CYOtu+YFrgz8iiN5ia/wEwjWMNN6kSaKCWx7Y1e7aBy3I71H3OZmuPEbITYH8yHSOuDj1XWEyXFamGZqp3v82+/nC87b+e+M67n3yJV8I+cxbotcQcz08fOJTzDW0cgaz6nJDjNtxba9SNyOQO3zyQ5FBii1e7KIiIx65062+HnuzVB+cp9teW6bmG1Q6E/tyRdERERkcO2sfd8aOPCk6abWCGMzP/ZfYjOr93IvvG4nXtOisTN0wDFI/171XUoQPz+e+iZG5bngq6As04mPIKuzLuhpF4xaeEfAjVe5VgP1QQesvX33jZZ/Fx4e3/9kXh9T3xEm150GyezKRZA1BSoXYdb8nfPNX/Fo9un8KeM8MhxRxpdXsZ5ZyY4yLdm2zX9H7uauwBVQtjDZ4cgAaYiSiIikNG/dQ3itGqjugnm39NpW4IHqbijO8uxmbxERERmJ/B4XbsOiKRCm+AAnYarpiDGh4GP7LurY72NkOW0aB5A8lv5tDxiUsRV3aDMc9zeYdwsmMOa+Nawpu5pDd7QLRi08jvSvM5xHM3VWGRDfbZvujY8RCXaQW/1Qn8/EH1ffFSXPkwa/k1k/2FXP11MAQF7j62DGoPZ5JlV5WLw5mMQA09fSjY28Ej0Ey58DM89KdjgyQBpxKyIiqW1cYpQF487ts6nI2Q5AcXRln20iIiIysvmdNi2BA5+hbFvAZkL+wOqAZrkGFoP0r67bpsioh5Y3e60fn+1gfXO453EwGh8RI24LfCYN9lioOGe3ba4P3cJPwrf0+5n445q6YxT40izVM+US+MxLUHYK4IOyhUwvyaAmYGDbaTB6OIVYb32XWxcvp8BooSloq1TCCJBmvVlEREadebfAWZv7HVlQ3PpvTDtO4dsDn8hBRERE0ovfadPafWBJ03g8Tn3IwZRi/4BiyHZDSzA2oGMIfSZSanBModioh/wjejWbmO9mc/uuUanBmD0iRtwWjTmYpuJz4Zj7+93+7uYmXg5OY701EaJ7Hhne3G1RmJGm2ezjH4MLuuH4x5hRlk133KC+I7z3/aTHk6vbqLVLuMRzJy1GsUoljABK3IqISNoqsT8ikw6cse3JDkVERESGWZYLWoMHlrit/utUohZMeL54QDHkekxaupW4PSDPLYT73NjPLmTL1nVAsGd0YFPGXErnfANOfr3XLtOK/WwN7HocjFr4nOmfuC32u2gJ7WaivTcv5jfPvMo8llFPCaEtT+3xWC1hmyJ/+lfFzPK5KXBbrNzenuxQ0kYkZnFn5BIu9D7I1HETaLGysAoWJDssGSAlbkVEJG0dktvKcfazkHNIskMRERGRYZblNmgP7b4m6J6sj02hkHo85sAmFsvxmrTtLuEme2Q3vML74el8fdPFnNv9BOujs3tGBzaHoCy77xwGM8qy6Ig5aNoxIVwoZuMZAYnbkkwXLbsZWPrc2jY+sidwU8bVuIixOuerezxWa0czJR9eAo9OGfxAh1lFJqxtVJ3bffX7N6pxYPHlrH9Q4esiZhuaPHEEUOJWRETS1pSSTH6U9wvITv8PpiIiIrJ/st3mASduP7KmMMaoAQZ2S3m+10F7WDU4D8S/jKu5JHwfpZ4wxWYrq+2DwVeKZVm0Rk3G5PStP5zn95DnirNye6JcQChmj4gRt2U5Xtoi/adn/hD7Tz7vfIiCyaczNsvFmoJv7fFY7XYWpeY2CKwfilCH1YQcBxtbNPnfXr15Mdvvn8X9q7u5wvsr3OHNZNY+QIbDYmurEt/pTolbERFJX9ueAqsjsRQREZFRZSCjXTcUXUJl1RFwwcDKHORnOGmPKHG7v+pau/ht5+e5yn0z/2/MPVTa69gcLYaaR2jqihCzDcYVZPS7b4Uf1jV2AxDqbsLXvBiq/zmc4Q+68lwfQcskEO5d+iMat9gcK+IU37MAVGabbGjefc3XjmCUsOGj3LEd/JOHNObhMLnQy5bOT/Sv6n/C6xem/d98UNU8wv90XMZs410+PX1Mz8TOeW6b7e2qEZzulLgVEZH0NeZUMLMTSxERERlVcrwOOg8gaWrbNmvqmzlk65Xw+MwBxZCf4aJDAwL3z3ML+ek/HmQKKznH8zdofIWKTKi2p0LFmdS0dpPhsPB7XP3uPt6xmQ3rX4d1dxIKNOPrWgVrfj281zDICjPdOLDZ9onRkRsaunDYccbby6HmESblu/moffdfNmxt68ZFjLzig2D6VUMd9pCbUZrF9m6b2N9L4c2LAYhueZh71xdjbflXkqNLHa/7/4Nl9tH896R3e03sXOiF2k69QKU7JW5FRCR9HXM/LGrf7Qy8IiIiMnLleh10Rvc/cVvb2kWDXcQR7teg88MBxVDgd9EZS/9b9YfTE9U5vG/P5Xrf9zAMFxQdy/jJx7LVfwwccRfb2kLku3c/knpy9A22RPJ5Z9Vb1FmF+OgexuiHhsM0yXFZ1Lb3rke6tqGLUmc7Tk8+VJzJtOIMtgZ2/3yrbQ+Ra7Rhtr8DWx4Y6rCH3KTiTLAtNobyoOYRAD4MH8St4UvpdI5LbnApor07wk3bP8f5/qepHDup17aiDJO6rv28q2DHpIE8t3AQo5SBUOJWRERERERE0k6ez0VndO/tPunNTa2Uso18s2XAMRRneemOm0TjmqBsX/3JupwvOu6mvGwGXBCBzzzPhAIfdcFEQrK2M0qhd/fJyRnjJ/IRk/nPhu9S5WrgBM+L4Bs7XOEPmVwP1H1idOTG5jBj8/Ph8w1wxF0cVJ5NW9RBc1f/E07VdkTIdwN5h0DlomGIemi5nA7KnG2sshdAxZkArGt3AtDU2ZXEyFLE00fxk3v/QEF8M9923dgnWV/id9LYvX91wKP1b9AZ80DjK4MZqQyAM9kBiIiIiIiIiOyvfL+LwM7RroEt0PYh5B4E/so97vdubTczfXWAD8oGNqqsMMsDQEsgQkl238m0pLemrjA1VimnFX0ApZ/pWT+1JItAvI3mrjD1XVEKM3Y/xmxW9N/81vsXZo8rwxdYAZ3V0J7+v/sCr0F9V+9vIja3RanK3VUyIt/vIdcV58PtnRw7pe8113dFKcjJh8+8NNThDptKbxfrorPAnxhZ/ZHjUACac05kYjIDSwGPbStjmX0U9/rOwFEwt0+yvjTLxZvb96/G7XPO7/BiaxX/M+nhwQxVBkAjbkVERERERCTt5PvdBGImlmXB0wvg5dMSyz2wbZvVLTaHzDkeLuiG4x8bUAw+txOvadHQ+YnkyIPFcJ+RWAI8XJV4/HDVgM6X7l7Z0Ew5dZSHl/QaHZjr95DljLO+oYuG7jglfsduj2Fsf4r5rsX46h9LJKqypoyI0aUFPpOm7t63tW/tspmY7+m1rsIPaxr6Lw/REIhTtIekdzqaGH+LjyLFPc+XLbFyAJr9hyUzrKSLWxZ3xq/mm87bqCwZk0jWT7mkV5sxOR5awvtXymWlNYdlxtHEMyYMYrQyECOrR4uIiIiIiMioUOB3Y2HQEYqxqrOAxaETIVy7x31aOgLUBJ0sqMobtDgynTZNXZ9I3EYbey+Dm3svR6k3awLMyenoN9la6rPZ2BSkKWhTmtn/xGRA78lpZ/0APvtBYpnmiv0OmoK7Sm7E4hZ1IZOpJZm92lWxlo1rX4APftrnGM1Bi5I9/e7S0NTSYqqZ2PN82RqwMbBp6T6AOikjyMvrGgnaXr7gfQAcvn7bjMn10R41ie0s5bLuTnjuuMRyN+o6Q3QbftZtXLHnABpfh/dvSCx3R/VyB4UStyIiIiIiIpJ2cnwuTCw2PP4lrgz9nt9FrgAza4/7vPX4leTYzYx5Zd6gxZEd20rza1fA00f1rLs18ENqYmPBVQRAl3s6P+j8X+Ke0T3i9v0miwUz5/WbbB2TabK5LUxL2KA8Zw+lD0bo5LTFmW5aQrsm29vc3I0NTCjqnbidHHmVzdGSficfaw7ZlGa5hzrUYTXj8AtopoCuKf9NJBanIeSgIiNOa3A/J90aYR5a2cbxxr/xmIHd1qMdm5eBDWxv2zFCe8sD0LrniesajES96HfNE/YcwGtfgpU/TiwBHp+ZuKvg8Zm72jQuBqI7lnKglLgVERERERGRtGOaJhl2F9e3XoqXbuoox4r1P2nTTssDFRxkvg+dHw5aHNnxelqtfGh5A4BILM791oW8wJdg2uWJ81b+jmf5HGun3TNo5003Gxu6aIuaHDWxoN/tlTkuqttjtEdNxuSmf83a/VWa5aL1Y7e1r23oosQTx+3sXTZi+rhxbDMqiVX0LQ/RGjEpy/b0WZ/OynJ8ZDhsVm3vYENjFw7DZlKug7bQ/k26lVZe/Bzcl5FY9qOurZt3WkzOL10JuKDo2H7buZ0mWU6LbW0hbNvmX6Gv0eI/ao+lRZocFYxxtrIy48w9hrihzUUk7oRgdWLFztfUj722rozO5l/BLwD7V65BelPiVkRERERERNJSJp3EcXKb7yKChp8Gu3i3bW3bZpU9l7mOZeDY88jc/ZFrdtJoF4MrH4C1dR3EcLI2WAxrfwPAyg9fBuCd5U8O2nnTzSsbW5iYGSfL1/+I0PF5Xta0G9gkRgqONmU5idvaLStxW/uGpiBj/H0TXtMzqjFsiw+aes81H4zECMRNxuT2f9t8ujJNkwq/xeqGAOvqA5R6LfK8Jm0ha+87p6va54HgjuUnvHkxDzz0c6Y4tzL5c3+FCyLwmX7a7ZDvge3tYdbXtvDz7UfwSMMs6NzQb9tQJEprzMNxE4tYF8jZ7TGjsThfizzEL7t/CEXHAdDsW8C93V+DrIN62j3q+C/ui34dKs7bp8uW/ilxKyIiIiIiImnpvPzl/CLjasZlWuTaLazP+cpu267YuJ1N5hSOHZ8BC/40aDFMdNWw3p4OzmwAVtZ2AbDRngI77nxfFy7HaUf5IFQxaOdNK9X/ZNmaDzgkc9tum0wqyqA7nhgh6HHtfnKykWpsno84Bo076iVvbosyPtfZp51764NMYyWvVQd7rd/eFsTEpniEjbgFGJ/tYENzmI0tIcZmGuT5nHRE7L3vmKZWZ32R73f+Gsr61oaNbHmCZ2Kf4Szz3n06VqEXtndE+MvyRkw7zpvhObDxj/223d4WxAZOnprP1m4HwUj/5ShWbmsnZjt43D6XV2tiBP6axaX1P+DW+LU0xnYlfDd0Z1NPKXbjm/sUq/RPiVsRERERERFJS1903cZs5xtgOinLyWZD0bf6bWdZFrcua+PTxlOMr78NXrtg0GI4hOfZaE/B6t4CwNqmMFPd9dQY44lOSZRK2GTOYIH5OuuMuYN23nQS2/IwqyJjOcqx+5GBE4oyMYmTH90Mr54/fMGliAy3E59psb0tkZCt7rSZmN9PEnbcucz1rOYd41O9Vm9rC5HrsnCYIy/NMzHfzeb2OJvbYlTmuEZ04jYej3PT9jN5jtNobfnYFx0PVxH+q5srW3+Gy4hz6uR9S9AXZzjY0BLhpTqT7/h+zypmEzTy+21b3dJNnttiSkkmXofF+9s6+m23fGsHk1jNl5y/56bIzfxH192Jvms3sqJ1V+K22hpLyMigOdC15yCXfxceHp9YSh8jr0eLiIiIiIjI6BDc3LMcm+VgS1ukb5v73Dx69yI2dUT4L9+NO1b20+4AzXauSpRGiM8GYGNbnE9PHQuGi7WFlxIIR6mzClj0mbPZZhXR3j14504X6zPPJYKHeTN2Pymc2+mg0G6k0KiHbU8NY3SpI9fspPa17xN/dBZ1gShT6v63b6N5t3DUwitYFxlDJLarXEBtR5g8z8hMZk4v8VMTMNjaZTOxwEN+hpPO6Aism/r4TO69+xLq7UL8dgerOnZNTBcObOPKrt+zjbHcnfF5PG3L9umQJV0v82YDVDpq+eIRU/AaUV4ruLHftjVtYYq8ifIUEzJt3t3Wf8L1g4YwBznW8E3vrYwxqmmhgNv9X2WysZoP4gcD0NAZpsPIxWt3s9Fx9J6DrH4IgjWJpfShxK2IiIiIiIikJ9/4nmVljouazr4TFnXFXdwZv5JvuG4jz9wxuzr911k9EN6D/5vxZg1v530P27bZ0mUwu8xPhd/ig+2dvL+1Hb/D5tDKXHJdFu/UtA3audPFuo0rKLW34dr8lz22K3d3UWQ0w5hThymy1JJn1VIT8PJi8xhiuJjc9td+280ck4vbtHl7S0vPuvquKAXeEZjMBGaUZdMdN9gWNJlSnEmB301XbORd67aWNu6xvs2Vnv/HeD5itbkr4fmH6LXUUMkfMs+jyNEI7e/s0zHLul/HMhx80fE7jKmXMLcsm9dCh/XbdntnlJKMRJpwWoGTD9e/0+8kaevaYO5R38DxRYs7yv+X+zNPI88RYpq5irXG4QC8v62dQneMsVluNk25bbfxxeNx7o18ly7XJBh37j5d02ijxK2IiIiIiIikp7M2wQU2nLWJCQVetgf6NvlD8D/Jop3zPX+DC8KJ9heEBy+GWT9gWsUE3udwtrQECVsGM8pzmJhjsroxxId1ASozbUzTZFIOrNjNKLaRbGNrnApjU/+TLX3Ml2ZlcPYUE6ZdNkyRpZYSv5M/WJfxk+jPOc54Hm9F3xqnAA7TZHouvLF5163sDYEYhRkjszZwls9NodGGaceZtO47FGa6CcYNIrG+X9Sksz/GrmGCsY5TCzZQNf5gNuZ/tWfbiugsTnY8RqHZmliRc8g+HXN2RSGHsowTJydG7x493s87DXFsu+/o7LquOKWZibrKs0t9rA8Xk5gk7fGeUgZ17UGaIyaHVeYC4Ol8C58ZBoLMOvZqPjKnA7C6vpvKTCj1G1T3dyfEDv9+r4Zb205maejQfbqe0UiJWxEREREREUl7k4v9NEdMwh+7fby1K8TD9vl8x/0rHIVDlxiYXeJlTUuiJmSZN06Gx8X0Ii8b2+KsbQ4zKS+RUDuo0M2q5uiQxZGqtjjnUmlW9zvZ0scdu/UrHLz9Cnjti8MTWIr5ft7/8ZDvFF70z+fnWZdBy/Ldtj203Mu79bueS01Bi+IRmrgFqLA3UEwt7ronKMj0YGPQGkihsiNPzoP7jMTyAK21JnOc43kMdw6TCzxs6kgkpi3LYr01gXnOpUA88eXTabt/bnzcRH8bd+RfgWNH9u/4yYU0hk0+enwRrLuzV9uGoE15tguAuWOzaSOfX4WuocEq6SllsGxzK6Veizz/jhq7OxPIOYcwe2wO7VGTuo4Q61siTMpzMTbLydbOfiY5q/4nwZe/zJ3vtuG0o2wOZcP63+3372w0UOJWRERERERE0l5Fvh+XYbOxcceI1r/nctd9NzPW3sTxnmehZehmNj90XC71IYO3tnVTlZ1YN6ssk+qAycY2i+nFPgDmjs1iQ0s31l8NeHTKkMWTamocM5h42CVw/GN7bhjc2ns5yuS2Pk2lcwOmuWNEeGD9btsePSGPjZ0GgeU3QePrNIdsSrMGrwRIqpmc2U2lUQ1jTiXD7cRtWDR1DeLI+YHaWbpgH0sYfJJlWdTEi5nh/ABa3mRGiZ+t3SaWZbGhMUAYHwe7loNn7P4duOYRiDYmlkC2z8VkxyZeaBwDWx7o1bQxZDAuzwtAcW4m3y16kRXRBZwReJG7I1fDuHNZUdvNtLyPlak4bXlPIjnP76XYE+edmnY2ddhMLfIyLtdNbaCf2svv38Bda8twxDs5zlxMtVUFjLzyF4NBiVsRERERERFJew7TpMRrsb4hUS+hIezhCescvuP5XwzDhPwjhuzcYwqyKDC7eKk6wGT7PQCml2UTjcepCTqZ/eHpABw8Noeg7WNzfNIek3IjSdyyqAuZTCnO2Hvjok8Brh3LUajoWMAF7BjN6J+826aTijPJNoO8trEJap+nNWxQluMZljCT4dvFT3KD7xqIJfp3psumqSt1RtzaZNAZzQRjH57n/ahpCRA0MpnhXAn5RzC1NJuoZVDdEuTt6nbGZRp4vxiCc2r278AVZ4KrKLHc4ajiEIutz0Llop514WiM9qhJZX4ifsMwONf7B+72n8NPnVfxx9CXeG3lh6zespbZ4Sd2e7qJ2QbLtwWoD5nMLMuiqsBHfdDoU5qhusvLg9YX+a7/N0wozGKbMREmX7x/1zZKOJMdgIiIiIiIiMhgKPfDptbEKLz/C13NJGMtR2W8D+cNbS1MwzCYFF/Bm8YxTG+7BzgPj8vBGKppsMuYwAoAMjwuxhk1PB45i8tzHxnSmFLF5qYAcdtgUnHW3ht/Zs81cEe8/bh+0zT5tH8lf2w9meO7HqEjZjImxzuEwSWXv/Fp/M5gT53kLKdNS3fqlB1ZN+E2/uO92dw+9T160u0PlUGkDtylcG7tHvf/sLaTIo+F74uJxLQPKPHG+bCuk/frgkwvOMAyGEfclfj5mPPGN/DX2km83VTLoTsG/te0JM5b9vHnUPs7OE34tO9pPopX8aPgTYTI4LDAfwNX9Xu6aQUuHtoQw+ewqSzMJDcYIWi10dodJd/vhqePorPxA74b+DtHmK9yTOb7hKb8H48sbYF55xzYNY5wGnErIiIiIiIiI0JFtpMt9dtZ+uQ1PGufylXen0H+8Ex6c5C5AoBZzrd61k00NzGOTThc2T3rrsj+E/+If5lnmqfvqon53EK4z51YjjDrGgIUey3czpFbfzVZLsv4Na12Hr9dNxGAslxfkiMaQmULAV9PneQst0FrsJ/aqUmy8qO1tJLLTR+UEX90ZqJvR+oSG3cu92BtY4jxWb1LBYzLNFjXGGRNq8Wc0sH72+bV/41PGc/zlzW7RmhXtwTJc1u4HB9LE/ZMgObm6/47OZi38NLNZOe63R57ZpmfjpjJuNgqzEcnkpvhIcsRZ8OOEjaRxrf5QdcvwbD5ScZVENjMpCI/TWEH4Wjq/D1TyYhM3HZ2dnLFFVdQWVmJz+fjyCOP5K23dr152rbNddddR1lZGT6fj4ULF7J+/ei4TUVERERERGSkqsrzsKk1xI01p/J5815mud6BxsXDcu5jClo5zHqdgtI5PevOXngu5x95GJzX1rPuSPt+LnfezE2Rn7A0ciSB1jXYDa8AUWh8ZVhiHU4bmoKM8Sc7ipEpc+KZXJJ1H38Pf44sux33q2clO6Shc/xjcEF3T53kHI9Ba3BoR9Lvj81dTubwFtvjBdzTcDQN8WK+13Ur3+68hy7nhL1OXvZRW5SJea5e6ybmOfmgMcr2oMlhlbmDF2zlIr5YvJRl0Zlse/jT8MFP2doepuiTA7Z31q+9IIxxocVP837Obz1fxfQW7PbQc8bmYNpxqoz1ENyMYRgUe202NQcBuCN2E6vMOdyW8Q18Zhg8hVTk+TAM2NwcGLxrHEFGZOL2G9/4Bs899xz33nsvH3zwASeeeCILFy5k27ZtAPziF7/g1ltv5c4772Tp0qX4/X5OOukkQqFQkiMXERERERGRAzWhwMc2YxyZdHGZ75ZhPff0+DPcnHE5Rvv7PeuOWD6Dz64cAw8W72qYdRBfyLiPsx1/5z9Cf+K4wHsc3bWChnj5jhqnaWr5d+Hh8Ynlx2xuj1KZoyqNQ2LWDzjz/F8x1V5FHs09ZQRGgxyPSVsodRK31XYV08yVXO2+iT/GL+OcwHO0WXl02tl8ve1Omlu2JBruZvKyzZ2Jybw+bkqhl5WtBvl2E2NWXDB4wU65hGln/I2Zxiruafo0bHmA7RtepKTzZXj1/N3ulhHfxkGelRBp3m2b7AwvY41tHGR+AL7xAJT5Dba0halr7eKhyKnc4L+RktIZUHkBHHYbTodJscdiY2P34F3jCDLiXj2DwSD//Oc/efTRRzn22MSb3o9//GMef/xx7rjjDn7yk5/w61//mh/+8IecccYZAPzlL3+hpKSERx55hEWLFvV73HA4TDi8a8bCjo4OIDHzn2VZQ3xVyWVZFrZtj/jrFBkp1GdF0ov6rEh6UZ9NbZOL/Eyy3+Jaz7U4TBcWHig9AYbj7xVrIssFVpRd54s2A2ZiuXPdaYnE7uWPz+CSzv+lzTOXL7fczurYDApthifWIWBv+RcdXR3kVP8L5v6iZ31Np8Vh5b6k9ZnR0Gd/XHgHa9s9WJmT0vb5s79yPCab2qIp83fd5jyIY13LWThjKpu3vM344GJOMO4jZHu4susuLgo+wu2eCxhTUNznb9QdjtEQcjCjNLPX9Uwr9mMTZBKrsOuexB7ka/1CRQM3VJ9NuPsQNgaiHGy+hbXt6d0/hwo/BU2vQuExe3ye3VLwa4qDL2B5DwbLYkyWg+r2GHe9uZ2JrGGB+RRWk3/XnQiWRWkGbGoJ9uTYRnqf3Z9rG3GJ21gsRjwex+vt/U2Fz+fjtddeY9OmTdTV1bFw4a7aQTk5OcyfP58lS5bsNnF78803c8MNN/RZ39jYOOJH6lqWRXt7O7ZtY5ojcpC2yIiiPiuSXtRnRdKL+mzq+1ner/HgocFxJBz918TKhoahP7H7eIh3gCN71/n6W7dTKBtcszGsOAU0stqaz9TWxcMT6xD40HMV/6/xSO4d/2/MHddgWRa13QZFrggNSbqu0dBnM/xjmctGGlyHpu3zZ3+5rRAt3VbSnlcfZ1kWdfF88g+7mobiDD637VvgqqWRwwCL60r+yc3NF/KN4IP8uPV/qHrwKMg+CObeBMDK2i7choUn2klDw65yAd54HK8dpMpZT4Nj8P+2B/mb+bbrXpZ0H0c1lZzmfo2Goq/t/jyz79317z3E4ovX0+meQWdHFBoayHdGeL6xm7ftDH6c8SgNjnngyu11jCJXlA2NideJ0dBnOzs797ntiEvcZmVlsWDBAn7yk58wffp0SkpKuP/++1myZAmTJk2iri5RFLqkpKTXfiUlJT3b+nPttddy1VW7Zs3r6OigoqKCoqIisrOzd7vfSGBZFoZhUFRUNGI7jchIoj4rkl7UZ0XSi/psGojvuF08DhQX77HpoDr72X1bt5O3AwLrwT+Zclcb7TEXxXmZwxvzIHo15qSDbFqjNtN3XMO2135M2Poih4d+j7/4/yUlrlHRZyccDls2QeXhafv82V9jC+MEt3dSnALXu621m4gd4LApY8lwOyHwxK6Ni6IA/Po+Nzd1/z9+GLiGW2LfYk78r1B8FwC1WyKM9XdTWlra59iLMv/FKdYDFJfNHPy/7ZK7ucBbwwW+v2M78zE634XgXCj+n4EdN9sFrUshbz4UFzMzYHLH2g4OZhkLnX+DvGOh8uxe1zO5JMzizUGKi4tHRZ/95GDTPRlxiVuAe++9l6997WuMGTMGh8PBIYccwvnnn8/y5csP+JgejwePx9NnvWmaI/aJ9HGGYYyaaxUZCdRnRdKL+qxIelGfTXGuAog2gqsIUvlvdMaann+OWbyRmo65mCden8SA9uDV82HbUzDmVDjm/n6b1LbUA/BuTTMH7fi9r6veQD5NZNU+AObPhi3cTxrxfXbqJYmfUaQw00NXrCsl/qYbm7rJc1tket2JFf6JPV/K7HwNMrMm8GPjv7ml+4dcHb6Tu8zzmfCAA1xFrA/fTlWwAXPZL+GIu3od+9Ks2xLHag0N/uvZuLOh+qHEcu3/JtZ1LB/4eU55rdfDySVZeGngEvdvMPOPgBNf7LPLxMIM7lsd6vl7jvQ+uz/XNSJ/AxMnTuTll1+mq6uLmpoali1bRjQaZcKECT3fYNTX1/fap76+vt9vN0RERERERCSNfL4hMRP655N/C/W+GpPtpq7bTnYYu7ftKbA6EsvdqHfPwbAtPnB+umfdeu9JjDHrYdy5wxGljCIFfhddMQPbTn6/2dgcpNz3sRVnrEu8Bp2xrtc640Kb72b8lPnGK1wW/DP18RKINrIp4GGy8T7UPNL34IH1vZeDad4tcNbmxDLnkMS6nctBlJfp46GJd3JI5ibIPajfNpOK/LRGHQTC0UE/f7obkYnbnfx+P2VlZbS2tvLMM89wxhlnUFVVRWlpKYsXL+5p19HRwdKlS1mwYEESoxUREREREZHRaFyel8aQkewwduuayO/5ffeViRG3u9Hons6kbJu11uSedUs7x3Gw8/3hCFFGmcJMD1HbTIlE3+a2KGOz9i29ZjiyudH/PSayjnMCz/GZzmWsYxozPFug4sy+O/gn914OldOWJ5LNpx34nep7UtL6D4xYY//JaaAk24vHiLHxzf+DpjeGJIZ0NSJLJTzzzDPYts3UqVPZsGEDV199NdOmTeOiiy7CMAyuuOIKbrrpJiZPnkxVVRU/+tGPKC8v58wzz0x26CIiIiIiIjLKVBVk0BFrpzsSS9TITDHr7IN4057FF6a7yNlNm6agzWmTMvjdB2HausNYFqwOl/Ej31+hOpoY1ScySPIy3BjYNHaGd5UoSJKtnXGOGruPNUsP+RmOLQ/wv77/xzvtpUT8B2HaYQ6LPQvNc/u2//io3XRWcWYiadtfcppE6YASatm44Q1mdtwNh+2hPvgok3rvCIOgvb2da6+9lq1bt5Kfn88555zDT3/6U1wuFwDf+973CAQCXHzxxbS1tXH00Ufz9NNP71dxYBEREREREZHBUJLjw21YbG7uZkZZ6k1+3RIxcBDljtcbuOaMSbtpYzJ3bBY5a4Is39JKfWeEclc7E7KjKpUgg87pMMkwIjS/egVVMw+DKcmr8VvbDRMK9jGfNOUSmHIJ7vscHOHdCPElgJW4H779naEMM7mOuKtP/d5PKre3sMUaD527L8kyGo3IxO0XvvAFvvCFL+x2u2EY3Hjjjdx4443DGJWIiIiIiIhIX6ZpUuix2NwSTLnEbSAcJWC5uW76dn6+ZgxfXfwtSiefmNhY8y+oOJvOotMJxE3G5WcwJcdgxfYAa5qjHF1VDJ/enNT4ZeTKpIPmjlbY8kDSErfdkRgtEZMpxZn7t2P+EdDyZmIZDyWStkNQXzadzM9rho52GHt6skNJKSMycSsiIiIiIiKSTop9UNMaSnYYfWxtDeI0bE47+tM8uvFZrtl4KhNrOzCxucL7Fn6gxnkCLsMmP8PFzGIPr1YH2RRwcNUxBckOX0awbLdJs3s2VCZvovmNDxyN2/495f8ugQu79n3Hk18fuqDS1BeLXobY81ixzyQ7lJQyoicnExEREREREUkHpX6TbR3Jn2jpk2pag+S5LEzT5PuFf6GULQRj8Fz3XN4IzAWHn5rWEPnuRJtDxmayvstJodnBdOcHyQ5fRrAqXyerwuOTGsOG6DhK2I5pBJIax4hQ+zwQhLrFyY4kpShxKyIiIiIiIpJkY7JcbO+KJzuMPrZ3hNlZvnNC6Hl+lnk5/8//X8x0rOOD6FToXEdtR4TCHW3mjM3FQZyj3Et3JGJEhsY8XmBleFyiVEKSfGRNp9yoAcOftBhGjLKFgA9KT0h2JClFiVsRERERERGRJBub66YhmOwo+qrvjFHoMxIPKs4EVxFUnMnUQjdrjXlQuYjazghFGYk2XpeDL2S/xnnmHdC+JnmBy4h39LSJbDfG0lh0QdJiqHHNZZy5XXVZB8Pxj8EF3XDcw8mOJKUocSsiIiIiIiKSZOPzM2gKm9i2PbADPToF7jMSy0FQF4hR4nckHhxxF3y+AY64i9nT57PJmAZTLqE+YFHi3zWFzlWuH1BlroT6FwclBpH+FM/5OiVemzc4LWkxbA97GWesg21PJS0GGdmUuBURERERERFJsvEFGURtg4bO8AEfw7Zt3mvxY9tAYP2gxNUUtCnLcvVZf/DYXNqiJnXtQZqCVu82mRPAcCeWIkNoZoGD5du6k3b+BsZQ5ayFMacmLQYZ2Zx7byIiIiIiIiIiQ8nvdZNNO5v++VVKcrfBWZv2+xibGjv5RuRBHjBPZWLu4MTVHIKybHef9TkZboo9Fu/WtNMcNhiT49m1cd7/JOrbli0cnCBEdmNeuY/7VnYm5dyt3REC+Jh07pOQ6U1KDDLyacStiIiIiIiISJIZhkGRXUu1NR6Cmw/oGC9taAXgfesoKDlu7ztU/xNevzCx7IdlWbREDMbm+frdPjHH4P3aAK0Rs3eboqNg9vWJpcgQOmpiPluDDpo7Q8N+7vX1XWQ64uT5PXtvLHKAlLgVERERERERSQEljha2xKvAN/6A9n9zWwjTjrM2Wgk1j+x9h5p/QcMriWU/mrvCRG2TiryMfrdPK3SzrC5GHIOxu2kjMpTKcnwUOQMseeo6WHfnsJ57U0uQYq+NYRjDel4ZXZS4FREREREREUkB40vK2eyeD/Nu2e99w9E4q9oMjsxYx0Z7BlScudd9GgrO5QeBX0LF2f1ur2kNkuGwyPL2rXELMLssk+puB9nOOF6XY79jFhkMM82VvN1RAlseGNbzbmkNUZ6ptJoMLT3DRERERERERFLA5NhSqsM5ux0BuydLPmrGY9qcPn8+1a45cMRde93n2TUtPNc1h2j9m/1u39YWIs9t73b/OWNzMLDJt7YP+2hHkZ2OGOvhTftYImMWDet5t3bEGZulqaNkaClxKyIiIiIiIpICpk2YTgMlhMv7HwELQGALbHsqsfyY1zZ3MLvAYM6YHFqiDpr2oebnW41ubMOkYdPL/W6v7YxQuIc5lzK9LsqMBgqtbcM+2lFkp8/mLsNph/nrmuGtNbs9YDE+T/VtZWgpcSsiIiIiIiKSAqpmnYHLhPWez+xa+eLn4L6MxBJg/V3w7vcSy52ePoq3N23hyO4/UZDpIc8VZ+X29j2ey7ZtVtpzAKgvOKffNnVdMYoz9pw2mJIVYoy3GyqHd7SjyE6urQ/ydedt3Nc4i+7XvgMPFsObFw/pOS3LoiFkMr6g/4n7RAaLErciIiIiIiIiKcDhcFDutVhTH9i1svZxILhjCZHWNfy98Sho/7CnybaGamoZy/HxuwEYlwmr6rv3eK41dZ0E8VLkjtFQ+pV+2zQE4hT793wr+I/mtXHF+CXgLdqHKxQZAuPO5XO5y8h2xPjT2jyINu7b5HwD0NwVJmiZTC7OGtLziChxKyIiIiIiIpIiKrIM1jcFex7f3f1tWqy8nsdvei7ilsjVdI75cs+6l51fZRwfUVg0GYBJeU42tET3eJ7XPmplUpZFoRcau/pv2xSyKc927/E42Y3/IrPl+QOqyysyKObdguOcTVx8xDj+ET+fNnPinifne/PiAY/K3dAYIMsZJ9vX/8R9IoNFiVsRERERERGRFDEhz8WmthgAte1B7oxfxfOhUyHnEAA+3N4KwMYt63r22WgczERnDRQtAGBqkY/NHdYez7O8NsTcEjd5XoPGQKxvg+p/0hzopjzyzp4Drjgbio9NLEWS6MQZpVS6Wvmf7mvAX7n7hjWPDHhU7qbmbkpUJUGGgRK3IiIiIiIiIiliSqGP6i4bgH+vagJgpTUPsqcAsK41kZDdtG1zzz41nRbj7NVQ/RAAs8qz2R40iPxzUqI27usXQvU/e9rH4harWg2OHJ9NvtdBczDeJ47I5kdotzKpCDyz54DHnQNH/S2xFEki0zT5gf8nvBhZwLL3Xu/zvN9pbdaXeT10CpYr74BH3la3RSj3G4MRtsgeKXErIiIiIiIikiKml2bSHHHQHYnz8pZuKuzNrLOmwLanANhozMBnd7PFe2zPPrXmeMZ72mDcuQBUFWbgJMrqzhzi218gWvd6r1IGK/59DXY8xCE1l1OQ4aA11Hd07pOxReSYAconHjek1ysymKaOKeVs17+4OXA1kU887wGi0Sg3bD+LK6O/5uq6K6kNOg5o5O3WmvepaPgTPLdwkCIX6Z8StyIiIiIiIiIpojzPT4Yjzpub21jTbvLN4tfZQhXRss/SHYlRF8/l0BIPWz2HAYnRs43xXCae+GuYdwsADtNkrKudm8I/47OBFzmj+UFWuM6BdXdiPXMcj28rZpqxElftExRmOGkN271isCyLv36UyznOv+Oqf3a4fwUiB+7gn3DZCfOIOnP5S+y7fUp4PPJONdujGfzR93k6jWwu7H6SQNm5+32a2mgmleYGaHxlsCIX6ZcStyIiIiIiIiIpwjRNxjhb+eMr7zDW1cZnzvghToeTDyf+Hyu3d5DhsJhX7mNbIDFKdktzNwBVhZm9jvPV4jc4xvUa1+T/ieMz3uLyFdN46t11/Ofmi3jNPo5vem6H3JkUZ7lpC/eO4fnV9TTH/HzJ/dsB1QEVGXb+SrzjT+Vc//M82zoJNt7Ts6nr2bP587vb+ZrrDmY63+dO/zfIMEL8u2P+fp0iEo1RZ4xlsnMjFB279x1EBsCZ7ABEREREREREZJfK8Ns8z8mcb9+L03EY4zMtVmztwLKh0m9TVeCjfmUIgA1NAQo9cdxOR69jnBz4KSd72yFi8Cl3JgWOa/lx27eZ7tjIfcXfpyReDVnHUpzloSP2sVqdb17MPe99js95PsTvyYCKM4fxykUGx6nR33IHz7C5ej3jd6z786ZJmEacCzx/geyZmMF6PhV8mme2zWV/xtyu3NaOgcU0xwcQP3wIohfZRSNuRURERERERFLIBHM1ACc5HwZgSp6DVY1h1jSFmZTnYGKRn86YSUcoxuaWEGUZ/RwkayLgBO8YyDuEr83L44HpD/DH/O9QkuWF4mOh4mxKsz1ELJPOUBSAJeu3scWu5KveP8DnG+CIu4bpqkUGT/HYOUznQ55wXQpAU3uAh7iQ/3T/Cmf5ifDZD2Da5ZyZ9xYfWDNo6ors87GXb+1kImtxmjFoeXOoLkEE0IhbERERERERkZRyWEGIpfVvMWNMMQAzi33cszKA04DzpmdQlOXFZ1psbOhic1uUsVmOfg5yK9Q+D2ULoegoACZ8OB5CNdBmwVmbAci3LByGTX1HmCyvixccX2S+uZT8quOH6WpFhsDxj3GcZzNPfBTmMuCON7ZTYday0P0YdB+SaDPrB0yaaTP+b2t47PVX+FrmnxI1cceds8dDr2wIM8NbC5iQf8SQX4qMbhpxKyIiIiIiIpJC5jiXckfWVzDCdQDMrchme9Bka7fBrLwuTNOk2GuxqaWbbV1xKnPdfQ9SdBTMvr4naQvAuHPBV5FY7mCaJtlOi/rOROmFjbFxTPW3QP4hQ3qNIkPt1BlFbA3YvP7nT/Pv6hhXuK7DMID2d3raGIbBp8e5eXZLDLbcB2/9x16Pu64d5h72ebggDie/PoRXIKLErYiIiIiIiEhKMbo+xGVGofNDACoLs8iy23HZISa98xkAyjIMtrSGqe2Gqnzvvh143i2Jkbbzbum1Osdl09CZuFV8SzCDGfEXYMsDg3Y9IslQnOtnuv0+14Z+xTx7CfOK4okNOb2/lDh9ZjGbrUo2xSdAuGmPx6xr66Y5YnLY+LyhClukFyVuRURERERERFJJ1kG9loZhMIF1VLAFZ3QbAGOyHGxojdIWdTCpyD+g0+V6oKErSn1HiA6ymFVkQuWiAR1TJBUc71lKFBeXZv8VTlsOF9iJ5ceU5Wcxz7WW3wSvhbKTd214fCbcZySWOyzb0kaJ1yIvo59R7iJDQDVuRURERERERFLJ6Sv7rDrOu5yOcAz8kwEYl+vmqS0hvKZFWW5/s5Ptu3yvSXN3jA+2tVPojpNzylMDOp5IqjjnhNOpev/fTD38xj22+96sRr707hE83t7K6a9fCBVn09JeS75Jz8h3gPdqu5mWpzGQMnz0bBMRERERERFJcRdk/4tvZd4GVhSACQU+gpZJidGAufXhAR0732fSEoyzuqGbyszBiFYkNfi338cxwZ9jfPSXPbarbP8bl7hv49a6T7FkfTv/sdjJyYElbIhN2jUC/tXzWb1lDbNCTw5D5CIJStyKiIiIiIiIpDgjtBnTsCG4GYCJRYkMa1l8Paz59YCOXeh30RKy2dASZWKebsyVEaTmEYg2JpZ7UrmI88esozKjiyvCv8TKKKPS2MoL4VPAlQNAZMtjbLarODT4pyEPW2QnJW5FREREREREUp1vfK9lYZaXDLuLCmMTdH40oEMX+l20RWBTh820It/A4hRJJRVngqsosdyTKZdgnPgSN+f+P37p+ya/9X+bY/k3S60joeVNAFbEDsVJjKmO9UMetshO+ipNREREREREJNWdtanXQ8MwqDI2Md1cCVZkQIcuyXLTHDYIxQ1mlWcN6FgiKeWIuxI/+6ioazFFTqADPlUwjfsbv0ow9xh8wOOxc5lrLMPhzRmycEU+SSNuRURERERERNLQbUU/5RTvY+AtGdBxSrI8dMdNPKbNuAL/IEUnkoYMf89y5ln3kuFysmTM/9G9+SleiR3D591/hUhdcmOUUUUjbkVERERERETSUFZsE5hxCNYO6Dgl2V4AKpwNmM2NUHTUYIQnkn7m3QJbHoDKRZimycGFBq+uWkdD7HWy+SxHul4BV0Gyo5RRRIlbERERERERkXRUcBg0vpJYDkCGx4XPCDPBWAe1NUrcyug15ZLEzw4Lxvm5Z1kea+1jOMXxBGbVBVBxdhIDlNFGiVsRERERERGRdHTE76DtQ8g9aMCHynFZTM13QtnCQQhMZGQ4bnIBv1jaRSPF3Or9OhzVmOyQZJRR4lZEREREREQkHfkrEz+D4Ac5f+Cg9vth5RFw/GODckyRdFeQ6aXKsZViaxOFRVOSHY6MQkrcioiIiIiIiIxyR4R+D44g1D6f7FBEUsoPiv5GbvtL4JiQ7FBkFFLiVkRERERERGS0K1uYSNqqVIJIL7O6/wquKDRuTXYoMgopcSsiIiIiIiIy2qk8gkj/io5NTAJYdGyyI5FRSIlbERERERERERGR/nxG5UMkecxkByAiIiIiIiIiIiIivSlxKyIiIiIiIiIiIpJilLgVERERERERERERSTFK3IqIiIiIiIiIiIikGCVuRURERERERERERFKMErciIiIiIiIiIiIiKUaJWxEREREREREREZEUo8StiIiIiIiIiIiISIpR4lZEREREREREREQkxShxKyIiIiIiIiIiIpJilLgVERERERERERERSTFK3IqIiIiIiIiIiIikGCVuRURERERERERERFKMErciIiIiIiIiIiIiKWbEJW7j8Tg/+tGPqKqqwufzMXHiRH7yk59g23ZPG9u2ue666ygrK8Pn87Fw4ULWr1+fxKhFREREREREREREdhlxiduf//zn3HHHHfz2t79l9erV/PznP+cXv/gFt912W0+bX/ziF9x6663ceeedLF26FL/fz0knnUQoFEpi5CIiIiIiIiIiIiIJzmQHMNjeeOMNzjjjDE477TQAxo8fz/3338+yZcuAxGjbX//61/zwhz/kjDPOAOAvf/kLJSUlPPLIIyxatKjf44bDYcLhcM/jjo4OACzLwrKsobykpLMsC9u2R/x1iowU6rMi6UV9ViS9qM+KpBf1WZH0Mhr67P5c24hL3B555JHcddddrFu3jilTpvDee+/x2muv8ctf/hKATZs2UVdXx8KFC3v2ycnJYf78+SxZsmS3idubb76ZG264oc/6xsbGET9S17Is2tvbsW0b0xxxg7RFRhz1WZH0oj4rkl7UZ0XSi/qsSHoZDX22s7Nzn9uOuMTtNddcQ0dHB9OmTcPhcBCPx/npT3/KhRdeCEBdXR0AJSUlvfYrKSnp2dafa6+9lquuuqrncUdHBxUVFRQVFZGdnT0EV5I6LMvCMAyKiopGbKcRGUnUZ0XSi/qsSHpRnxVJL+qzIullNPRZr9e7z21HXOL2H//4B3/729+47777OOigg1ixYgVXXHEF5eXlfOUrXzng43o8HjweT8/jnZOddXV1jdgn0k6WZdHV1YXP5xvx1yoyEqjPiqQX9VmR9KI+K5Je1GdF0sto6LNdXV3Artzinoy4xO3VV1/NNddc01PyYNasWWzZsoWbb76Zr3zlK5SWlgJQX19PWVlZz3719fUcfPDB+3yencOaKyoqBi94ERERERERERERGfE6OzvJycnZY5sRl7jt7u7uk5F3OBw9hX+rqqooLS1l8eLFPYnajo4Oli5dyre//e19Pk95eTk1NTVkZWVhGMagxZ+KdpaFqKmpGfFlIURGAvVZkfSiPiuSXtRnRdKL+qxIehkNfda2bTo7OykvL99r2xGXuD399NP56U9/yrhx4zjooIN49913+eUvf8nXvvY1AAzD4IorruCmm25i8uTJVFVV8aMf/Yjy8nLOPPPMfT6PaZqMHTt2iK4iNWVnZ4/YTiMyEqnPiqQX9VmR9KI+K5Je1GdF0stI77N7G2m704hL3N5222386Ec/4jvf+Q4NDQ2Ul5fzrW99i+uuu66nzfe+9z0CgQAXX3wxbW1tHH300Tz99NP7VRxYREREREREREREZKgY9r5UwpVRraOjg5ycHNrb20f0tx0iI4X6rEh6UZ8VSS/qsyLpRX1WJL2oz/Y2Mqdnk0Hl8Xi4/vrr8Xg8yQ5FRPaB+qxIelGfFUkv6rMi6UV9ViS9qM/2phG3IiIiIiIiIiIiIilGI25FREREREREREREUowStyIiIiIiIiIiIiIpRolbERERERERERERkRSjxK2IiIiIiIiIiIhIilHiVvbo9ttvZ/z48Xi9XubPn8+yZcuSHZLIqPTKK69w+umnU15ejmEYPPLII72227bNddddR1lZGT6fj4ULF7J+/fpebVpaWrjwwgvJzs4mNzeXr3/963R1dQ3jVYiMHjfffDOHHXYYWVlZFBcXc+aZZ7J27dpebUKhEJdeeikFBQVkZmZyzjnnUF9f36tNdXU1p512GhkZGRQXF3P11VcTi8WG81JERoU77riD2bNnk52dTXZ2NgsWLODf//53z3b1V5HU9rOf/QzDMLjiiit61qnfiqSOH//4xxiG0etn2rRpPdvVX3dPiVvZrb///e9cddVVXH/99bzzzjvMmTOHk046iYaGhmSHJjLqBAIB5syZw+23397v9l/84hfceuut3HnnnSxduhS/389JJ51EKBTqaXPhhRfy4Ycf8txzz/HEE0/wyiuvcPHFFw/XJYiMKi+//DKXXnopb775Js899xzRaJQTTzyRQCDQ0+bKK6/k8ccf58EHH+Tll19m+/btnH322T3b4/E4p512GpFIhDfeeIN77rmHP//5z1x33XXJuCSREW3s2LH87Gc/Y/ny5bz99tt8+tOf5owzzuDDDz8E1F9FUtlbb73F7373O2bPnt1rvfqtSGo56KCDqK2t7fl57bXXerapv+6BLbIbhx9+uH3ppZf2PI7H43Z5ebl98803JzEqEQHshx9+uOexZVl2aWmp/T//8z8969ra2myPx2Pff//9tm3b9qpVq2zAfuutt3ra/Pvf/7YNw7C3bds2bLGLjFYNDQ02YL/88su2bSf6qMvlsh988MGeNqtXr7YBe8mSJbZt2/ZTTz1lm6Zp19XV9bS544477OzsbDscDg/vBYiMQnl5efYf/vAH9VeRFNbZ2WlPnjzZfu655+xPfepT9uWXX27btt5nRVLN9ddfb8+ZM6ffbeqve6YRt9KvSCTC8uXLWbhwYc860zRZuHAhS5YsSWJkIvJJmzZtoq6urld/zcnJYf78+T39dcmSJeTm5nLooYf2tFm4cCGmabJ06dJhj1lktGlvbwcgPz8fgOXLlxONRnv122nTpjFu3Lhe/XbWrFmUlJT0tDnppJPo6OjoGQUoIoMvHo/zwAMPEAgEWLBggfqrSAq79NJLOe2003r1T9D7rEgqWr9+PeXl5UyYMIELL7yQ6upqQP11b5zJDkBSU1NTE/F4vFenACgpKWHNmjVJikpE+lNXVwfQb3/dua2uro7i4uJe251OJ/n5+T1tRGRoWJbFFVdcwVFHHcXMmTOBRJ90u93k5ub2avvJfttfv965TUQG1wcffMCCBQsIhUJkZmby8MMPM2PGDFasWKH+KpKCHnjgAd555x3eeuutPtv0PiuSWubPn8+f//xnpk6dSm1tLTfccAPHHHMMK1euVH/dCyVuRURERIbQpZdeysqVK3vV8RKR1DN16lRWrFhBe3s7Dz30EF/5yld4+eWXkx2WiPSjpqaGyy+/nOeeew6v15vscERkL0455ZSef8+ePZv58+dTWVnJP/7xD3w+XxIjS30qlSD9KiwsxOFw9JnFr76+ntLS0iRFJSL92dkn99RfS0tL+0wsGIvFaGlpUZ8WGUKXXXYZTzzxBC+++CJjx47tWV9aWkokEqGtra1X+0/22/769c5tIjK43G43kyZNYt68edx8883MmTOH3/zmN+qvIilo+fLlNDQ0cMghh+B0OnE6nbz88svceuutOJ1OSkpK1G9FUlhubi5Tpkxhw4YNep/dCyVupV9ut5t58+axePHinnWWZbF48WIWLFiQxMhE5JOqqqooLS3t1V87OjpYunRpT39dsGABbW1tLF++vKfNCy+8gGVZzJ8/f9hjFhnpbNvmsssu4+GHH+aFF16gqqqq1/Z58+bhcrl69du1a9dSXV3dq99+8MEHvb50ee6558jOzmbGjBnDcyEio5hlWYTDYfVXkRR0wgkn8MEHH7BixYqen0MPPZQLL7yw59/qtyKpq6uri40bN1JWVqb32b1J9uxokroeeOAB2+Px2H/+85/tVatW2RdffLGdm5vbaxY/ERkenZ2d9rvvvmu/++67NmD/8pe/tN999117y5Yttm3b9s9+9jM7NzfXfvTRR+3333/fPuOMM+yqqio7GAz2HOPkk0+2586day9dutR+7bXX7MmTJ9vnn39+si5JZET79re/befk5NgvvfSSXVtb2/PT3d3d0+aSSy6xx40bZ7/wwgv222+/bS9YsMBesGBBz/ZYLGbPnDnTPvHEE+0VK1bYTz/9tF1UVGRfe+21ybgkkRHtmmuusV9++WV706ZN9vvvv29fc801tmEY9rPPPmvbtvqrSDr41Kc+ZV9++eU9j9VvRVLHf/3Xf9kvvfSSvWnTJvv111+3Fy5caBcWFtoNDQ22bau/7okSt7JHt912mz1u3Djb7Xbbhx9+uP3mm28mOySRUenFF1+0gT4/X/nKV2zbtm3Lsuwf/ehHdklJie3xeOwTTjjBXrt2ba9jNDc32+eff76dmZlpZ2dn2xdddJHd2dmZhKsRGfn666+A/ac//amnTTAYtL/zne/YeXl5dkZGhn3WWWfZtbW1vY6zefNm+5RTTrF9Pp9dWFho/9d//ZcdjUaH+WpERr6vfe1rdmVlpe12u+2ioiL7hBNO6Ena2rb6q0g6+GTiVv1WJHWcd955dllZme12u+0xY8bY5513nr1hw4ae7eqvu2fYtm0nZ6yviIiIiIiIiIiIiPRHNW5FREREREREREREUowStyIiIiIiIiIiIiIpRolbERERERERERERkRSjxK2IiIiIiIiIiIhIilHiVkRERERERERERCTFKHErIiIiIiIiIiIikmKUuBURERERERERERFJMUrcioiIiIiIiIiIiKQYJW5FREREREREREREUowStyIiIiIiIiIiIiIpRolbERERERERERERkRSjxK2IiIiIiIiIiIhIilHiVkRERERERERERCTFKHErIiIiIiIiIiIikmKUuBURERERERERERFJMc5kB5CuLMti+/btZGVlYRhGssMRERERERERERGRFGfbNp2dnZSXl2Oaex5Tq8TtAdq+fTsVFRXJDkNERERERERERETSTE1NDWPHjt1jGyVuD1BWVhaQ+CVnZ2cnOZqhZVkWjY2NFBUV7fWbABFJPvVZkfSiPiuSXtRnRdKL+qxIehkNfbajo4OKioqe3OKeKHF7gHaWR8jOzh4VidtQKER2dvaI7TQiI4n6rEh6UZ8VSS/qsyLpRX1WJL2Mpj67L6VXR/ZvQERERERERERERCQNKXErIiIiIiIiIiIikmKUuBURERERERERERFJMUrcioiIiIiIiIiIiKQYJW5FREREREREREREUowStyIiIiIiIiIiIiIpRolbERERERERERERkRSjxK2IiIiIiIiIiIhIikn5xO0rr7zC6aefTnl5OYZh8Mgjj+x1n5deeolDDjkEj8fDpEmT+POf/9ynze2338748ePxer3Mnz+fZcuWDX7wIiIiIiIiIiIiIgcg5RO3gUCAOXPmcPvtt+9T+02bNnHaaadx/PHHs2LFCq644gq+8Y1v8Mwzz/S0+fvf/85VV13F9ddfzzvvvMOcOXM46aSTaGhoGKrLEBEREREREREREdlnzmQHsDennHIKp5xyyj63v/POO6mqquJ///d/AZg+fTqvvfYav/rVrzjppJMA+OUvf8k3v/lNLrroop59nnzySf74xz9yzTXXDP5FiIiIiIiIiIiIiOyHlE/c7q8lS5awcOHCXutOOukkrrjiCgAikQjLly/n2muv7dlumiYLFy5kyZIluz1uOBwmHA73PO7o6ADAsiwsyxrEK0g9lmVh2/aIv06RkUJ9ViS9qM+KpBf1WZH0oj4rkl5GQ5/dn2sbcYnburo6SkpKeq0rKSmho6ODYDBIa2sr8Xi83zZr1qzZ7XFvvvlmbrjhhj7rGxsbCYVCgxN8irIsi/b2dmzbxjRTvrqGyKinPiuSXtRnRdKL+qxIelGfFUkvo6HPdnZ27nPbEZe4HSrXXnstV111Vc/jjo4OKioqKCoqIjs7O4mRDT3LsjAMg6KiohHbaURGEvVZkfSiPiuSXtRnRdKL+qxIehkNfdbr9e5z2xGXuC0tLaW+vr7Xuvr6erKzs/H5fDgcDhwOR79tSktLd3tcj8eDx+Pps940zRH7RPo4wzBGzbWKjATqsyLpRX1WJL2oz4qkF/VZkfQy0vvs/lzXiPsNLFiwgMWLF/da99xzz7FgwQIA3G438+bN69XGsiwWL17c00ZEREREREREREQkmVI+cdvV1cWKFStYsWIFAJs2bWLFihVUV1cDiRIGX/7yl3vaX3LJJXz00Ud873vfY82aNfzf//0f//jHP7jyyit72lx11VX8/ve/55577mH16tV8+9vfJhAIcNFFFw3rtYmIiIiIiIiIiIj0J+VLJbz99tscf/zxPY931pn9yle+wp///Gdqa2t7krgAVVVVPPnkk1x55ZX85je/YezYsfzhD3/gpJNO6mlz3nnn0djYyHXXXUddXR0HH3wwTz/9dJ8Jy0RERERERERERESSwbBt2052EOmoo6ODnJwc2tvbR8XkZA0NDRQXF4/Y+iIiI4n6rEh6UZ8VSS/qsyLpRX1WJL2Mhj67PznFkfkbEBEREREREREREUljStyKiIiIiIiIiIiIpBglbkVERERERERERERSjBK3IiIiIiIiIiIiIilGiVsRERERERERERGRFKPErYiIiIiIiIiIiEiKUeJWREREREREREREJMUocSsiIiIiIiIiIiKSYpS4FREREREREREREUkxStyKiIiIiIiIiIiIpBglbkVERERERERERERSjBK3IiIiIiIiIiIiIilGiVsRERERERERERGRFKPErYiIiIiIiIiIiEiKUeJWREREREREREREJMUocSsiIiIiIiIiIiKSYpS4FREREREREREREUkxStyKiIiIiIiIiIiIpBglbkVERERERERERERSjBK3IiIiIiIiIiIiIilGiVsRERERERERERGRFKPErYiIiIiIiIiIiEiKUeJWREREREREREREJMUocSsiIiIiIiIiIiKSYpS4FREREREREREREUkxStyKfEJnY5B4zEp2GCIiIjJC2LZNe10A27aTHYqI7EEsEifQHEx2GCIiIj2UuBX5GNuyWfdyDa1bO5MdioiIiIwQwY4I61/dRndrONmhiMgeNH3UzrpXtiU7DBERkR5pkbi9/fbbGT9+PF6vl/nz57Ns2bLdtj3uuOMwDKPPz2mnndbT5qtf/Wqf7SeffPJwXIqkuHjMIh6xiIU14lZEREQGRzwcJx61iEXiyQ5FRPYgFo4T7o5iWRodLyIiqcGZ7AD25u9//ztXXXUVd955J/Pnz+fXv/41J510EmvXrqW4uLhP+3/9619EIpGex83NzcyZM4fPf/7zvdqdfPLJ/OlPf+p57PF4hu4iJG1YMYt4zMJSqQQREREZJPFo4rOFPl+IpLZYJJ74oiUSx/Sm/H+VRURkFEj5d6Nf/vKXfPOb3+Siiy4C4M477+TJJ5/kj3/8I9dcc02f9vn5+b0eP/DAA2RkZPRJ3Ho8HkpLS/c5jnA4TDi86/a2jo4OACzLwrJG9odwy7KwbXvEXydANBIjFosTi8RHxfXKyDSa+qzISKA+O/LFIjFi0TixaEx/5xFAfXbkigRjRKNxIqEoDnda3Jwq+0B9ViS9jIY+uz/XltKJ20gkwvLly7n22mt71pmmycKFC1myZMk+HePuu+9m0aJF+P3+XutfeukliouLycvL49Of/jQ33XQTBQUFuz3OzTffzA033NBnfWNjI6FQaB+vKD1ZlkV7ezu2bWOaI/sDTKgzQtgM0NrVgrth5L5IyMg2mvqsyEigPjvytbV1ETYDNLc2E/eNvjq38ahF7epmSqbm4fKk9H8/9on67MjVFmgm4uqmoaEBX0h3ZI4U6rMi6WU09NnOzn2fVymlPzk1NTURj8cpKSnptb6kpIQ1a9bsdf9ly5axcuVK7r777l7rTz75ZM4++2yqqqrYuHEj3//+9znllFNYsmQJDoej32Nde+21XHXVVT2POzo6qKiooKioiOzs7AO4uvRhWRaGYVBUVDRiO81OHXRjBprxm1n9luIQSQejqc+KjATqsyOf1eLEDHSS7c2juDgv2eEMu67mIDWN7fhnZJNbnJnscAZMfXbkqg134QjEyfXnkTOIz9XOxm4yC3wYpjFox5R9pz4rkl5GQ5/1er373DalE7cDdffddzNr1iwOP/zwXusXLVrU8+9Zs2Yxe/ZsJk6cyEsvvcQJJ5zQ77E8Hk+/dXBN0xyxT6SPMwxjdFxrPPETj1gj/1plRBs1fVZkhFCfHdmsmI0VtbHiI3fkyJ7EwxaxUJxYMD5irl99dmSKBePYMYhHB6+vRrqjrH95O1M+NYbsEv/ed5AhoT4rkl5Gep/dn+tK6d9AYWEhDoeD+vr6Xuvr6+v3Wp82EAjwwAMP8PWvf32v55kwYQKFhYVs2LBhQPFK+ovHLSzLJho+8Fmfu5qCbHhtG7a9f7PRRkMx1rxYQyQYO+Bzi4iISOqJR3dMfhodnWWYoqE4kWCMcLc+40jqsi2baCiGFbeJRwavr0bDcWLRONHQgf//QkRERq+UTty63W7mzZvH4sWLe9ZZlsXixYtZsGDBHvd98MEHCYfDfPGLX9zrebZu3UpzczNlZWUDjlnSmxW1sC2b2AATt81bOvb7w1lXU5CW6g46G7sP+NwiIiKSeuJRqyd5OxrFwnGiwRjhQDTZoYjsViwS3zGIwyIWGbwkazwSJx6xBvT/CxERGb1SOnELcNVVV/H73/+ee+65h9WrV/Ptb3+bQCDARRddBMCXv/zlXpOX7XT33Xdz5pln9plwrKuri6uvvpo333yTzZs3s3jxYs444wwmTZrESSedNCzXJKkrHrMHnLiNhuOEAzHCnZH92q+7NUx3a5hg6+ibtERERGQki0XiWDGLeHR0Jm6ioRjxqEWoff8+G4kMp3jEworbgz7iNh5NJG0HMxksIiKjR8rXuD3vvPNobGzkuuuuo66ujoMPPpinn366Z8Ky6urqPrUh1q5dy2uvvcazzz7b53gOh4P333+fe+65h7a2NsrLyznxxBP5yU9+0m8NWxldrFiiVMJAPljFwnEi3VGCHRGyijP2eb+u5iDhzihdTcEDPreIjDy2bbPh9e2UzyjAn7/vRexFJHVEQ4kSAaN1xF00GMOKWwTb9eW0pK5YJI4dtzENY5BH3Ca+tBmt/V9ERAYm5RO3AJdddhmXXXZZv9teeumlPuumTp262/qiPp+PZ555ZjDDkxEkHrOwrcQ345ZlYx7AzK+R7ijR0P6NuLVtm466bgzToL2+G9u2MQzNOisiif/wNW/uwJ/nVeJWJE3FdpRPGq2Jm3AgimEYhLujxGMWDmfK3/Qno4Bt23Q2BMkq9mHsSNZacQvTZfZ82TIYYpE4MZVKEBGRA6RPTSIfY8USNW6t+IFPIBIOJG4H7N6PUSWR7hihzgi+HDfhzgjhLtWAE5GEaDhGpDtKd5tGqomkq52TnsYG8fbrdBLuiuLyOYlHLCKqcyspoqspxNqXanreXxMlTWycLgeRQZxILx61sGKWJiAWEZEDosStyMfsTNzalk38ABO3kUAUA4Ou5tA+79PdFiYaiuHL9RANxfskaCzLZt0rWwl2KHEjMtrEwnHiUYuuRpVREUlXsXAc02GOyhF3tm0TDkRxeZ3EY9agJsREBqK7NUSoM9LzZUIsnPjsbzoNooOYZE2M5LWJdOtLCxER2X+DWiph7ty5+3x79zvvvDOYpxYZFLGIhekwEonbA5j52bYSH8pcPifB9jDxaByHy7HX/YJtYayYjcvrxLZsutvC5Fdk9WyPdsdo29ZF/rgsfNmpXYvZilkEOyK6pVtkkERDiRFAgdaQbjEWSUM7vww2XeaonJwoHrWIRyxcXgehjki/yauupiAZ+d4DKlElg6O7PYzL48DlTYtKeoMi0Boi3BklHEgkaeOROBj/n70/D5IlO8v78efkXkuvt+82m2a0gQCNJARIwiasMAoEGFsYOxA4iAlklrBAKPAQBgmDhCRsBCYwtoPFIUJGGMIQWIDA+n2FpBGj0SwajWbu3Nnu3vtS+5b7ds7vj5OZVdlV1V293du353yIIXSrq7KyqjLP8r7P+7yAJJNDtUqIQy4MCUXSQiAQCAT74FB3fz/4gz+Id73rXXjXu96Fd77znbhx4wZ0Xcfb3/52vP3tb4dhGLhx4wbe+c53HubbCgSHRhTEkBSJd5Pdh+I2CmLEEYVWVBD5MTxzssy61XSBdK9CMNSgLPIj3o3WO/4bvtaaiStfWgOlo32mBQLB3oh83o0+9CJ4PdGRXSC43YgjChYzyKqUBXBeToRexJNOqgQQDCluQy/CpS+uorXau0VnKGCU4fIXV7F1qXWrT+WmYlZdhF6UJRPSxApJ1PE0Phxrk8iPubjDjcf2YREIBAKBYByHmlL98Ic/nP3vn/zJn8T73/9+fOxjHxt6ztra2mG+rUBwaMRBDFmVEnXM3oOkPMDCoBVVOB1efrWb8jRtTKboXJmrGgp6FTvXoCwKKEIvRngbBG4jP0boR4iDGNLLSLUhEBwVkc8VQJFP4fb8XceUKIhx4/FN3Pcd56AV1Zt0lgKBYBxxQEEpV8unFT2Ktns1DgDEYYzFJyo4941zmDpTPOIzPRoiL2n4JEsA443KBnG7PtyuD6ftA/femnMEgJWvV1FeKODUvdO37iRuEVbDRa/qQC/vPGc4bQ8bLzbx6u+8A2QP6ujjOC/FYQyr6YJGLLsmIz8GY1xxSyPKlfLywXVOgRtBUiTEUYw4oNmaXyAQCASCSTiyesu//Mu/xAMPPDD0+I/92I/h05/+9FG9rUBwIEJ/QHG7D6uENDsva3xz4pm7q+NCN4Lb9bPSNMWQ4ZkhAruvSAkTxe1hlm0dFVnn3F3KQe2mi+ZKD82VHuz25H7AAsHLjdCL+AaZMbhdPqYwymDWnZHPN2sOGks99Cqj/y4QHIQ4jGE3j4/fstv1j71vbJz458sqX1/QCdcXjDEsPVXF+nN1mAMe14wxmDXntlHupXYvkiKBSGRobeR2A3hWuKuPd+BGe2r8uldq1ztYenJrX4n7W4Xb8w9lbdjZtOGZAXo1Z8eKqW7FRnOlt2fLj86mheZyD3Z7/79f6EXZurG9bh74+nc6AUI34vZmSW+JwI0gSYQHbmN2aGNL6EXZ/X/cxyuBQCAQHD+OLHBbKBTw2GOPDT3+2GOPwTCE96XgeBIHPLPOGED3YZXANycUUuJBOUlZc9qYTDX6itvQi+B0+sHMyKeIw3hIpXIciZOgbdrgYRyXv7SGC399HRf++jquPbJxk85OILj9CL0IYAAIVzsBQHOlh0tfXIVvDY8JdtOD3fRgHqPgmuDk0Fwx8eLnV45Ns8xrX9lA5fLxLu+OQ96YSEoVtxOuL6pXO1h9pgbfDnPBOafl4dJDq7dNcib0IjDKQCRA1qQsSJbiJMH3XtUeayMRhzEuP7SKa19eP5JzpDFF4EZob1ioXu0cyXscBTce28L6c/UDHYMxhsZiF4QQBPbOljxOx0dghXuuAGuvmXA6PqIDBJmrV9u4+LeLuPDX1/HC55Zh76EJ8CjcjocoiKGXVbi9AIxxD1oiE0iyBBpTRMEhWSW4MRRN5oHbl6HPtUAgEAgOxpEFbn/+538e733ve/H+978ff/qnf4o//dM/xc/93M/hZ3/2Z/Hv//2/P6q3FQgORBzGkCSAEOzP49aPwCh4tl6VJlpUOkljsjTYKysSWMwblA0el8ZsZJDmuBEGMeLkv3HQmMIzA+glFVpBgdfzbxvlkEBwFERBjKtfXh+ZnPHtEEQmUHQZZo0HY2vXOnDa/sgmP72qg8AJ0d2yj/ScaUxx9ZF14bv7MiNwI3S3bGy80NzT60IvwpV/WIO7R8VkHMa49ugGetXh65nGFFbDyyk444ji6pfXJ6p4GUdrzcTyU9V9v347qa9tZsU0geLWbnu4/ugGJInf+4Md7n0ngt3yULvRObRzPEpSuxdCCGRFgmeFOVWn0/RAJALfjuCO+N0YY1h6soKtyy1YDXdfFVGTnCONKGjEsPZsHaHHm8Je/oe1Y500dzoeWisHU586HR+9moPy6QJCL86EA3EYD91LVt1FFNI9qXzjMEZjqYc4sf3aL4HDvZJnzpcQ2OGQV/Jesds+wHgyIXQjxCEP3kuyBCITsJjtuJadFMYYQj+GostgERWKW4FAIBDsmSML3H7gAx/Apz71KTz99NN4//vfj/e///145pln8L/+1//CBz7wgaN6W4Fg3zDGEAU08+xKNwaMsaFmYeMIk80JACiaDLvt7dqkK0g2BKmfLcDFdYNB2nRDcZw3DymRF4FGOysKQjdOGpXIvMu2T/cVKBcIDgNGGW8QeBNxtpV3dzdtNJa6sFvDyZ7A5t54iq7A7fnoVR00lruIgnho40pjim7FhlZUYdXdI7VXcbsBWqvmxOOj4GQQuhFCL8bmC83sevV6wa6BUqftY+tyC1cfWd9xfvDtMDtWGrBberKCpa9VhtSYgRMh8qNcotPr+mgsd9HZsPb1+RhjWH+uga2XmofWZDMOKWjMMo/b1CohDuOxVkGtFRNuN0D5dAGSLOW+3/Q3qF3rIHD3do/bbW9iq4ZR0IiOHKeA8RYuoRfzhQ0AWZMRh3GWdOKvcVGY0RF6EdwRpfTVK22sPluHXlIR+jG8I7BLCH2+Lpk6W4RZc3Dpi6u4+Hc3sPF848DKzqOCRhShy4P4B0mgdTdthG7E/W0Zy36D7paD2vVOlgSkMYXd5NfPXprl9qoOT9gQHGhO8u0wsTGQwOjBjgVwWyFJkSAr6TUZIXQjSPKAVcI+bTPstpeNczSi3EZNlUDp4ShurYabC9bTiArbsX2y/bsUCI4jcRjn1jq3O6P2XqIJ884cWeAWAH74h38Yjz32GFqtFlqtFh577DH88A//8FG+pUCwb2jiQce9JPuKW7Pm4NJDqxMNJJHf35ykCplgF5Wsb4dZsDdFkkguSBt6vMySB0WPd4AzcLnP706KgtCPEpUxV9/EyeZDILgVdDYtXH5o7aZ6SF/9hzWsXqhl/25vWHDa/sj7IHBCyDKBqsuI/BhrF+s8scMwFLRxOj58O0Rp3kCQqPKOCrfnwzMD+CNUv4KTS2CH0IoKfCvA2sU61p+v4+lPX8ML/9/SSAV4Ci/358HGpa9Vxm6Ul79exdN/eQ3rz9ex9VILqxd4wK65zL0ttx8zDincTr9qw7NCuJ0AnX0qzu2mh/aaicCNDqTaHSQOKcAASSGgA1YJjaUeXvr8ytDYwxhDfbEDWZNACIGkEHgDa4nQjUAI4HZ8NJfz38lOUMpw+YuraOzhNdtprZp46QsrIwPGtesdvPj5lSEf2sDtr3NkRUIcUoRJ0sm3QwQOv6bAMLQxpRHF8lNVEEJQPlVA5Mdwj2BjFyVWV4omQy0qqFxuQ9ZkMMp2vK5vJaHHg82+HcKs7d82o7HUBZEICCEgEsn8lDsbFsyakyXnvF6QrN/2prhtr1ugIU9cHGSt55lBVp0GMjz/7QUaUZh1F6ohQ9b4Nel2fcQRhSSTTEwR79EqIfQiLH51Cxf+6jqqV9oAeINhGrOsOd9BFbduz8flL63CavTn9+ZKD5e/tDbWakQwGrfr4/KX1uAc4VpJIDgM6je6/B4/IUmG7paNyw+t5uaSyuU2rj8u7BPHcaSBW4HgKLHbHq49upFbpDSXe/v2+ooj1g/coh+49e0IgTO6fG87oRvlFLeRH+/aSMPrBZCV/K0oKVIuUOzbIVepROxAZWY3g9ANE5XC+MVu6PJyN1mReDO46GDlcwLBblgNF4tPbo38m29zlc1BNoF7IY4orJaH6tU2ooAHCxpLXEG7fVMbRzRrmihrEuKAole1oRgKVy9te77d9BB5MfQpFXFEj1Qp5nYD+FZ4W1QC3E5svtRE7XrnVp/GWDyLB0+Kswa2XmpmSY/2uoVrj26CxqPH/sAOQQhQnDewdqGO2rXOyOfZDRdWw8Xlh9Zw7SsbkBSC8kIBjAGrF+q54wd2yJXnXpQFQ3yLP9ZeN/eV6KwvdeHbISI/htftz8Prz9VRvdre8/GAZD1BACIl5dfJeQVuBKvuDgVfnY4Ps+bCmNIA8GBnYIfZeidwecNCIhNUr7Ym3shFXgTPCnPri8AJceUf1iZu9hS4EZy2P2TFEgUxVi/UYFYdmNV8ENG3Qh60AiCrPEiWJnzcXoAoKSOHRIYU/FbThdvzUZjRssT6UQRuQy9KfIh5gHj+FVMoTOsAGx5njwthUuEUhxTd6v4Ct14vQGfTzq411ZDRqzmII4r6YgeU8gAuYwxuL0DoxSAS4RVmE0ApQ2OpC6Ugg8h5UYLd8nD98c2JrjvGGAIrhKwki+wD/i5ON+0voXB1bcQtymhMc8HhvahjfSvExb9dxI3Ht2A13OyzcqsUCiKTPR9zFIHNFfeB2/8uAydCsM0LW7A7gRslc4jYgwiON74dwusd/2ask+LbIUI3XznoWwHspndigtOHzZEFbuM4xm//9m/jO77jO3Du3DnMz8/n/hMIDkr1chu1a53cIqVbsbF2sb6vRRGNKChlkOQ0cMuPEboRfDuEP0Hglpdx8dtKUgjiiKFyaedNlWeFkNT8rSirEnwryF4XOCEUXeYBTv94L8qiRB0c76S49WKwmIHIA4rbI1psesmmUDBM4ITHVkm0F5yuv+s936s6qN/ojgwqpUHbm7U5960QccCDqq1VE92qA6ftj1QQRWk3dlnKFEBu20dxVufH2hY0tRou72NGCCQJ+1ZhTVKu5LQ9hF4E37z9r6HjAmMMG8830FrdvyLyqPGtELIiQZ9SoWgypk4Xs/+2Xmpi5enayDnPS1TiRlkDCLDydHXovqURV70V5w1MnS6CSDxoCwDlUwW0103Ub3T752KHiEOGOOhbCXlWABYzeL0A1h4TF1EQo3qlDb2kglGW+fEyxrD5YhNLX6vsa65KA7XpPUwj/v2ELrd5qFxt576ztHRdKyoAeDI3DmkWLPOtEIQQFGd1dDbsie9zbrEQZU0OAcCsuVh/roGLf7eIG49t7vr5ePNUH+01M/d47RovqWeUoVfJB3V9K8yCYWlyPN2suV0/s5FQDRm9Sr5BWa/m9gO7AECQqyRwe/6hrB/S5HH6G2X2VWR4nD0uhB5PgutlDa1Vc19qy+ZKD74dcpsEAIqhwLdC1K9zH/XyggG77SOwI34/MP4bTtpkzKw5sFsejCkNsiLlvste1UFjsZvbuAdOOLKfAx1IYgL8HHZTxAdOOPY5TpsHQBRD5r814XMrjRkkqV8Gt5f1Y/1GB+0NCzN3lKAWlGwOjYOkOaFMEsXtwSrngmTNMmhXEXpRZqEimJzIjxF58Y57FoFgr3hmcOj7Wt/m931wC+ajncbSfR9zxN7Ls3gwd6+VDi8Xjixw+5GPfAS/8zu/g3e/+93odrt48MEH8UM/9EOQJAm/9mu/dlRvK3iZEHoRKlfbCAdUNgAfWJy2v69Oy3FqlZCUiqXHDZwIvhVO1EHbtyNISn/RXzploHq9g87m6JLNOOQKu1GK29DvD1yBE0FNArd78RW72fAOvNwqIdzJ49aLskYl6SbuqBab1x7dwNYx7zh+q1h5pobVCwfrRn0cuPrwOhqL3R2fwzO7EUJ3+DoLnPRvNytwGyAKYjDGULnSRmfDQhxRqLoytGGNkrLUdFyRNRmMcUW/pEg55RljDJ0NC2oS4FANBZ1Ne18+nZXLbVx7dOdyJbPmgoDsWlUgmBy3F8Bp+3A6x9PjK/XUlBSeSCjOGVlATS0o0MsaFr+6hUtfXB1qQuZ2/CzoUl4ooFdxULmSH5t9O0QUUCiaBEWXUZo3sgCaossAQ0716icKvDikCOwkENj2oRYVxAHdc+KivWbCbnoozOgAQXZte70Abi9Ab8vG1qW9zye5BkeEDFT08IBmZ8OCVe8rTRtLXZCBcu00wZkGy9KScbWgIPRitFbzQdRxBEkDpsGAttvzwSiDoitYeqqalXePPYbDj9FY7mWB99CLsPZsDbIq8yDimpmNO6nVQKaU5F9CX8XZ8bNKJdVQuKrI6l//3Q0rl7hSdDn7rhhluPzFNaw9e/B5bFwgcru/8HEiTYIbUxrcrr9nj1NK+Rwkq1K2FlMNJVtjR0GM4oyO0I1gtVxuY0EAEAJ/wsZgZtVBHFAoOp+zAjvMiRI8M8iNFasX6iOrY9LeCOkYIqkSvF2ShivP1LjtynP1IfV9FoQmfQWv0/Ey1XX62KRCEBpTbF1pQdEkyAr/L63UixKPa0kiYODz+kFI1yu5hoVJlcDNqhw6KUR+jDCIJ1aQCwSTcP2xzT03cN0Nr+fzJPUBmzLuldCL8OLfr2D5qcqhHjfdew2OWZ4ZII7EODaOIwvc/tmf/Rk+8YlP4Bd+4RegKAp+9Ed/FH/0R3+ED33oQ/jqV796VG8reJnQWjVht/gCazDg51s8U7+fpiSDHreDgVvfChAHMZxWf2HZ2bCw8ky+4zRjfHMiDQRh9ZKKOIix9mx9pBJi+0I0RVYk0IghSNQUqdqExuxYLy7SBixEkjL/ulGEbt8LOHvsCBS3jDLYTe/YljneaniZ+/HckE5KFMRwu/6uk7xncuX1KMW61wsQhfFNU6r4VggWM5TmDbTXTFSvtaEmm9rtAYLQj3Olm9Nni5i9swyAjxPeQEIpsCPYbR9qgav01IIC3w54YGQEteudsUkN3wpgNd2xCq5UkauVFPi94NCaON0OWA0XS18bbbtx4GPXXARJhcdx9CpMPTW3JxtTirM6irM6Np5v4sJf30CvypOWjDE4XR+ylpTLKzwwu36xkbt3uRo9hqzJI4+vlVSYdTdTsLpdP0lmMPhJQMhue1A0GUQiI8v5rz2yAXtMM8LUokJWJciqnAV++TwSQyupWL/YGKkI3Il80KhvleCbIYwpFaEbo54knzwzX7oOIGcpxBiDbwU82EYIFE1Ca20ym4PQi0FDysfDJCCVqv0L0xoIITB3aTbomQH0kgqv20+Sb77YhFlzUT5lQCupPAGRqGKjYHidU5zVUbveQa/iwKy72fWkGjJCr9+AJQpidDZtaCU1e23apDH0IthtD92qjfpi98BjUOBFQ+sSgF8LR2HNcBikSXC1ICPy4j0nKrpbNnoVO6vgAJCpQr1eAMVQICUN9eymB7PmQtFkyDKBb032nVhNF0RC5tUcBf1mtL4VIrDz1h3dLXukxU/qrZteK7KSr0wbhdPyYNZdXP7SGl743HKu4sbtBcBAU2BJlhAkPseprQckMvG6oLtlw6y6KMwa/PxUKRvH42CgykyWDuwLnyWbvW1jp+gXsWdCL0K0TQSUQinD9Uc3JhLunCTspourO8yTLxciP8bVR9ZzFSqTkDY1tw+5ca+b7FVupuKWUYbFr26heq0Nr3e47+uZ6d6Lj1mUcjucOBTj2DiOLHBbqVTw+te/HgBQLpfR7fIF6Q/8wA/gs5/97FG9reBlAGMM1attEMI3Q3nFLb/R64udsT5746Cpx63MfePSxZrbC0AI4UGMZIHYWO4NWSDQmCHy48xqIaV0qoDGUhettWFFTJg0G5OHrBIIX4A5fDGRNTU4YEfeoyZKysEUTdqxBH+wUUnKUQzSoXfrykpuBwInypUo3o4EzmQ2B27HH7upcXsBT5Ts8l3s13Yj9PJNjtKgj1ZSuX92x+dlpOrwRrR//5Oh48qqxNVvSRDIarm8vDoN3BpcjTeuQVljsYvaGM9OtxcgdOOx403apEYva4gGGg29HOhVHdSud4+kUWSvYiP0ufrnqMZ6u+mitWqitWruuQQ89dSUlOHrMUUrqpi7qwy75aG9zpOoccCvEVntB2RLpwxYNQdbl/qqFM8Kx17vQBLYc6OsGZnd9vn8ybjfbWqZIGsytKKC9oaVBSgZY1j66hbWnqujNyLAxRhDr+r0Ex+GzMupg5h3PmYM5YUC7JaLzRf3pqQJt5VG00xxyz3utZKC6tU2mis9VK+0Edgh9IFgpaTwDvehG/HvcqBkXCupsBreRL9l4EbZWiUdk8yaA0VLVdOJVcHAGDS49gH4+KUWFMQxV/g3V3tYfqoKraRyFXASfDXr/DsOB+xeUrSSgsiLsfpMDXbLy1TbkixxFW6bB0rMugvfDqCXlOy1aZNGtxugs2EhsLn1w0GacwE88UWk4esuVYnudU15FPDGbP0gUpoEJ4QAEoYSFbtRv95BHMZQDSX/B4nweanMkwdEJmivWXC7fl85a+0+PjHG0K04UHR+/L5yPFlfd7ldQRqo5zYcHlddhfm5NnSToKraD9xGQTx2TmaMW50U53QUZw20161cgNhueVC0/jUpqRJoGGdWEABvFDzp2rR2vQMa0aziRUq8nEMvygLVhBAQhWTVAfvFS4Ibg/e8CNzuj8jn19AoZXXghGiumrkmcC8HejUHK1+v4MJf38DqhdqxGPuOku1zHMADljee2MTG842sWeOkRD6vpjXrzqEl4NMK3UFbqJvBxgsNrD/XgKLKh96I2OsGoANB2igRq8UhPRE2fkfBkQVu77rrLmxtcUXKq171Knz+858HADz11FPQdX2nlwoEO2I1PLTXTRTneFY7VaBSyhC4EQozOpw2b+yxF3jzAK64lSSSlTJ7vQBqUUHg8OBQWo6c/jslDcJuV89qBQU0pljb1lQF6JctjrJKSLv2Rpniji8kj7NVQhxwn2BFk3dcPHpmmNvEEUKOZCLi/ofxsfWnu9WEbnjbB9wChyv0dvqNKWXwzGBkEzwa80UQjXZfKFz7yga2Xtp76dPSkxVcfaRvO+B0/ayDt15WEboRFINvhiOf5rydtvsuDiKrfBOcnrfT9MAoy3tJMu79PQq77cFueiMDkOnGedz36nZ9xCGFVlIRh/kmKSeddOwPDjmwSilDa83klRoRPZKkitP28OxnbuDCX1/Dhb++hhf/fmVPm7LUU3N7snE7ROLqurSk3bdDRGEMZeB1kixBKajYerGVqSV9K8hsdEah6DKigAd6UlWGrEk80GQG8KyAl2VrErSSCt8Ksk3X1ktNrF1scIXfiBLr0OXzbaoKVpIAodcL0N1yICXl5MaUhrWLdXQ2J6/sifx8UJBvTrjKX1IkFGZ0mDUHz/7NdVx/jDdkG3x++n2EPk9U0Yhl6watqCJwwonWPNzmgq9v0ioEtxf07S4Sf9PUt9rp+Lj0hdUsKMooQ2Bz2wOtoKC+2MG1RzYQBzGKc3p2rkTiPr3pZx+0e0mfUzploLHcReRHWWAP4NdO5Wo7+UwO4pDlAv5pk0a366Ox1Et+J7qvSqtBBn14B0mbqR2H0s2VZ2q4+uX+XBI4Yc5mortpT6S8Bvg9WbvegV7Whv6ml1QEbgS1wL93raDAaroIk+ovSZEQuLsHs3kVXJAFhiVZyno1pM3OGOWBE4Crv0OPB9G8bar20IvAKDL/WUmVMuuWUaR+r7IqcUWyH2f3PY0ovEStnyKrEm+qOzD0SPJkgVvfSr7LAZW8rPSvm3jguJJMDnwtpU0Ts88T83UADY+uX8RJJXDjsYGi0Bm2pHg5EDgRQAgoZbjx2CbaawcbW48zVtPFpS+sDjXF3HiRByz3I3Dhe0++hjus/WdqUQRyNM05R79niJWv16BoMoxpLVv/HQaUMvhJoj79jsJkrIyj4zHfHkeOLHD7L//lv8RDDz0EAPi5n/s5/Oqv/ipe85rX4IEHHsC//bf/9qjeVvAyoLnMGxmkTTtSr6jI59l4rajwjtJ7XMRzqwReOZVaJXBlSwS9pCYbHd5B3elwFc5gueROyrjyQhHN1R4aS/mGM6Eb5bL7KekmLUg2koNqlcMOFhwmURCDxRSyJmUlnaNIyzxTRpWIHwZ+osA6qLrhJJKq1UM/vq3L3NPFzE6ly6Eb8fLMEU3wQjdGHPLN6E7NuChlMOvOWA/BrcstVK8Nq1fTzXGvYmeKDrvlZcGh0ryBU/fOgJB+o77Be3wnha+kSLlstdlwh8YStaigudQdWmyl41foR0P3Ho1oTr04CrcXAAxQ0qDGy+ge86yAK2JH+CUPsvS1yp6UGr7JfVQLszpPRhyB4mD9uQacToDpc2WURjT72o2sseQIZeJ2VENBr+bwBXpyPclaftmpl1V4VgA3ua/4hmT8sQkhYIwnHbgfbgxFlSGrEpy2B9/ij8maDEWTEYcMi09s4dnP3MD1Rzd5EMdQRtqH+HaUHQ/gPtJREMOsuzDrTqZkL8xyz8+rX14fune8XoCrj6wP3W+h1w/cMoYsaJsme2VFwvwrpjFzvoyZ82VMnysNf3jGx6t0cyOrSQArKW3f3hAMALYuNTP7B/4ZQxBZykrhU8sBxeirjAetCnpVB27Xz8bX0O/bHuhTGv9uag6mz5VywXatoKK1biVj7mh7Da2ogoYMnhVCMfoBtKkzRbTXTFx/dBOtVXMoSZC+T3vdQq9i8yZ5uozGYm/smsOsObj2yMaOc53vhCOV5FkD1Vuc5Ay9CNUrbVgNN0u2eQPBZjnpjTBpJUBr1YTXC2DMDItpirM6Fu6byb5rtaBkSVJFl7mvdMR2rUBxOjwQqya/r5TYgIUeVzmGXgStpMBueKCU8YRMwNfe2+f01BYiJQ2MjrMy8O0IUUgha3Km5E7vV2/ASzs7XjKXDTJp4Lax1IVnhihMDwRu07nR4eNKasMhyRIiL9r3uot/Dh+yKvcDHl6MOGJgIHu2cTmuBE6Ia1/ZGFJeH/r7JHZho4Jzo5onvRwI3QgEfH0ahfRE9zHobFh8nBpYz5l1B4tPVJKxTtpz8DVdm4R+POT1v18ClwdNtaKaVaQchO6WPWT5OOo5bo9XLaSCslHisfaGhdULtT29f+jy8Xlw75V+RkmSbvtq0KPiyAK3H//4x/HLv/zLAIB3v/vdeOSRR/De974X//f//l98/OMfP6q3FbwM6Gza3L8uVaAkg0hfmSpBMRQ0Frt7KlGII5opfSSZgEYUvhVkweA48YXjXnd8EzqoCIgGNmHbUXUZBMDas/Xchi50o532qJkCKFXcEokgOMaLstTjlm+Y6dAiGEiU0U6U+55khX+uSZUikxLYfIMbHGCRfFLhvoNsyG7kdiNwksy2Pf764c+Js8BH7m8uf71aUHZMHgQWb/wxrkv91ov5AElKc7kHt+sjdCPYTQ9xxMcRZYSH56BFSspOTUwyxa0bgVEGs+rkAiAAYJQ1OJ0AvWq+jDgNcIVePJS9TxVCOwVk7aaX+YGDIVPcMsq9vQ77Xj5OeL1gV2UTpQzVa+09qQDTsmGtqCSl/4e7cDXrLrYut1CY1SDJBKqhgBCCtWdrE2+OBxtL7oZqyAgc7oUc2CFXg8vS0HMir39fbS9fHoWsSDBrDk8uhDwYrKgSvG7ANwCsr8orzevoVR1u2ZCoPBVdHpmAyY6nDijWwe9hrj7kwU1CCKbPldDZsnlgYWBOT60OtgdRB22UpCQxnKmXU4V80qwzVeMPQRJvSy/K+V4DgGLII31uK5fbaCz1A/NeL+BNwhLVjtsNEIf9AJYkcz9Tp8O/n17FhtP1BwJE/XNWNAnGlIaZ8+WhQL5eUuGbAapX25lad1Swf+psAcVZI/u9AP77Tp0uYvOlJsyak/O3zb4KmfBrwImgF1UYUyrMhjPSFsa3Q1z5hzVsXW7CHzPGp0m9Ud7Nx0Vx21wxYbdcrhxN1oG+FWTnnFVqTTifpwpDaYIkjKLLvBKEpV61Em9C6/Wb040KGDodf1sVCJ8jIi/Kkq56WUPg8gSi3fKS5AwbEbjN90aQFMItjsb8LlmgObmfGUM2x4/y0h4VuCWylDXcHUfoRVh/rp75amevlQgYZVmiJTtvmWR2JfshTbirBV7Zll67NKJQDfnYNtLbK1bDQ2u1d+TqQt8OebO9EcG5wOH+t0eRRD3OpM0vAS5m2qvH6yBxND7wyygba+V1VDhdP2ef1FjqJY39+uOI3fQQOCFK8wZvArzH4Gtqz8didmjXb+jye1wrcI/3g+5pe1UH9WvdHdfqrTWTr6dkKYmLsJF9QtprJrZeau4p5pJ+HrWgZPNZKgyQEts4wTBHFrjdztve9jY8+OCD+Of//J/frLcUnEBSrzllwI8rzYRm3nsygVHWYDXdsUGWUQxuvojES0TcXpBs5Hg363RhmY5zgwPLTopbACgtFNDZsFAfCO4E7uhmGNnfnShbhKeL5eOcTY8TVUG6qB/lGRUlfl+DyhZpj0qRSfEs/vvd7sHJoyBNCNCYTdw1+TiSliTtdP2kG0RZlYdK+oOBxVCwQxlQ2u3e6wVD31fghLBbHsyqk9vgMcpQudyCrMqIQgq75SUbRpor/U0ZtEjJ3jcpWRtFpsx3InhWAM8Oh7wKFV1GHA2XEafnQWM2tChNfXMZY7nu7tnnYlx9PBgkToOMzZUenv3bG7jy8LAa8SSQ2ufs5iUYeRFCJ9pTl3e75eeCoofp8cUYw/rFOgI7zDW9Ki8U0Nm0Ub3Wmeg4oxpLjkNJPJad9nj/VUJ44D+17NhevjwK1ZBh1VxeZp2of2VNRhTGQ961elnD9Nkips8WUZo3uLJdlbLExSDpOeYDjASe6YOGeXsISSaYPltC9Vonm9P5JrALs+5m3r4pkR9nx+UVPTTx7GQjk72jkCSu/EkDVTmFa1GF0/ZzSuLI5/7WdtMDY6zf1EyRIKsS7IbH732WPxaRePkojSlaayZiv69+TDdbksIboxVm9JG2GbImIfJjXPrCKm48vjX2mpFVOdcYK0UtKNDLGpyOn/O3zf6uc7VhGuhWC/xa62zmA+Y0orj+lQ201y2ELvfFHcVOiff0d7uVCiDe26EFQkjmT7w9Cb7XgCCjbEfhwCCpN2v6W2+fq9Yu1nH90Y2h120vPyaEJL0a4izpqpdV/pm6AXpVm9//DEMbd98OgVH2IWPG4e33s6xIWdOztER3cL0uqxJfww58Kdl3Goxfm1Yut9CruSgvGCM/a+Bwy4a+VYJ0oHXXYMAjtYpIVe27JaBvJzwr4OPdEd53vKl0BEWTMiu8QdKg+07VWCcRz+wr+RVd3rP14CD1G11c+vzKyPV5a93EpS+u3tT92dV/WMPy17nS1O0F6FXsXBIKQG7fLSdJ4b3gp/7fBGObA++V9D5IK4EOWgESehF8OxgpsAJ4vKW53MsSp1nlyQjFrVV3s+bwk5IKRLSCktxnMV/bEP5e4+bqlztHGrj93//7f+Mf/aN/hDvuuAMrKysAgN/93d/FZz7zmaN8W8EJYO1iHa3V4WZebndb2ZXcL2GI/H45nlrg5X7dPXjQ0W2BWxanG/SkEQvh6oHulp0tBAd98kI/BsgYpQz4YEtkgrULtSw45JkByJhAryRLuc7PALKSjcNWszldH9cf3zywiXoUcNVyutiNR0zGocvVQoPKlmwTsEvpMQBUr7VRudqa6Hy8btAPIh9ji4lbQZR0OaYxHfk73S54vWBXpVEaAJNVacjbMnS4b56syTnbge34VoA4iDNvyEHslpeV1A0uNroVG92kYzchvPzKt/g9PUpVOGiRkp27HY5NBgFIVMQRb6LkRdnYOIiqy2jc6OQy9L7Nm6BJMsnKorPvJFlQKboycsEa2BF8O8qasIAgC/D2Kg6cloe1CzVc+JvrWYOik0Jqn7Nb19v0O7QmtEqIIwqr6UIrJupCgkNN0pk1F9Vr7Sx4mSKrPIi3/mx9ItXtoKfmbnAlHy9/9sxg7OtkXUZ70xpZvjwK1eBJltRDNd1cxQGF1XCHVL3bSTc+279f3w6GAoyqIWebie1zu6rLIASoXG1nZdjdig1ZlVBf7GZJHEZ54EcaDNwGceLZOT7Zux1JIfCscOR1l25+egMbbF6mzpM6kR9nZeWSIkHRZDhtD9YIexVFV9CrOLCbHrxeAMWQszEiShuN7dCcDuDf1dw9U5g+X8L0+RJm7ypP9BkHKc7qOHXv9MjfU9G556peVrP3k2VpqNJq7WIdW5damDpbBKNsbHf40O8n/kfCjqaB6qTw3g4WivNGdq2lSXBZ6Qcmx5WyjoLGbOIkDADMDlh4bA8S97YcdJMASApjDL2KPdz4DHy9HjgRWMwgq1zlbdYdOC0fqsGVq9vnJd8Mss86yLjKh8AOc59P0WXYLReMspFe2oSQoWBu+jm9XoClr1WG1p6+HWLtYgNaQRk97rBUJR/2G54pZE/rLsYYlp+qZI3n0oCHaihZICV0+Xep6nzvc9T2AjcD3wrg20fbXDgOeU8BRVdGVgkGDm/45o/wRD+ppNZG6b2m6EpmqbMffIsLnkYJqdw2XxuMEggcBTTiAoqtF5uw2x66m7xfjazIueBx5PVFVbIqwU+r9ibE6/mZ/dleG5uNI51/Uo/3g3rnBg5fb42b17oVG24vyBL9JB3zt10HNKaZ//mo+dWsu1j86tZQ3CJw+PonFZekNlBg6V4tONGVe/vlyAK3f/AHf4AHH3wQ3//9349Op4M45hf87Owsfvd3f/eo3lZwAmCUYfOFBjZHNAFy2j7ipDkCwBdAg4Hb1C82HTDrizuXAQxCo/7zpAHFLUkWd4omw6o56FW5152kSnAGSjz4YLbzexVndVgtL3udZwYjS/OA/sAVDZSHSTLf8KWN1A6rxKRXcdC40T1woCBOgsx9RcFwJi/0YtCQbrNKSDJ5O5SFpzRudFG72pnofJyOD62gII7YxOWDLxcin54Ixa3bDbIO5+M2rIHTXwxsV/EMZnhHeeCmeBYPWA12Y0+xErXgYHdsAKgvdhEFXAWjGgo6GxZfjMQ7q+wGF1J8Ab3DVJ0E+JyOD5aUNG3HmNJgtf1cENEzE49aTYa5zUYhVSUrujS0eQbSkv5+QyFZleF2+CKrudqDVlQxd9cUrLp74ppapAptxsaX6AJAkCj4Jt3wOG2P+z0W+93XD8sbLT1+5MUjy86Ls8bYjdV2Bj01J4EQ3qDMafsjVeYAoBUVOC0PVs0ZKl8eRdo0zG55WTA4tQ0ZbC42DlmTR3pout1gRBBThtvxM5uE7RRndXQ2LFh1F91NG4EdYeZcCU7byzZscUS5MlgeVNzGQ56duyEpEgIrhD/CQoNIPLk8aNHgtD2EbpyNWWl3e1mVoOgyQj9Gr+pk66mUtNy6sdxD5McwprRkfGHcf3tCqwxCeKNXaZz1wwSMe51WUlCcNXLq8cKcjvaaycs7Abg9H2sX69BKahY8HDWeAcA4H97+iRxcAc8Yg9P29rUZbSx2ELpRZqPi9YKc+hlINtZ08rXOQUptB63K0kq47YnLwI7gmeGQfQ+31kkCcgPXUmvNROhFUA0FsibD2ebjOG7sGXU/AMP3s6LJCFzuHe52/ZGVLOWFAorzfeUsX8tSXPrCCq4+vI7Vr9dyVTlbLzVhN93cawaRZIlX6bgDVilJyfGk6y6n42Pt2TqaK7xHRuBEoDGDasiJXzC3VAPhY0Q8oQjiuON0eDL6KC1KIi9GHHOfzVGVeek1FLjhoVcEHlf6Hur8XlMHmnTuh9SSx6wNJ/Gdjs8D9DepkjStvrObHtafa6C5YiZVGxiudEuV+gNe1ZPidPxsnrVboxsA7wZjDFazbzuWBrczi7QDBm59K2nKPOb+aq9bWWINSKouCIYUt54ZZp7lo1Sy9esdbL7YHNo3pVaRaa+OwI2yqgpZ5RY1olJ2mCML3P6P//E/8IlPfAL/8T/+R8hyf9L+tm/7Njz//PNH9baCE4BnBfCsEO11cyijlJadpgs9SZa4Yo4li9WBdZgxpaFXcyaW28cRzQKkRCaJOqOvwFF0GZ4VInBCqEWVK1Y6/UV46O9eQpr6hFlJ9/fAjsZ255YUCYEdwnfC7LCZObgfo36jgxc+t3woHSt9K4BnBmPVKJMShTTxwyFjrRJCL0K8XdUwoeI2ncishrvrpiOOKDwrgFoYvSB7uRMFMRjFgbzWbjWpD7WWlgyOC7omaj9J4Yb3g9dOuvhJO1SPW8R4vSDzc92u2jWrDg+Ysr4XWOTHqF/rQE8CZVpRgWeGQ6W8o0gXiIwyhE60oyJPUiS4PR92w8W4KJBiyIi8CO2NfhWD2+Fqf0WX4W6zf0jfX1ZlbjeybdHpdPyc6k5W+Tm4HR9O24dWUkEkbu3Sre7+eW8n0vJeRZN33GxEie3GuMXsduwm/07TIJqs8d/lsBQH6W86KhAma1K2mdmNQU/NSVANGb2qzZWbYwKqakFB4EZorpo72g2lpPdhZmOE/ueKJgj8Ssn87tv538Xp+ENBX9VQENhRdh+POvfQjVFf7GabQMXgG93UniQOKShlkKR+SXvqL70XxSPveh/Dbo5WFasFBa01M9skOh0fRCKJP3+YC/Rl5ZZePBRYSy0umiu9xIaCr7PiYHI151FDCOHq8YHAnFZQQGOGtWfroJRh44Um3E6QWTHIGrfYGEXk8WDYThVQBy3drF3r4OLfLQ7ZaOxGFMSoXGlDK6qZZZbd9HLN7YCBe2CCBDiQiBX2F0/vn5sXwU2U3YNN7QDA6XhJFUg+6cEtv4Lc2lXW5LxntZavOEvn9+1jj6SOb2zrtL3c/azo3L7DN7m1kTJi7W1Maf1KEvTXDHbbw8z5EsyGi07y+3m9AOvPN6CXtbE+wZJK4CZJk/SeJRL38J103dVY7MJueegkFYSDTY1TD91MjbfLOuZ2wmn5XO16hEG91GJL1eWRa2GvF3Blc0iPdWPowyT1S86aHiYKz/0mkt02Hx9G+f2bNQeRf7S/8SBpT4vinI7KpRba6yb0sprZEKX4VgBZTte38p4CtzSmcHu8ATefSyO4+7AvsRoeXvrCarYu85JjpuP8Qff+vpXYzI24rmlE0VjsjkxYb3++2+NCjlFVEjSmqC924Hb9IbsN3+EVEYOimdSDP208eRLGscPmyAK3S0tLeNOb3jT0uK7rsO2TtZETHC5pya9vRVlpUIpZdSEN+swlN3e2oRjYBGklBaETZYud3YjDuB8gTawSAjvIsm7pRict5ZQ1CUEq7QcPAO3WaTsdcK26g9DnSoVx6iU+mDE4LQ+yLA08xge4ytUOrLozMou5V9yk+cjgxqSx3B2pet6JdNGTbaxHBm7jTMWcwjfS40veste6UeYXtpuPV5B0MVd07pd2uwYnj4pUoUEIJlZ+rDxdxcW/u4GLf3cDi09sHfEZ7k6aPVd0GSxmY7tLu12+4OHNTPK2GW4v4Mb7Eu9WPy55YLe8LEjkDSxgaUTR2bSgFhQQmWSq1u6WDdcMYCRdptVkATeqNHmQ1CIFSBvIjfZdTJFVrujpVuyRNglAUkasyWgu9buu220PiiZnyrvBRXnfS4sv2Ldn9jubVq6BkqzyDXFrzeSqsGSxpxV4yfVJKNtM4VYvDKqh7KhA4eMcmXjDYyWWEtl3qkiZkooxhhtPbA75Re6FVDE+itSLcTdbi1GNJXdDLSjwbe7VPk5xKyu8QiNV2E2izpRkCYEbDiU+4wmsFlIG5xAaUV6Kve0cZVXCmdfOjSz3Ts9VKymoXGmjtdaDXubBNUVX0FjsgVGWVMjQnMdtHCab1QkaQw1+ZholPrWjgk6JJ2zaiLBXdfh3kfjzh25fVSopElgSqFC3KW7l5G++FUIrKlBU7h/sOzxxvZdg882mdMpAa6WHtQs1bL3YhDGtZd+7osuwO97I8WjUumSQdJzdL2bNwbVHudfuqCaWO9FaNWG3fRSSAHRa8h+4w0lwAHuwSqBj/dMnggGBF8Hp+LxxGfJNjJy2jzhmw8HWxPLD7QZZMFNJSvwZ+hVuURBnwYnAi4YqtYDEPmzEWpAmTUAH7+dUIOB0uAXIbgkegK9NF+6bwcz5MtSCApY0nQSA9RcacNv+SI/m7PxUnuALvQGP64Ek027EEUXlMvc2Thsm5TyuCQ8++mlVUbIn2m9Z+3Eh/e15wuTwKk+G3sfn8/koxW0cUfhumFTt7WyNdJJIG94NKi0B7Nhkq7VqYu1ifehxmtjTqAUFnS07d82nSe208ffNILD5ZyvOGwicEF4v4IkXJd+cLrAGvMMV3jR40kBp4ERZ5VBaHbRXj1yAj6VOy0Ov6mS9FdKxlLGDBW65p280dF1vvNDAxb+7gec+uwi75eUqWlK23wduNwBjSe+BbbYQZs3l80PI0N3WsNVL9l5pvCB0o0wYIKlchXtQH9+TyJEFbu+77z48++yzQ49/7nOfw+te97qjelvBCSAt+QUYWqu97PE45OVYgxsoORlQQ3+4nCbt0Nxc7mESomBgY5WUnHH/sCRoqvPu15l1giojDmN4Jve+aW9YYwMngyiGgs6m3Z8cx2yCs8nCCTNlW9pFt7Npo71mInCHm7EAXJlqNyff5NstL5lE+wuk2tUOahM2rEkJ3LCvWCEYY5UwpiEb2T1w65khIj8eOtdR8KZVSbCAQFglbCMK+omOyN+9jIdShs2Xmqhd66B2vYvNS82barHgdP0hD+Y0ey6rUmZjsB2+4OFl2qPM9fnmrn8PjlqcU8rgdnyesFGlXEm53fYROLyEVTUU9GoOKGVobyRlRkpfZQPGeGOyHQJL8oCCKMwaHu7wfEVC6HG/znHBJYAricykZD3190xLueIgrwp1uz4kRUqUBnFugRiHXEmYlvSn5xyHFM2lHk8GJOOoWlSTxm1Ht/G62fTVyBI8a7widnAs2y3gwxhDZ8vOBRkGy/OclofNF5qo3+js+7zdrrdjwFVN5qWdfM63e2pOgqIrSYn+zhYGkkR4om/CQKZiyEnwZSCRK0kInHCigAyRCdxO/3fxncn8dUdRmNHhdnyuzE08V40pFWbDgd3yuOJ2IMCWKuWcjpepeiZBVvmaIB4RwAL6FT3tDSvfyJXwezoL+Ax8x+MacoFwT1GtpGaKq8DmzUd28xC+laRj4NZLLXhmiMJMf+OpJmu4UQGI3dYesirBd8OxzSt3InBC3qyxF2DqTBH1G52JPR0ZSwOF/blESUQDdssbDjaz/FonSIPtI6ARPVDclkgEgd1vwCjJJOfnmJ7fdmSFK7idrt8vx07sOdL7L/NxNNOmeDEPUg8Fgfk9v70UOXAiRGH+fk6/p+6Ws+973ZjW0FjqobnS44mBGX3HRGwaSI0jOhxgn2Dd1V4zYTU9TJ8rIXAj2C2P98YYeM804CEp+SDI7YyfqK31kgq36x+Z12XaxV7WpCHFbejwZEG/CdzJ3UPwpttJ9WiSnB68xohExiaOGWNYvVDD5gvN4eZuToQoiFGc1eFbQW58cHs+Qj+CostjLWwOm7QhOCEEU2eKKMzokGSSVbgyxvt+BG6Yq2QgBBOrP9OGybLKBSFg2FfywW57cDo+OptW358+bQ4pkwMlNLg1EBuyValf76JyuY32mgXVUIZslIhEuFJ2gLT5mqIrsNtebo5sb1iIgxjGtIb2qplbX3q9oC/EI0lyOfHgT73FheJ2mCNbfT344IP42Z/9WfzFX/wFGGP42te+hv/0n/4TPvjBD+IXf/EXj+ptBSeAtORXL6lorpjZROp2uafXYHA09Z+K/Jg38dm2qNOnNHQ2rInKMCI/7jcPIYOlmMlAKfGBJG0ek5aX+naIXtWB2/Whj8hObUcrKEnZgMMVBGOsEuQk48SibRs+xtBY7CJwIhhTGlor5tBk2as4ePHzKxN1NKcRzcrA00mVxhTdir1nc/DQjXObulGBtMCJRgt22LB3znY8M8jKTnfLYAZ2mCvnFs3J8qSKW7DJlB9eL0BgRygvFDB1uoDQ2z14fli0101c/MwNVK+2c4+n2fP0Hh21+eZeknGiuJVyDcho4hM1OG6k/q6590k60KcZdKftZU1Y7KaLKPHdVg05C7TVFztQi/lAamo9oOwQWEoXkGlDPR5Y2WFjqErZom6nxJFW5M2L0vGQN0iTs7Fu8LdMM/tpomhQcWs1PK7EGygdT8/B3uYFqmgSooDCbh1Oc4bjQLrwl5WdPbgyawJ5/IYnxTMDuF0fij7g+50FbkO0N204HZ83vNqHLyVjfLwcVRqcoha4gninkr7tnpqTIMnDc+kotKICp+vveI6555dUfs3r/etNLchgwNiy5UEUTc7Nj4Gd+vrtHvTdjqxIIBKSxpxJICppFla/0eWeyLS/EZYkblHjW+HY+X8UqWIwjoZVjCmqIaOx2E38bSOoBe4XajXcoaSposuANFplqhVV7hesSpBkCYzx8/WsAJJ6wPr6I6a0UEB3y0JxTs99NkXnKs5Rlge7rT3S6q69KoBoTHH90U2010zMnCuhMK3BM0Oe5JoAp+WhtWKiONNXdaafw6y7Q0lwHkztj9crT1dx7SubY86N7dt7GODfiWcF6FUdSKoE1VD4upbygAAXMwwnEyWZW36Ebt8qTNFkhG7fg1uSpZydSeTzINr2pFHm97ht7veTiqvtYw5f5zoTWaqMwihr8K0Qy09VhhIDo5CS82M0b8NBCBeV7Lb2ql3vgFEGraiAxYw3DOwOBDxAEDhhUi2wcwL6dsKzQ8QBvx5CNx5qGnZY9CvPyJDAI20Cp+gyGJ08cHe7Ybc8vPT5lUwtGbjRUEJIMfgcMmo/aNZcdDYt+HaIwB59H2olFXHIchWibjdAHFDoZTUXOD5KfLtfeaQaCgrJuMrti2imuqYxy401jGFiT9lgIHALIGtsvlfMqgvGwHtj9IJE6MXHLG7VuP/9F7cGoiCEZIk9miSTi7M6ps+VUBrh2y0rEnwr/xv3ag5kTU4aI0aZUIFRHquQNQV6ia/v0ooMGvPYSfodMYYsyT1oB3FS77mDcGSB25/8yZ/Eb/7mb+JXfuVX4DgO/s2/+Tf4gz/4A/y3//bf8CM/8iNH9baC2xzGWFbyq09p8HoBOlvc6sDpcKWYkvOfSkz+/Ri+HQwFOPSyCt8OJ7JLiIOYb75SCHJBIQA4de90NphlPjNWgPa6BRqyHQMyKWqB+8e1NyzuezdGcZOqcuJ42MPM7fnQigqf8NrekIKkvWHBanq55mnjSDt5G2WND5wRhdP2eXDHi7MSuEngPl7J5xkTEBzrkSiRodIPs+5i8cl+N8pUiUgmmAh9O99EJTjB2fL9wBdnyWJ1gsnR6XiJHyLPwsZ+PNQ85Chwez6ufnkd7TUr696eMpg9B0Z/jsAOs/s4zeKmAd50YZ6VhElkZPdg3+4HOtOSzjQZZDW97DpLvSErl1twO8FQmZFaUBLbhvHjRGqREroxP78JrBLSjeFOzyOEgMgEzZUe97Ya2LgSiWSNDuOQv2/eS6v/vfZqXK00OC6mm+zADqEX1fx7EhxaV93jgJ+onTJf7jEBH8/kCihFl2E23LzSwApw44ktNJOKEruV3FsD8weRE7seJ0JzqZs9z9rFzmAUccADG9IO151W4MrYnXxut3tqTkyS9NwpSJTdGxMGU1RdxtnXzuWuw+KcgYV7ZyZ6vaxJWQID4Pc4jXdOkuzE9LkSZu8oZ/8mhEAva9h4oQGr6Y5U3HIV3t4avQFIxoTR52lM8Xm8dq2T2UYoGm+w5vWCnF3G1Jki5u6cGnmc0ryBU/fN5H6zdGN+nBW3AN/UnrpvZmj8zTzKRyQcfXu4Md0gaSJ9rxvJ1Wfq2HypiakzxUwRKasSKlfaEyVh6ks9BE4+UZY1cxnof9D/W34dZTd9NJe7OQuDFBofzONWVgh8K4Td4JVwPHEZwuv6aK+bsBtuZhW0/RxpxIbm3jOvmYVRzj8/nWdDl3vTb/+NsoD6tvWdb4cjx6q0woTtsPbeCSJxX/jOhoXCrL5r4JtfN0nlzMC5l08XUF/sYPGJrbFVDm7PR2Oph8K0nr13r+rAG1hDSwqB2w3gD3jhMwB+cp1Wr7axdbm15895q/GtEIwlSYowPnAjpnFsT7zmvP4ThX36XR+l/QSlDEtPbt2StVKvyitD0jXgKO91VZfh29HI8vzGEm9sHfnRUJ+UwfW3rEo5f+9ULKBofNw4Cju7xlLe8s8zg5H3bLaeS4Qe2+dmSSY7Vk61102sXqgB6AeH0/dRNJnbHewh6Z5WGJfmdPhWiNaamRsveaPlcN82ZOlaTtXlbF8d2GHS3HU3YUlf0BUFMW/eqqe2EDS7BnjDWxfGlAq1oCDy4uz65smYuC+Mkwmctj80Zh+0IehJ5EhWX1EU4U/+5E/wjne8A9euXYNlWahUKlhfX8dP/MRP7Pl4v/d7v4d7770XhmHgLW95C772ta+Nfe4f//EfJ5vF/n+Gkc8aMMbwoQ99COfPn0ehUMjOU3Dr8a0wK/mVFR4MaCcdgu2WlwvSAAPm/F7Mvfe2bSgkidslVK91cgEfpzNcdh0F8bZFIclZJYyE8SY/jaUulMJkG05JJqCUZgvpcQu/NKhGo22l0sl7FmZ0vtl2I1gDWcw0y+WZwUQZuXTzqk+rWbbManpJ0CieeKPCGONWEul3KJGRr/XMcOSmU1bIkFdZ/XoHmy80s2Ca0+GdgGVV3tWP0R8oRZRkPtkI+gROBCIT/t1MMDm6bR8Ay3UIn0TRfRDiMMbVL6+jV3Uwe2cp696eMpg9l2Qp2+QNdmP1k6Y6WSCS9NVV2+1KZGV0oxPPDDL1tpx476Vq9M6GlQXcpEQR363YiCM6lMgxpjSU5nSoO4wVqUIncCNUL7d5s7+dPHEViZeYT7AHNaY0dDZtdLcsMIpso6foMsw6/77SYPGgWmDwXmqvm5CUEV3iE6uK7Y2OVENBZ8O6KWqKm4HbCxIbCQlxyMYmPfykA7qqK1wRlZThVa608exf38C1R9ax9NUtvkBveDlFJtAf/3sVB92KjfJCAZFP99zYCOA2AHFId1SzksTjeSd18KjGkpNQPmWMVG8MougySvMGjKnRTcAOG0WVM8sQoO8Xt18F4qjXFed0uF0f1Sttbv+Uuggl6xYa7axCHgfdQb2sGFz1kvrJDfqF9mpO1iBtP1gNF9HAZus4M/Z3JGTkvOVbw42vBkltdkZVZIyjsdjF8tcr0MtarhKhOKujV7GHejj0z4U3522vm6heaUEtqPl1b7Y2HF6f8rVOv7ml2/O5Wj9J/gzCrRIOprhNG9yphpwlLp2Oj9q1DigdLWbIlOPheN9rgN8naXJ4nAexrHDf5+3jcLAteJI9X5OzRsL7/eylUwZUQ5lorEq982mcDwQpmozSfAHrF+tje0mYNReBE2b2K2pBQWfTypTwQLJm6QU84DEQBPFN/tjK01WsXajtq1LjVuKZvDF0ljA5Iq/L0IuQLU229cIYbAIHHG0Qqbncw/JTVSw/VdlTgO8w6FZs7qea7Bd9cziJpegKIj8aqnSMfN44sTCtgUZsKLg5OK9qJQW9qp19j3bTy5pfxsHkHrKTwhjD+nMNbL3Yv7/cAXuWQVJRB6/QG64sklUJzpgKwziMcePxTSw9WUGv6gx9DmNKQ6/qoLVqjnz9KJwOrzA2pjVEAUU7aTrabwgsJxW/+7svIj/mzXANOWu27FvhkL3MdiSFK5NTBbzXC7KKw9QOLq1o6WxYfG4oKNmc1UnmvMzmTukHouOI5vZj44Q0L3eOZPWlKAr+3b/7d/A8vjgqFos4c+bMvo71F3/xF3jwwQfx4Q9/GM888wze8IY34J3vfCdqtdrY10xPT2Nrayv7b2VlJff33/qt38J//+//HX/4h3+IJ598EqVSCe985zuz8xXcOpy2nyv51UoqNl5o4sZXt9Cr2EPZ80wRlpTQjwoIFqZ1tNfMLJvYrdi4+JkbWH8ub6Q+6HGbspOVAcCDLJ1Na6yJ9zhkhQ+6uzb5yBZ8/fOSFAmE8IEuPd9utR/EtJo8yyVJ0kj/2+34ZgCWWECk2TIrUYilpbqTQKO8j5ckkaGyQkYZ9yAcsUHiZXf998q6UfaC7HPYDReKLkE15MyrcxxOx8+Zyx/2ouB2J3C4V6Ekk4kWxWbdzTeUUyWY1aNVBzRXTDQWe5g+W8pK5uqL/Q3oYPZckgm85Dd22j5e+P+Wsflik1tzbAuKZYpbJ6+45d2uw6Eg42AGXUqUkJ4Zorncg9lw82ooiSTJp+ENKZEISqcKO24YZYWAhhT1Gx3UbnRQOrVzwIsQkpRS7r6J1Evcc7a9buUCvaqh8HL9js+VTQMempIiZQv60IvQqzjQS8PvlfqEbf9saQn+zWo+cZQwxjJP5LTR3ajAbao+lhWuzkp9NbdeauLSF1fh9nzM3TWFzqaN6rXOyLktpVe1uXdqSYWiS2gs9/YcBE+v893K8mVVGhtMAnZv4DQOHuTYeX4khKA0b9w0NaesceVdFrg9guuTEAJjWofVzHuR9hW3O6vkR8IwNJ5tf09Zk3M2DIouIfJ5Ceh+bQ5kVYbV9PanuD5GKLoMs5Yv+WWMN6LdsWJBGl/VMQq76eLqVzZAIzbUvIp3qY9R39akjFKGrUstPPNX1/DMX13HM391Hd0te2TzK0L4Bnqk56vH1amhF2VNsaqX20P+vFwFP9HHGUkagE0r4dIgZWvFRGOpB2N6dNOuNAg+aGU18nkDdibj1I68sS0b+rtnjW6ip2gSV+fuoSngqPPfbR7fznarBIBXBMqajOWvVUeuT62GmwscagWFj+UDwQ2uOE6aDsr9IIjXC9DesGDW3X1XatxK3I6fCAsI4pgdWdDUt8N+Ynxb9VngRLlk2ySWe/uBRhRrF2oIvQiNxS5a65MH+A7jvdtrJhgIesnc75rDY2Gqkt9e3dlc6cHt+JnlwHaxEE9Y8/+tF1X4VoTWKrf3M+sOFEPuNyI85CCd2wvQq9hwEn93RpMGX6MCtwMVVJGXKOQHxqa0yWBqkTZI9VoHnU0bgR1i/WIdTtvPrWN4U0OK1Qu1ka8fee4drz+upvvXQRWvzhsC2xNU1Y4i9Pm1LSsSr06gvOnpqAaQg6Rjd9oA0+36WeAWALeFaHMf7s0Xm7nKPa2oZgHo7dWOqRc40B/vZFXasSHey5UjW319x3d8By5cuHDg4/zO7/wOfuqnfgrvec978E3f9E34wz/8QxSLRXzyk58c+xpCCM6dO5f9d/bs2exvjDH87u/+Ln7lV34F73rXu3D//ffjT/7kT7C5uYm/+Zu/OfD5Cg6G0/FyJb/FOR2KJmPx8c3xzb8IH6DpmLJDrcQXO/XFLs/APVtHZ8vG4lcrWakqS5oG5ZVtLFfeOApFk5PO33TIxHsneKft8V2+s48m8a7kgwPp9Lkips+X+scyFLRWzCyj3t3kWa7inA6r5u46UaTnwT87z5Z1Ny3uSTRCyTCOKEgbsPSDpdvVKaEfj22sknZRTzcXZo03UopDCrPGPcncXpCVq0d+PLZ0hbGkmVSmQJB4AO+EqP4OCmMMYVJax5t7DH83jaVultxglKFXc3L3n2oosJruvkt1JsFueWCU31uD3dv7vtd+LuiaNhewGi7MqoPFJ7ayBoeDm6w0UB1sU1TIat+3tL7YxcrT1ayba0p6nM6GiWtf2QCLWS6QqRYUmHV3qORzUjIf66Uu4pBOFJA9de8MinPjO1sPHpskiuPBwI9WUhDYEepL3f7GMA36qBLcDm8OYtZc+Ha+bDdl5nwZ0+eKQ4+rhsIb6TQ9tNdNXHl4bcfg4HEmbYw4qN4eVVWQjmNS6hMcM9SvdXDj8S1IMsH02RIUXYasyli7UEev6uQUeSmSLCH0+W9FJAJjSoNVd3a1wInDGNcf3cg2u4Edgk2glNUKSt8LdQRjG0vehkgyDzKlTaKcgQ73h0lhRoNvBTkVlZQ0Px3l2bkbaePUnYJGaSPC1F809ajdtYJoB2SVK/vjkO35nI8TaWnooMVJHNIkCLrL52K8rHg3X9LQi3Dlyxuwm97IMREA9LKG2vVOFrCjEcVLf7+Mlz6/As8KMXWmiOmzRczfMz0y0CBrcpYcGkSSeUIp8qKsQWv5dAFmw0Vnm1qfRhQHidxKMkEcsZx6VZIIulUbvh2OVaSmlhWjFLGDKJoE3wzRS463ExsvNPDcZ5dw5cvrcDo+3IHEff6YPACzn8ZkB4FGo8ff4rwBt+uPbKLc3bRzZcuKwde9g0m4fhA8/5hvh6hebYNRxis1NvZeqXErcVp+5sFPAPhHpLj1B3ocSLKUu858ux/8501jjyZwW1/sor1uYeaOMmjMsHahfugKac8KcO2RDfSq+bWX1XThmQHfL7a8LIA65A2drns3rWx94HZ9bF3iNhx8rSMNVey4Xb8v5knWQ2sXanA7Pnw76is1gUMX13QT393Q5eX8gRsN2Xyl5BS3yf5icGxK57/tIpfIj7H2bB2yKqO0UEDtegdWwx16j/JCEa01ntCaBLvtZ+MqF1zk3zed0/faQDwltcNIeylEXsQTE7uMyZKcWkok10AvtS/sV+/1qg6ufWUD3YqDqdP9+U8rcoFI7XqHV4UM7L3SwPng+lJSJC4su82qBY6a8S2oD8jP/MzP4Bd+4Rewvr6ON7/5zSiVSrm/33///bseIwgCPP300/jgBz+YPSZJEt7xjnfgiSeeGPs6y7Lwile8ApRSfOu3fiv+83/+z/jmb/5mAMDS0hIqlQre8Y53ZM+fmZnBW97yFjzxxBNj/Xd934fv9zNJvR6/+SiloPRoTNOPC5RS3mlxH5/T6fooTGk7eocNYjZcMMLA0ruXAMaMBi0xttan1f7fEhgY7I6HKKbQFDL0dxBALcqoXGmhvKCjeqON6fNFeF0fVx9Zx+v/2X0wSipiGgMSstczlvwvguFjJkgagWv6kHWy4/O2oxZl9Cp8UbbTa4hC4FsBiIzcd5J+bn4sBU7Pg9V0UJo3UFvsQFIIFEOG7wSwux5Ks3nVnt3xUJzh/lxO2wNLzp2Bob1uwmp7UAsyoiBKsnH53z4KeFZy0L8s9ENQGoPI/DMRmQduKeWKDKvhIrAjRFEMwxj+3EQhfPJwAhhlDa11E2EQQZ9S0Fjp4vRrZxAGEYyyBlmTEAYRnK6H4nw/YBX53BeIRhS+F0LSJH4uCuElfX40kQ/xIIwxOF1/6Ds8zoy6Z2lE4TshCtM6//2iGEQBbwoXRrwENlnARkGMG09sIvRiLLxyGnFI4VkBzxwnv5ticFWH3fFQPlWY6LwYY5nXEwH3edupVLJXtUEUKXtPY0aDWXXQWO7i9Ktm4PZ8SCoZ+o3NusNL/J0QnS0ru7YBHvjwTB+UUvh2kBtvJIUg8GI0lrq4/vgmAjuEoktcwa72zwMy0N60YDc9zN5Zzl3L6RglG9LQNT4Ryb1oNhyUThmTH2PC8Ucrq7BaTn7sIfz3rFxu4Y5vWeCPJ8eTNAm+F6K50kVrzUo8t0eMs2POgcgAYxSrF2vobtnwrRBbl1u46/7TmL+He4KqRSV3f6Vds0cpe28Fdps3bPCcIDd+MbBsjBvE98LseSAABUNjrQvfDjFzZyn7jkqndHS3bMiqhMK8jghB7vuTVAK75UIr82tKKcgwmy6q1zuYdUPImoTyCOVXe9PE1tUWps4WcfpVM/CdMPebjkMtyrAafC6ZOV8e+rtvh6AD99LtDldQ+4jjGE7HhaSNua4PAgHKZwqIAto/toR+QlWafN0AAMV5HXFId/0djWkV+lR/vcTA+Biv7W9ckjWCMIgRRzHIuPv/NkA2JPitAHbHhaLzfUng8PtVG5jfRmHMaFi9UIPZcPHKt57D9LliNs+maxwAqF7poLHc4ffQmHtOn9HQ3bDQWOri/DfNo3q9g8rVNorzBrRtSZxRr5d1Arvlo3yqkB8zFILQjxF4ITzLRxTGKBcLcDoeKldbmLunf1/TmAJk//dzmpxXBuYSpcBVsrIm7TjeMMIDvju9t1ZW0d20cOEz12FM62OvO31GQzvpYxEHMeo3OpBVMvp+loDSaYM3+7pJ1zCRCQ92jZofJb723brSxNlvmM2V5ZstJ2m42J+nGeGCknRPQBQgdni1W/8xgiiM0VjuQp9SEboRGktd3PWGhQNZYxwGg3uP7XhmAK2o8JJ7O8h+P4ZEDbiHPajT8WBM60M2U9vXxr4Tgij979K3++/jdnyQgfWlZ/G5gjHArCXrWAJMnS2NtLNKvYjTBFoqKsg1WmMMKxeqgMR914undDRXemgsdrDwysn82ieherWNxa9tYfNSA3e/4QzueuNC5r0aBTHKZ4pwOx56VQthEGXfySCFOR1rF+swGw5O3zeDzRebsFseps/xNY2sSzAbDqKo3+jb7ni5Oae0YKCzZWP56SpCP4Q+VeS/MOO2Lrv9xnEYw6q7YOBBv+kzxbHxhcZyD0QmiKMYdtsFZIYojKCWRqyrk3sz9Hhvl8E9A8DXYpEVw7MDaKX++Lx5qYlu1cLs+TIkReLv42BonpV1CSD8t567u7RrE1S+9+HXnlrkFhMg+fHMmNHQWO7Aap9BcUbnTbvNINfIchxBsiYkCkHsxPCcAE7PH/rc2yEKMssgSimvzh1Yw8i6DLfno7NpoXy2mItdyLoEyhhe/OIKZpJrJrf3cuP8fkwlCIMIvhvuOwZ1u7CXz3Zkgds0APr+978/e4wQriQihCCOd1dpNRoNxHGcU8wCwNmzZ3H58uWRr/mGb/gGfPKTn8T999+PbreL3/7t38Z3fud34sUXX8Rdd92FSqWSHWP7MdO/jeI3fuM38JGPfGTo8Xq9fuItFiil6Ha5WnUv/mihF2H5qQrOfeMpTJ3ePbDDGEO9UQOZieCRbdlhFVAWgADD5T605MEKGELVR6hFiMiIbNo8Ra9j4fLXHQSKD63MoJUYOo0WLj8V49w3ziNQbBBJAiGJT+ZMABZReDssdGiRwu05mJovDJ/zTp9VY4h0F/KUBo/ssHicDkERwJfHK9RYkcGzXTz3yBXM3zOFVrcJeV5CrFN4roet1S1MB/3ESeCEWH6qinPfOIfpsyU0Ow1gKoBHAEwHaPea8BCgWNIRBz6anQaUWv5+rd/ooLNp4b63nM8CoW7HR6A6IFqEmEiICyFcAJWtCtafrfcX1oxCMQqIt/1OtEDhej6WLq1i/u4prK9sAjMhSIHC9FysXCHwJRtKIUZMCKKCh2qlClrqJ1SqV1qoXuN+gnFEUZoqwCMBYoNnWiublYkUjIO4HR/rz9Vxz7eegb5PFeXNZtQ921630Frt4b63nkfkR/BlO8sKxyH/btIFZmO5i7bJM+mLl1ag6Ao8YkEu6vAI/76ZweDbHjbXtjAbDwd5RmG1XKw8VeV+0gSYvXMKd73h9MhFL40pmt0mME3794gK0KKLS09dR60+DRcW5KIEj0T8N/YptjYqqFTqYLO8OVi30YYyI2f3Jy356DgU1UoBla0qaNHL7nGqU4S+j6vPLsKNAshlCZefvgEiS2BlCo8kpTwzATqmjfKdheF7UwXkU4CP/StEWMlDTIC4CBy6nnmawnMcFKcMeKR/dOkURadngy55iAv97yQuUtgtF09/4UXutzsj7WmsAwDMBKhuVaGXNZROywhdD9eeW4T0Yt+v6/R9M5i/dwq9LQe16x0QGTj7mjnM3FHe0eP3qPGsACtP13D+G+d5UESxIevpGOeh2WnC2ObcZLVchGr/eWQmQNdyUb7TgC8NXC8qQOZCeHYIVYsRJvcWSbJzbCqC1/KgTRfhkaRCY8rHtecWgef493bX/Qu5plgAsLXYQs/pYGtTBpvy0Wy1EA1c5+NgKkOgeli5vo5z8nz2OI0pmis91Je7IDN077//MYVN+1i+ugYr6sGOeyBFKXdPHBoFgBQAD4lynwBxka8b/b1e2wX+X3asURBAXgAC9K81VvbhUQ+GrsEjey8/jA0KPw5Ai2zv53yMYBq/xrfWtuCTaQBcdRbINoiugZId+gLMAHqZodmso/dwB/e99Sy80OGVXBcbaCclzjRmKJzTEGoOxmrIZIBN8esPMwEWn98ELQWgRWCSHQUtUUSWg7hIcr8n1SkCP0C1WuMWYgUPvkwgzUeoVquY3dCyed8lJiIj3vc1zxSGSHegzhj9MWGKB1amzhR3HCdo0QORd5lLFMC4GwgcD81WD/r06PUymQH0JMbFGIFnWvB7IUpz+sjPJs0BEcIDzNB7ZDoAk0N4ZHSwRlmI0Ww3sHxVy7zArYYLj5kwynru9yWzISI3yu5BplMEqg8m98eS2OC9KaKQojxngBgx2r0m1m7oY+0rbga+HWLl6SrOv254TxiHFNef2MT0QgFzd5XhSRa0ggKPhHwO6zRQrk0muvCtAMtfr+HcN8wOJSAH18ZggBP3wAqAR2LEhQBWGKBarYIQgo7bBitH8AhDXIwQUb6+tJsu1p5t8CSWRHDuG+Zx5tWz296HYfGJLdCY4uxr51CY5gr79ro1VAVJY4bS2eQeKgBRwcW1F5YRl84dSqCdxhSr1zdB5kJEaowrFxfR7DZw5+sXsLlWAy15iHQgUDysLW/yfZYu8TXHIFOAUWTodJtoPt2AossovEJDRFxEAFg5gutTbKxsQi+poBGFFXSBEvr3oQq+HqxWEWohApXHhNiUj0arjlJt5xhDc7mHjZeaYDHvIfGKbzs7UjgSehFqtSqkeW4FV63UUIoMBIoDVaeIR3yvcdFDs91AFNLcGhhI5g3FQ61ahYf+fnr1+gYwHSBQeWxCO0th1ruYmi0OfX/qWYpGs46nPufg3DfMj7TASX+v3N5HAyLd5bZjA+Mlm2JwGi4WX1rB6VfOoHa1jda6hbvfcBrlhZ1jLq1eE7TsIdIZAtVHrVJDo9UBmwp2HJOZzBAZHuqNOnzFRr1ZA5mOs9ewMoVZdVBYMBAbbn7/QgD9PBD5EeqNOuQp5PZenu1BLkv9vUcyjlUrVXiRs+cY1O2EaU5uj3JkgdulpaWjOvSOvO1tb8Pb3va27N/f+Z3fide97nX4n//zf+JjH/vYvo/7wQ9+EA8++GD2716vh7vvvhunT5/G9PT0gc75uEMpb2Bw+vTpPd00tWsdRHUFhW8s48yZU7s+3+n6YJ06CpoBnU0eIAsCCWqggVgExmwZhI2Y6CQgcCx4DsPMqTmoLLn0VQ3OKkPp9dNQ3AIUQ4HOeGDPmE4m/J2S8hJQOD/FJ9c9Ju+NM+VdX2cUgOnCLucAQJstwVx3UK3ZoJ6KmbvKICDwHECPyzhz5nT23PqNLvytGsI5Gadet4DrvTp0qsFgOhhUwAYkW0JhfgqeZ0EL8x7VjDFsPN6DvcJAX63gzBv4sTuhCcluolAuQmISSBzw8kPLgLVMUS7NQDWUpFx7xOeWAMpcNJ/zMF2YQ1SXUS5NQ1UVdKoWoroC2TVQwBRv0OYBilvIzo1ShpUvtaEEJZTnDUAiPODDgIjFcGwPM+V5TO0yoW2n2m4jbnVgsCmcPnN4GfCjJHBDVC61cO/d89CL/F6ylyjipoPpwiyYRiE7Ta6YZoDnBpidnkdp1kDgRli81oROS6Ahg7dOsPCKEmTHQOHUVO538xxAC0sTe5gHWw3Qloq587MI/Ri9qz6CMwT3vOkMulUb9Wtd3POtp6EVVVgtF8SsoVDW+vcrAH2mBKvpofp1B4RoKCwUoDAZEWI4joeSNAXaaqOoaDCIBmOB38fpuEBjBZIlQfEN2CsMUzNz0JLjM8LgdgG/B8zfeQpEIuhu2KBgKM6V+mNDiSdM9nPfT4I+W8qd86FCAOPciDFLBgLbhOwWILsUBitnjxdOTQG0r1je63npUyVgql9OVSjwwD+L+TE9K0TtaRvWUgynE0DRuXpg43ET4atl3PcdZ1Ga39t9e1g0rC6CzTpsneL86+ZBrBYKyTzjBwSqx8eg6pV21hldtrsgZguFGf683Offdr3oJYZsH8AIDFbOAreGDpTP5a8zfaaUfW9W00Xjoofzd53D1AIvSaMRxdJGC6yrgrZUnDlzBvVnHGhBEQbLVz6NgskqzOsxXn3/DIozOnw7xOWH1tBYsqEWDUzNG0dzXd4C9OkS7KaH6lM2iKShOG/kxpqjxHV54CC7z46YmHJrm8L0FCS2980PkxgC04KMm3fOR4XvEcRNFWe+jc9bzmoV6OkozU7tPp5LQGGeN80NNiXMvmYWWlSAvURRKsxAKyiZtclux5J0A96WD/N6BG+DYObsPORJfxsZKI5Ye3J1ooWZwiy6XQeyY/LfK+Z2YqfmFzJF76LfBIIYBtt/NZFxdts6VgWK56d3X9vOT7C+TigUART52nOSsacwBbDy0c3Pe8UogY/x485FBfyeibip4Mw38msyrDRALAPFufw1mc4X6ffAwODZyXyR3JcxoXAbJvSSggJKYBpDu2ZB8YqYOlPG1ostLLxqBtNnRtt4ALz6sbnYxT3feiZnOcEYQ2u5h27Fwb1vObenpOrWpRb8DQJyp4Yz35xfM3Y3LURVGa1aAAME6GkolMqQGEEUySCWPvE68/qVDTgrFNLd/f2Bb4VYe7aO06+dBpnl+9nIiyG7DSiaBJ1pYNQHXODU3AIIASSrDh06DKZDYhECJ8BseQ7tF3ywroq5c7NwOj561yK8+v7ZnD1WZ8OEv0XAYoL1Wg96UYHT8VGan4JazM8x28cLSTfgbwYwUMbMmRIYY5mlEsCtcO66fyFX8bgTrbUegoqE6YVZKJqMACE6l32cmgOCqoyCNI0CdHgOwFoqJFuHoRtQ2IhAuQQU55CJ8ABk501lil7PQUmZwvyZaThdH5Jdh1ZUszU2AGilIjqbNmTI2Z4iimWwrobTp0/vGKyuX3BBTB2zZ4vobtnQoxLOnFkYft71Dmhbxcz5MizTRdxWUD43DdltZ3vI7bgOQ4FMIQgjKJ43NM95LlCSZ3DmTD+pveS1oMdqfwzdafyTAG2qBHPRwVq1g7vvP4O73rAARZfhdH1svtDE1EIBpVPG0N5HXyiNPGZEZbirDJjX0HzBR+ASNODi/D87h8JAkiZwI6xdqOEV33YWiiZj0zOhhhQGCvAsgrI6g2rXhkHlXecDzwXKygwKMBA3FZRmSv11kwQURu0vBtGA8kJ+PGeEwWrHUGd1GIyPS2EUgfoBTs2fgh1oe45B3U4YxuRz8JGtUF/xilcc+BgLCwuQZRnVajX3eLVaxblz5yY6hqqqeNOb3oTr168DQPa6arWK8+fP5475xje+cexxdF2Hrg9nRyRJOrEX0iCEkD1/1s66Baftw+uFI1/ndn2oBQWKJiOOKJYer8C3QpTumso2rpOgKBJYBEiEQBqhtk0pny4idEJohb7isjClo7NhoXGjx9VkkrSn9wYOtwv1flFUGXN3TvFSI13NvgdJlmDV3dz3b9ZcRE6M5rKJXsVBHDBoRQUEBJquwmq4kGT+PSiKPPT72S0PVs2DLMlYf66Js6+d59nVEEDc/w4lWQaLY2w81wANGYzy7pn+8qkCups21i/WEXkUUwu8mzIhBHEQgzCS/T6arsBqeNnfzZoNp+2jOKNDVvILDlmRwGKABnTP96vT8eG2fdhND2dfM7en194qrJqLbsWB0/JRKPMJwW56CGzeFVbVFbCYQZZlACz5bng2s3qlDbvOLQAin6K75QAUXI2+7d6QFZlfLwPfKUvKdQojynU6GxZkWYas8P9oQLHyVBV+j/ux+XaIqdNFnH/dPLxOiNinUBeU3PsSiWD6dBGRH8O3eZkmAYGsyGAR0N1yELoxps7oICAjulDLoCHF2tMN7k87MB4QQlCc1qEV1eS7AWbOl+C0fegFNX8eR1hyeNTljOOOX5jWYTc9KIqc+6yyRA7kiD/q/Qgh2QqkNCvDKGtw2h6mTxczv/DQjVC93EZvy8E933oGd71+YaRvodv1s8Yhelkdee3tF7cbgEYM7VUTctJ8LR1flaRhRejEWPpqBcaMhrOvnUPo09zzdvo9078xMH69gux4nQ1+b9NnSmivW7j25U3c/8/ug1ZU0as78DoBpk4VYTc9RD6F1w2hqPJEc1tx1kB7zcTWiy286q3nsfjYFhqLXUyfK+3ZZua4QwjB1EIyllh8XNzr/L9vaLJhv0nvV5zWs3FyPxCJJ2y4NentHbg3pjTe8drl9gjNpR40Y/LfnhCC4oyByuUWtHOzqF11EQcU02f2Nu5ohgK77qG1akJRFSi7lM+OOo+hx5LfKfIZfDPsr8ckCZRREMb/N2MMjPJ180F+z7Fj+xGwl+PeakuAvWKUNNSvd3Hvt52DVlBg1tyR+5FR80Ea/EifK8sSirMGjGktWwPJsoTq1Q5Wn6mjV7UReTFmz41PwGy92ML6xTqIJOHebz8LQgi8XoDlpyrYutQCkQnOvnZ+x2pKzwyg6HI2b7RXTQR2hOZyD698y/ncXG7VPdCIQdVlNBa7fKyS+/NsYEdgFLt6dFsNF5XLbUhEQnvVBHnbHSASQXvNwvJTVWxdbmH2dSpOzS0gDnjyWE7WO7IsI/Ii0JCBUQYa9vdGiiLDCxl6FRetNQvFWQOyIqM8X0B73UTlpTZe+dZ+TKGxaIKFDHN3TyNwQgRuhPm7pieyDdQKCuyGi+aSibnzU+hWbCw/VUUcUF76H8RoLvdw77efw7lvmNv1mI3rPTAKqFoSBCxqiDyKtWfq3AN7ocA/vyrDt/nn3229MOr+kmUZoIDfiyBJEiInBg0olNlt60lZRnnOAAbGHlVVEDr8vUf2sgG3wuttOTBKGmRFhiRJ2X0CcKWqWeONtZvLJqTkGtIMBV47gNsJhtZXg0gSb1wY2FF2TeQ+MyMI3Si/h4yHx9Cdxh5VVzB31xTcboDFxzfRWu1h4ZWz2Hy+AavpQtZkzN1ZHtr7jDtmcdaAVXex+MQWCAhO3TODzrqJ61/ZxDe/897s3rOqLurXuzj9ylnM3lFGaEdQFBkS4Wtau+kh9imUCeZBAt57p7vp8PPctm6adOwdfB4hBFOnS9n9lr4PAcnO8STH2/byuY70G7hy5Qre97734bu/+7vx3d/93Xjf+96HK1euTPx6TdPw5je/GQ899FD2GKUUDz30UE5VuxNxHOP555/PgrT33Xcfzp07lztmr9fDk08+OfExBbsTehGaK2YyIAx3njfrDp79mxu4+LeLaK+bWH6qisrVFqbPlib2w02RFAlxTHfNrKu6jOJcPqtBJAJJldBc6YFS7Pm9jxvGlJbLwqqGgl7NyYzuGWVorfZQmNXhWwE2X2giCuKsAYKsSQjdCHqZB7O4IX+Qa1zFNzwRZu8swW662HqpCQBZw46sSYVMwGKGbsWe2AOVEILpcyVYdQ9q0pAK4AsZp5PvBqoaPINtN73svMY1iUu7eA82JJkUs+Igjhg6m7dPeXCv5sDrBXA6vMSOUga76SH0Yrht3gU07Zqams1HAe9MvPlCE1pRhSRL3OfYi7i/7YjFlGrwDt10oFv11qUWnv2bG0PNMAI3Qrdi5/yhCrM64pBh5ZkaiCxBkglaK9w/3Gl7uaYn21F0GaV5I9cUJfXQpTEbu8BPm3m0Ny2UF4YVJ8U5I3cNSbLEF7a3+dgwCUZZ441bjJujOhxEViRMDQRtAd7obe7uKdCI4vqjm6jd6A69jlGGFz+/gmc+fQ3PfPoaXvz7lUNt7GHWXKg6/z7cro+BoTBp7Bdi4/kGenUXVsPjgdwJGzoeFEIIZs6X0F4zcf2xTdCYX9dRQFGY0RG6EcyaA98Zbjay0zELMzq2Xmri2lc2sHWphakzxRMXtB1E0eU9d4k/KIQQKPrNu88kRcrKsPd/EJyI60Av8XGuu2nBarqwmx70qb3ZIBnT/BhbL7XQWO6iNOEaZxBCCIxpDb2Kg/KpQ/TQJ7wc1Wn73GsWvAcZo30vPRZzX8mXw7x2O1CY4YnLtWfroDFFt2KPbFg5EoLcvEkIQWneyK2BCjM66je6CNwQpVMF1Be7Y5v7elaA+o0OAGDl61XUr3ew+VITz/zVdaw9W4c+pSHyYpi1Yeu6FEYZXvrCKpa+xi0IfStEe91C6VQBTttHb9trW+sWZEVC+XQBgR2OaAxFs2abY9+TMaxdrMO3I0yfK8Lt+nA63PqksdxNEq/A1kst3Hh8C6Eb5ZpaZw2qAl6inTYYBbgHJ414M6jADjP//bRp6MYLjey9fCtE7VonG1O0osq96Ce81wghvHnh1TZCL8Las3VEboyZO0qYOVfC3F1T8KwQl7+0hvri8JpoEK8XoL7YhbFtfCvOca90GrHMb1U1lMyLed9zIeHVs0DiiT+mKape1nI9DGSN/8ZpAn4UZt2BbwfQkz2EWlDQ3bIz64nGYhfPfuYGnvn0NWy80Mi+//Rz7dYUV5IJAjuEbwejG1USkmugxihLfML3LvYqzuqYvqOMbsXB1S+vI/BizN8zjdKcgeZKDxghOhlFOh97Jm9oKUm8+W3jRjfXCM1M5jm76SGOKEI/7v8ujCc8ooBO1rSRcW/oxmIXiq4c2rqpOKufiPXFUXNkgdtPf/rT+JZv+RY8/fTTeMMb3oA3vOENeOaZZ/At3/It+PSnPz3xcR588EF84hOfwKc+9SlcunQJ733ve2HbNt7znvcAAB544IFc87KPfvSj+PznP4/FxUU888wz+LEf+zGsrKzgJ3/yJwHwG+bnf/7n8eu//uv427/9Wzz//PN44IEHcMcdd+AHf/AHD/U7OCkEToitSy3E0eTmyd0tO+lUacBp+7mNdOCEuPrwOqyWi/aGiYt/t4iVp6sozBhQRwTddiMNPO2X4qwOt+3zrtsnbBGrGjICJ8oWaE7Hh9v1oZdVKIYCu8mzk+kATgjBwqtmskleViTeyMrvBzybK9zwXZIl6GUN68/xBUsU0tz8JckSAjcCY5h8AQo+ec7dXUZ5IJOvlVQ4bS+3ONVKCgInwvrFOhhjaCz3oOjSjgqQwc8xCVEQw2p5MKZU2C0vWzh2t2y88LllPP//W8JLX1jZcbGxVxhjWH+ujubqZN1HR72+tW4h8uMsaeKZAYIkmGQ2XB5kT4KiaYlW7PPmKp4ZZAuedAFpDXQoH0Q1FIRuBCt5n9CLsHqhhvaGhWtfXs9tDMy6g8COoJXyCtfpc0XM3zOF4qwOPWlKFzghz6TvowN65Mc73seSIvGNAbCv8eYkQySChVfOjPXeuhUQQlA6VQClFK0R94TT5ckbfVqDMaPDbLiw6sPJwv1AYwqz7kAxeMfgXtXJXVtpEmDzxSYKM1py3To8cHuTSnT5ZreIzRdbWHu2jsZiF6ohQ1Yl0IihtWYiDkd3Uh5HGpTafJHbqYy69wUHY+7uqYm8/48Ts3eUMX12fHn17UK63mmtmehs2Ai9eKzKaxyEEBTnDFh1BzSmQw3FJqUwo2HhlTP7mut2InB4wjUNyqQ9RlKbFUq5VcdtLp4+MUiyhMKsgdWnq1h+qgrfCie+pubumsLUDrYHAKCXVCy8chpTp4soTGvwrBCN5dFBv+ZSD54ZYvaOMihluPLwOl76wioCJ8Tc3VPQSyqIhB3FDHbLQ69qY+ulJqymi86mBd8OUZo3EAUUnYHEfuCE6FV5Up8Qgpk7ypi5o2/rI6t8ng3snROivYqD6tU2ivM61IKC0OXBZc8M0NmwYUxrKM4Z0MsqNp5vYP35BmjEsiBd2tk+8mJ4vQB0YN5M9xBppejgPqMwq8PrBlj5ehWBE6K50oNnBhNbGYyiMKPB6fhY+moF9RsdlBb6IoW0KReLKdaere+4N68vdeCbwVDgNk36zt7VV12rhszFLQdYu8iqnAX0gyTIOWkAMgriLPgN8KDzjcc3eTAZyEQi6ZimFRT4dpi9prVqInQjTJ0pYvbOclZ5JasS4pAi9OId10GSIsEzQ4R+PFL4QSTkGstRysDYnuO2GbIiYfaOMubv4WsBIhGoBQXz90xj9s7dba1SZs6XMHNHKfueFV0GY0Cv0g9Ud7ds+On61EsSFslnJBIZemwnJEVCr2LDarowpo5HA+GXE0e2Gv/FX/xFfPCDH8RHP/rR3OMf/vCH8Yu/+Iv4V//qX010nHe/+92o1+v40Ic+hEqlgje+8Y343Oc+lzUXW11dzUmM2+02fuqnfgqVSgVzc3N485vfjMcffxzf9E3flDs327bx0z/90+h0OvjH//gf43Of+9yePCZeTnhWgF7FRq9i49Q9k3l8ttdNMMrLTEIvQmCFMKY1UMpw/bFNtNZMzNxRhqxwRSeNGQr7nOQkhSCy6L6VA6qhwApdnmU8YSp8xVBgt3w4Hd4VnQcVYpROFXgHzIY7pGrcnukOrQiBG0E1FHi9AJ1NO1sEFGd1tNctXP3yOqbPFnPzvSRz5db2BcMkbJ/oFV1GcTZ/LL5x0lG52sb0+RKsurPre6WBW7fnw5jSdl1QuB0foRehOGfA6/qwWx60Il/0bTzXgFpQQCOK2TvLuOObdvdxnoTq1Q6uPbKBmTtKmL9raqLrOu3GK8n8frIbLhSdd4xljMHtcpVtYVpDr+rwzffgYQkQBRRBzRnKuhZm9exe3o5iyIgaEW48voXXf/992LrUgll3sXDfNLqbNq5+ZQPf/D33QFb5uVBKhxZEg7+BXlbR3XLQWrNg1p09b6bBuLJ31LmmSApXSBiHWE5/kjiuJaZ6SUNr1eS/78CG1qzyQGnpVGoJwjeJhxFgcnsBAieEVtSgaDIKs3qunFlSJcQWhR/wDW1n3UKv6sCzwkzFczPQCgqiksLVTQx99aBE0N2y9xy4JYRg6kwRoRcfqu2E4PbmuI4N+0EvqWiumHBaXJW6n8+ml1X4joxyefJN9naO6ju1Gty+IZsLCQCGXPUVo+zQA8aC/VOY1hB6ETZfbCLyYyinDzexPBj4UzQJlcst3PHNp3JzFaUMlSttyKrEA4RnueVO+ZSRS+BpRRWdDQtxGGeBtEHSyjwAWL9Y5/sM8H2BYsioL3XxijefBZEIzLqLwI4wlczZ2+8JSZFAQ5qJDwAuUHDaPopzepaUWLvIlanlhaR6ggDdig0QrqScvZMHKVVDgVRQsuquwSpBShmshouNF5rcz3/buTgdfyjhRghB+XQB68810KvakDUZkiIdSAgkyfz7b671EId0ZFPl0kIBnQ0L9esdnPvG+aG/B26EjeebvPx9zLkMfj5FlxH58YFyOaohw2n7aK+bsFrexImh1Od3+WsVTJ8pQi3IuPrIOqrXOlALCu550xm01kxIA1Y/fP8R88R9Mp7rZXVoTEuvhXHXaoqUCJVoREdWwxBCciKxtGrhoGu9g9rNjHquWlTQWjNBY66qTsU3nU0boRMhjhm0TE0uIQ7ZxO8rKQRRwAPhuzVBExw+RzZjb21t4YEHHhh6/Md+7MewtbW1p2O9733vw8rKCnzfx5NPPom3vOUt2d8efvhh/PEf/3H27//6X/9r9txKpYLPfvazeNOb3pQ7HiEEH/3oR1GpVOB5Hr74xS/ita997d4+4MuMwI3Q2di5zCAlDmM0lnrQigqfCIIYnsmVd+11E5XLLZQXilkAx5jSDqTwkhQJkRcfaAFqTGsIvfjElY3x5lwM1audrPyKJGUwiibzSWeH701SkwWTwxdMnU0LgZMvE5o+V0T9RgetVXMoU1uaN/YUMBhHqrrbfq56WUXkxdh4voHAjXdU9jKWWnj08OxnbqC5vLui1en42eaHxtxuwOn6aCx3UT5dwMz5EshAef9B6VUdXH90A3FI0d2ys2YEO2E1XTz7NzeweqEOgGelg8TuggeeuK8towxaSYVvh7Ca3rDJvR+js2lDkvKLVUki/YXwNlJri8ZSF9ce3cD6xQa0ggJZlTF9roTa1TaWnqqCMd7MZbcyGL4AYqhcbiJwo72X7BOu3tjpOkivpd280gTHC2NKhZeUNw/SqzpZaR8hBLImo7HUzdm77Be37efUeIVpPXdtcSuZEIUZvnlUDBmtVRO+GUBSb+5cUpwzQGOG0I2y89UKCgI7zJV8TopqKMdKeS0QHCb6lAavF8BsuPtKLgP9ipTDWOMcJmkCdzBQQaS84pYdUC0mOBqmThfgWUG/ie8RUZg10Ku6Q+Xj3S0u0knHfkL4+m971YVWVOFbIayGN3RsXgHXhaxye7rq1Q4aK72s2sqY0mA3vKxSq1d1wOh4e6v0e1j5egXNlR7cno/LX1rDM391DZsvcKu2zoY1pEzVCjx41VzuAlLeCq84pyPy45z1Ufq6zZea6FVtTJ/NJ2TSAN2o4J9WVLl9XMtHY6mH4tzB587irI7OujXWak7RZBCZcCuFYLiacOtSE1bNyZLauzGo2NwvqqHAaXu48NfXsflCc0/Hmj5bQrfCBR+LT1ZQvdaBrEhYv9iAWXdh1pyhij2AJ6nSKt9xljfcv3dnyyhJ5oFZGo22dyAEOXUzjSnY3p0Sbgp6ie//7Ba/zwInQmnegG8HXEQTUciJ0pwrkuOJg+yyIiFwoqzng+DmcmSK27e//e34yle+gle/+tW5xx999FF813d911G9reCIYJShvtTFfd9xDpIsob1uor1u4c7XL+R8agDeHMjt+jzQlngGpYFbPmCMVu/tF0kmiIIY+gEk+4UZnRv5n8BBqLxQwNZLTRRndLTWTKgDmduZO3buDp3+fmnmnPsW5xdAisa9RrtbNnCTA988CMffW5Z3nkQkicBquKjd6KC9ZqF6tYOF+3ZWkNstL3sfIpFENcrgWyHm7uaLIb2sor1uwbfCzBt4NyhlWPl6FcaUhrPfMAdJIuhVbVz98jo8M8DsXWW01y3UbnQwc368midwI1x9eB3tdQtxSHHutXM8kMX44itsR3DaHi8lIjwb7na8zBc4g3EVcnfTzi2MJkFWuT/k5gtN0Jhi9q4pAPz9CzM61p6pQdVlWA1vomPrJTVpqhSjfGpvC0hJlrhyY5eyQcHthyRLAGNor1s4/apZAHzh3Frt5YKpxpQGs+ZmapyNFxowpjQs3DuTvWb561WcfuXsrqXqTsfnSqEx45okEZx+9Uw27uglFU7H51YFtyAxMHOulOv2rBUUHgQ4iGedQHACkRUJjDIETjhxYON2QVL4um2wDJwQwj1uc1YJInJ73CCEYHaXdflhoOoyaERRvdbBXLJmA4D69Q7ikO5qjyNrEqKAoldzhtaobjdAr+LAmFK5zVnHBxxk9geqIcOqx6heaaMwo6O9ZmZ9NsYxfb6EbsXBc/9vEVqRW6fJqowbT2yhOKdj9UJtSJmqJcGrOLCgl4atAqZHrK0ZA7oVB9NnS0PBu+nzO68rJVnCzPn8HHwQtKKK06+e3fFY5YUCuls2ti41cfcbzmSP+1bIqwKTfhWTMnfXwa49RZcxd/d0ljgfFQAdhyRzf9ba1TYkhfvA6iUV7XUTS1/dQuBw7+Lt79fZsJMg6vjgv2rIMOvOjhVEkiIh9Li38cjjSNznOOU4j6GKLiP246xZG40ob8q5aaGzaYHFfX9zSSE8EDthc0xJkWDWnKHEhuDmcGSB23/xL/4FfumXfglPP/003vrWtwIAvvrVr+Iv//Iv8ZGPfAR/+7d/m3uu4PjjtD2YNRfl0wUsJr47tesd3Pcd53DmNbPJwpBh44UGaMz66jrGS04ZSzpzT2J+vQd4N8LCxEGznY5zElELCvSyhpVnqmCU5Sau3T5z+vfAjeB2fTRXetCnhic+vcxtMG5FsEIrqgi9eCiBsB1JkWC3PNgtD9Nni2gud+F0fBQTKwA/sfMYpFdzICUZWrWgoJv4+ihG3+NKL2voJpPh2dfO5V7v9nzoZW2oZGrjuTpuPLEFAqC+2EX5lIH1i3UEboSZc9yrSC+pqF3r4BVvPjvS64zGFDce30RzxcT8K6bQq9hYf6GB1moPiqFAkmPEMYPT8WHWHciqzP2gKX8tGVhQEYnArLnwrQDl03sPeuolFYzyhcDgZzWS0r+1Z+sInBAzs7svCvUpjXtk7RAwG0dxTkdUPDyzfMHxQiuqaCx18cq3nYeiybCbHlwzzNnsaEUFTstDZ9OC1XBx7ZENFGd1zJwrQTUU1G90sfxkBa0VE/f/wH3QiiooZfC6/lDzSrPm5O6TUQxea2pBgd30eNO/W6TozpU+JqWEN8luVyC4rSidMhBHhxNkOU4M9n3IyuMJV0JmVgmxUNweV27W9WjM6KhebePOb1nA1OkCrIaLyuXWRN6shBBICkFn3cLdbzid+xuvzItQTJrHTp0pInTCbH/AG2BqWHqqgs6WDaft5ZrWjiL1A/WtAKEf82AzAbqbFi5/aR1u1xtSpqal/3FIMXNueF076nsuzGiQFWl0k+MJf5fD/P12O5asSFCLCpaerGJqoZjZQWy+2IDd8vcciD2Mc+fB2v0dhzcKNRCHNKuE0MtaJprZHoRWCwqcjgffDncUhOlTGuJodPPqwfOmMQON2ch1HyEkp7jtj6HHbxBNxUadTQuSTEBSxTnj1nqDDehkRYLteChOaIulFVUUZvVd71nB0XBk3/rP/MzPAAB+//d/H7//+78/8m9AciPEe+/0Lrj5BHaE9oYFt+ujs2Fh9s4ynI6PS19YRRzGuOObF9BaN9FY7KI0359AiUzgtD34Zgir6e5Z0TcJ2zfcgjzFWR29io3QjzF1Zu9lMIEdorHUhW8FmLt7auRzCtO3rqx2km7Zii6jV3Mwd9cUZFVCe81CfbGDe950Bstfr6J6pY37f+C+7FqKwxh2o9+USyso3I85oigN+PpIEgEB0F4zc4Hb7paNlz6/gjPfMIdXvuVcNkk2V3tY/GoFWkGBVlRQu9pChXLV9+yd5ex5hRkN3U0bzeUezr8u719lNVwsPllB7Wob5QUDiibDmNax9SJXveolBRQxCOEqd6ftZ+XThBDEAc0tgCSZL0jimO277HNcuWn5dAHdTXsoqDuOVAm1n/NQDUU0UjrBGFMazLqDbsXGqXumYdZd7gW4raM2kQmqV9twOwEY5fYhlSst3PFNp3jXbsqtO649uol73ngay09V0a3aeN0/vQen7p0GwNUUvZqzp+spvXfjgEKZuvXXYWYfcZNtGwSC24FRvpEnASlpmpiLnSS2WXmrhJMXtBZMjjGlor3mYf1iHd/43Xdj/WIdvh2OXeNvRy+p6FZshF6UmydbSQPj9NpSdXmoEWxhRodWVNDdsBGFMeZfMT3Ze5Y16AOxyOlzZXQ3LEgqGbLIIoRk68lJVae3ch+zX0rzBrqbvNfI695xD6rXO1i7UIMxpd6W9n/bx+XinI7WSg9aaXiPoRUU9KoOiBShNMZSAkgs33b4O8D3HjSiYyuUiIScxy1Nx9Dj5ZSToRUVdNYtSIqU2c7JGk9mDGbzZY2rcydd60ry7t+l4Og4sp0FpeO7HApuT2RdRmOxC5ao9VRDwcw5BWbdxY3Ht1CYNbB2oT5khaBoMqymx7vKOxFmZkWQ9VYwfW5/JTxEInB7AZorHhT99lUzFmd1FGb6dhiqIaN6pQ2jrGHl61V4Voj15xp47T+5CwDgdAIEXpyp+RRDRliLQGQy5NWqJcb46QLWswJcfXiNd7S1ApTnDZx5zSw6GxauPbKBOIgxfZ4ra2fvmhqpLpVkiftXXayjOeihy7hXtG+FKJ/ue48VZjS01ywADMVTBnz4UHQZ3U0bkR9nKgrV4F5PgyVMkiIhdKMjUUwTQjB7Z3lPnqOpakAgGERWJbCYonatg+kzRa4mGOEFaExp6GxYoDHD7J1lWA0P6xd5B+m0cRmNGLZeaqK10oOfeApefWQdb5h5JW9GmPhD79XWRy0qmU3DcWBmD92JBQLB7Y+sELi9fN8HQsCtEpK9GS/zxX6FcYITACEEpXkD1WttlBcKqFxtozhnTLzG14oqT6Ru2lh4Jbcicrs+2uvWRBWQsipj9q7ygRIIkkwwe/f49eL20vqTCO81UUZnw8Jzn12C0/ZQmN1fY+jjCCFkbGBfUiQwSsHi4X3Znt8nUaSOK0MY2ZyMHt/kl1ZSYbc8yArJguFaQeE9awZOWVYknHnt3LH9HII8h75Lf+KJJ/D//t//yz32J3/yJ7jvvvtw5swZ/PRP/zR83z/stxXcBIyyCqvpoltxcp0EywsGAjvClS+tobViorSQD8wquozADnkzKIYDddoUHIz9DMySKsGsOzBrzm3frGbw8xdmdZh1F9cf2wSlDOUFA1uXWzDrvGGC0/YQD6j5CCEwZvSRmUZ9SoNnBqhe66C7ZePaVzbQ2bQxd88UAILrj27i6sPruPh3i7CbHqYTO4T0uOOy4uWFAqy6i9q1Tv+/6x0AwOxd5VyGNO1smzZKArgCNfQiREGcLWrUgjIcuJUJvF6wq93EQdhrl1SxiBCMojhfwPrFBp79zA101q2RgVW9rELR5Mx2pDRvwGq42HyxCVmVIKsy1IKCQjKezd41hZnzZVgNF1e+vI7OpoXWag+hF++5QV5xRkdxTj823drFvSQQvLyQZJ6IVdTBwC0BA4TiVpBDK/EGv5svNrjl2B4s59KqqMUnt+D1eDO8a49uwusFMMqTBw0Peg3uNMe9XOY/SeaNokMvxuydZRSm9RP1uXf6HQuzBoqH5FPOBv7/8DkAccQyEQqN6bFOfslJc3HeYJevY9UirxyVpPz69CRdKyedQ1fcfvSjH8Xb3/52/MAP/AAA4Pnnn8dP/MRP4Md//Mfxute9Dv/lv/wX3HHHHfi1X/u1w35rwRGjFhQ4LRt6Wc0p87jJexGdDYtviLdtdBVNhuOEaG9aUIyDZcQENx9ZkRD5MWjEDtRt9LiRBjLdrp8pPNtrJtYv1rFw3zRWvl4Fti0WxgWuZUUCGHD14TUAvFR66mwRkixh6kwBnQ0LqxdqKM4ZmDo9+YJW0eQdm5NtRysoQEEBSxYeqqHAbvBAdBocVg0ZkR9B0fsBaFmTEbpu1jxCIDiu6CUVqi7DrDp8kzLCw403LRywM5EJjCkN3YqD+Xv6ZaC5zSUBZs6X0Fjsor1mAgAYpXtONEqKJMrIBALBLUNSJd5ganvpOAaak8UsqfS5BScoODakDX7b6xZmzpf2HMCZPltCZ8PC1a9wL/na1TYXJgiBzk1H0eRdG66eRA5TWUwIxjbpIqndDOUeuDROrRKO57XObbK4bU56jrIigcUMSvnk7OVfbhx64PbZZ5/Fxz72sezff/7nf463vOUt+MQnPgEAuPvuu/HhD39YBG5vQwhB5v+3HUmWxvoiyRpfRAZ2dKSKPsHRIKsSrIY7kY/s7UYaFE0Xq6V5A5UrLWxdaiV/n7zMaubOUtZxlMh9P9fUKmDwfW4WkkIQ+TSn/pNkCWdeky+L0UsqTr9m5+61AsFxQVIkzNyxtxLL4pyBwuzOKhRZlTF311QW3NhLR2SBQCA4DkgSyRoG5yBcaQv0FbeiO5lAK6pYeOXM/iryZILps0XUrrYhKRIKM/qJEngIXl7saNNGCG/wGDNIcjKG0uM9hE6dHd7Dzo+J4whuDw49cNtut3H27Nns31/+8pfxfd/3fdm/v/3bvx1ra2uH/baCm8ROE/tOpSoAELoRSodUziC4eWglFYYfnxi/pEG2X7NaSUXkx1ALyp4bl+zUBOhWBUQJISjO60MZ5JHG+8d59SEQjGDPft0TPJ9IBPIxVVAIBALBJIwb62jOKuF4Bx0EN4+DrP8UXUbplIEooFkvBYHgdmTnGAcfPwerFo673YzY6508Dr1I5uzZs1haWgIABEGAZ555Bm9961uzv5umCVUVqsuXG5JMIMkvD6+hk4YkEZQXCse2HOQwSUusT1K36cK0zi0UBAKBQCAQvGyhieKW0uPdWEdwe6EV1du+B4ZAsBNE4orbzCc85smv4+pxKziZHHrg9vu///vxgQ98AF/5ylfwwQ9+EMViEd/1Xd+V/f25557Dq171qsN+W8ExZ/pcCdN78OoUCAQCgUAgEAgEh8Ngc7Lj3FhHIBAIjhOEAIwClFIAPPlFIBSsgpvLocuwPvaxj+GHfuiH8E/+yT9BuVzGpz71KWhav3Tik5/8JL7ne77nsN9WcMwRA5tAIBAIBAKBQHBroDEPOrCYtzAVa3OBQCDYHULyilsaM5H4Etx0Dj1wu7CwgEceeQTdbhflchmynPdW/Mu//EuUyzuYPwsEAoFAIBAIBAKB4NAYbE4mYg4CgUAwIRIBWN9uhiXKW4HgZnJkxoczMzMjH5+fnz+qtxQIBAKBQCAQCAQCwTaoUIsJBALBniEEYIyBRgNjqEBwkzl0j1uBQCAQCAQCgUAgEBwPGBuwSmAi6CAQCASTQggBS5o6An2/cIHgZiICtwKBQCAQCAQCgUBwQiGEZGoxJqp8BQKBYGKIlE9+pZYJAsHNRARuBQKBQCAQCAQCgeCEQggQR0nQIRaRW4FAIJiUVHFLheJWcAsRgVuBQCAQCAQCgUAgOKEQiYAmgVuhuBUIBII9QACwfsBWKG4FtwIRuBUIBAKBQCAQCASCkwoB4qyxjojcCgQCwaQQQgCyrcGjQHCTEYFbgUAgEAgEAoFAIDihcI/bAcWtiDsIBALBnsgCt5FIfgluPiJwKxAIBAKBQCAQCAQnFCL1gw2MiaitQCAQ7BVG+RgaRzFX4QoENxERuBUIBAKBQCAQCASCEwohZKA5GROCW4FAINgjmeI2ZNz3ViC4iYjArUAgEAgEAoFAIBCcUAgBaJR2RBdlvgKBQLBXsuZkMRWKW8FNRwRuBQKBQCAQCAQCgeCkMuBxG0ci6CAQCAR7JVXcxiEFEVE0wU1GXHICgUAgEAgEAoFAcEIhEgGlDIwy0JhBxG0FAoFgD7CBwG3MRPJLcNMRgVuBQCAQCAQCgUAgOKEQAh60pQxUKG4FAoFgb5B+czIaUYjsl+BmIwK3AoFAIBAIBAKBQHBCIYSAMQYWc8WtaKwjEAgEe4BxpS3A/cKFVYLgZiMuOYFAIBAIBAKBQCA4qUhISn1p0ljnVp+QQCAQ3EYQZD7hojmZ4FZwWwRuf+/3fg/33nsvDMPAW97yFnzta18b+9xPfOIT+K7v+i7Mzc1hbm4O73jHO4ae/+M//uMghOT++97v/d6j/hgCgUAgEAgEAoFAcFMhhAxYJTBAEkEHgUAgmBRCCGhIwVhqN3Orz0jwcuPYB27/4i/+Ag8++CA+/OEP45lnnsEb3vAGvPOd70StVhv5/Icffhg/+qM/in/4h3/AE088gbvvvhvf8z3fg42Njdzzvvd7vxdbW1vzuRwnAAEAAElEQVTZf//n//yfm/FxBAKBQCAQCAQCgeCmQQjAGBKrBBF0EAgEgr1ACEEcUT6OUiY8bgU3HeVWn8Bu/M7v/A5+6qd+Cu95z3sAAH/4h3+Iz372s/jkJz+JD3zgA0PP/7M/+7Pcv//oj/4In/70p/HQQw/hgQceyB7XdR3nzp2b+Dx834fv+9m/e70eAIBSCpoYVZ9UGKNgA/8nEAiON+J+FQhuL8Q9KxDcXtx29ywBKKOI4hhxTHmjndvl3AWCQ+C2u2cFxwomMUQhRRxGoIwBkhhDj4r0PqUsUTif4FjbXj7bsQ7cBkGAp59+Gh/84AezxyRJwjve8Q488cQTEx3DcRyEYYj5+fnc4w8//DDOnDmDubk5/NN/+k/x67/+6zh16tTY4/zGb/wGPvKRjww9Xq/X4XnehJ/o9sTquKBaAF+2ERH5Vp+OQCDYBQaGkPBxiYgOJALBsUfcswLB7cXtds/GKkWoh2g06nBhITIieCS+1aclENw0brd7VnC8iAs+7BioVnUEig0iSyAkvNWndSKJlRiRHqHZasKLHDDGIEnH3ihgX5imOfFzj3XgttFoII5jnD17Nvf42bNncfny5YmO8Uu/9Eu444478I53vCN77Hu/93vxQz/0Q7jvvvtw48YN/PIv/zK+7/u+D0888QRkeXRg8oMf/CAefPDB7N+9Xg933303Tp8+jenp6X18utsHnZm4EWxCV0tQpGN9yQgEAvQzwAYri8WpQHAbIO5ZgeD24na7ZyMaI3Y8zE2fwlZgAUEMgxm3+rQEgpvG7XbPCo4XYSBBi4o4NbcAxW9C0WToTL3Vp3UiCaMI1A9wav4U7EDD6dOnT2zg1jAmn4dPdBTu4x//OP78z/8cDz/8cO5L+ZEf+ZHsf7/+9a/H/fffj1e96lV4+OGH8d3f/d0jj6XrOnRdH3pckqQTeyGlECKBDPyfQCA4/oh7ViC4vRD3rEBwe3E73bMSkQAGEEbAIkAit8d5CwSHye10zwqOFxKRwCIGwgjAAEkS19FRkd6jEpFACDnR8ba9fK5j/Q0sLCxAlmVUq9Xc49VqdVd/2t/+7d/Gxz/+cXz+85/H/fffv+NzX/nKV2JhYQHXr18/8DkLBAKBQCAQCAQCwXGBSLw5WRxS/j9EYx2BQCCYGEIAGlFQysQYKrglHOvAraZpePOb34yHHnooe4xSioceeghve9vbxr7ut37rt/Cxj30Mn/vc5/Bt3/Ztu77P+vo6ms0mzp8/fyjnLRAIBAKBQCAQCATHAUIIGGVZV3QRcxAIBILJIRIBjRhYTMGoGEMFN59jHbgFgAcffBCf+MQn8KlPfQqXLl3Ce9/7Xti2jfe85z0AgAceeCDXvOw3f/M38au/+qv45Cc/iXvvvReVSgWVSgWWZQEALMvCf/gP/wFf/epXsby8jIceegjvete78OpXvxrvfOc7b8lnFAgEAoFAIBAIBIIjgQBgQBzEYIyBiKiDQCAQTA4hoJQhjpgYQwW3hGPvcfvud78b9XodH/rQh1CpVPDGN74Rn/vc57KGZaurqzlviD/4gz9AEAT41//6X+eO8+EPfxi/9mu/BlmW8dxzz+FTn/oUOp0O7rjjDnzP93wPPvaxj430sBUIBAKBQCAQCASC2xVCCECAOKIAw20g3REIBILjAyHgVQthzKsWxBgquMkc+8AtALzvfe/D+973vpF/e/jhh3P/Xl5e3vFYhUIBf//3f39IZyYQCAQCgUAgEAgEx584pEItJhAIBHuESAQ0ptwnnIoxVHDzEbkCgUAgEAgEAoFAIDjRkCRwK/wZBQKBYC9wxS0QBXwMhSQGUcHNRQRuBQKBQCAQCAQCgeBEw7haTERuBQKBYE8QiQAstUpgYggV3HRE4FYgEAgEAoFAIBAITjhUKG4FAoFg7xACxpAkvyCsEgQ3HRG4FQgEAoFAIBAIBIITThTGYMKfUSAQCPYEIQBjSdWCGD4FtwARuBUIBAKBQCAQCASCEw6NuFpMBB4EAoFgcgghYJQhCuJbfSqClykicCsQCAQCgUAgEAgEJxzenEwobgUCgWAvEAl9qwSB4BYgArcCgUAgEAgEAoFAcJJhaeBWeNwKBALBXiCEAJQhDqgoWBDcEkTgViAQCAQCgUAgEAhOOIyyxCpBhB4EAoFgYqS0OVkMdqvPRfCyRARuBQKBQCAQCAQCgeAkkwQeGGMgYgcoEAgEE5M1JwuEVYLg1iCmbYFAIBAIBAKBQCA4waSBBybkYgKBQLAnCOGJL0rFACq4NYjArUAgEAgEAoFAIBCcYNKu6CT53wKBQCCYnGzUFLFbwS1ABG4FAoFAIBAIBAKB4ATDFbe3+iwEAoHgNoUAABNxW8EtQQRuBQKBQCAQCAQCgeAkIyWRWyG2FQgEgn3BmOjtKLg1iMCtQCAQCAQCgUAgEJxghOJWIBAIDkJiNyMit4JbgAjcCgQCgUAgEAgEAsEJJvW4FQgEAsF+YAATHuGCW4MI3AoEAoFAIBAIBALBCYZIRChuBQKB4AAwxkQETXBL+P+z9+dxepR1vv//qnvvvbN1d7bOAlmAQBCQmFEHj+SAyhl0dL4P9fA74+H4G2c0eFB0zsiZow4zzhePHtFBUXScEcfRQfGICygSA4QBQwiB7HvSSe97333vd91VdX3/uNM33Umn052l77u738/HI0pX1X3fVy2fq6761FVX6bATERERERGZxiyL/FgJSt6KiJwX46nHrRSHErciIiIiIiLT2dBQCco5iIhMnMn3uFXeVopBiVsREREREZFprPByMvW4FRE5L8YYLJ8ytzL5lLgVERERERGZxvJj3CprKyJyXnwWxtVTC1IcStyKiIiIiIhMY5aVH59RqVsRkYmzLPBcozFupSiUuBUREREREZnOTo1xq5yDiMjEWZZ1KnFb7JLITKTErYiIiIiIyDRmWRaep95iIiLnw/KRv/mlMW6lCJS4FRERERERmcYsHxqfUUTkPOV73Hqoy60UgxK3IiIiIiIi05hlWRjPU49bEZHzYeVfTmYpgyZFoMNORERERERkGrN8+RfrqMetiMjEWT403IwUjRK3IiIiIiIi01nh5WRKOoiITJReTibFNCUStw899BBLly4lEomwbt06Xn755TGXf+yxx1i9ejWRSISrr76aX//61yPmG2P43Oc+x/z58ykrK2PDhg0cOXLkUq6CiIiIiIhIUbz+crJil0REZOqxLHTzS4qm5BO3P/7xj7nnnnv4/Oc/z6uvvsratWu59dZb6e7uHnX53//+93zwgx/kwx/+MK+99hrvec97eM973sPevXsLy3zpS1/iwQcf5OGHH2bbtm1UVFRw6623kslkJmu1REREREREJsXrLydT0kFEZKIs36mXk/lUh8rks4wxptiFGMu6det44xvfyDe+8Q0APM9j8eLFfPzjH+czn/nMGcu///3vJ5lM8sQTTxSmvelNb+Laa6/l4YcfxhjDggUL+NSnPsWnP/1pAAYHB6mvr+eRRx7hAx/4wKjlyGazZLPZwt+Dg4M0NjZy8uRJqqurL+Yql5zB7jg7fnuAimA1Ab+/2MURkXMwGLL+JGG3AkuD2YmUPMWsyNQyFWPWAP3NMcJVQSpnlRW7OCKTairGrJSWTMIm1Z+hekEFgYByIpeKY7vksg7Xvnc5KTvB3Llz8flKvr/peYnFYixZsoRoNEpNTc2YywYmqUznxbZtduzYwb333luY5vP52LBhA1u3bh31M1u3buWee+4ZMe3WW2/l5z//OQBNTU10dnayYcOGwvyamhrWrVvH1q1bz5q4vf/++7nvvvvOmL5kyZKJrpaIiIiIiIiIiIic7lPFLsDkicfjUztx29vbi+u61NfXj5heX1/PwYMHR/1MZ2fnqMt3dnYW5g9NO9syo7n33ntHJIQ9z6O/v585c+ZM+3FOYrEYixcvpqWlZdr3LhaZDhSzIlOLYlZkalHMikwtilmRqWUmxKwxhng8zoIFC865bEknbktJOBwmHA6PmFZbW1ucwhRJdXX1tA0akelIMSsytShmRaYWxazI1KKYFZlapnvMnqun7ZCSHixi7ty5+P1+urq6Rkzv6uqioaFh1M80NDSMufzQ/0/kO0VEREREREREREQmU0knbkOhENdffz2bN28uTPM8j82bN7N+/fpRP7N+/foRywNs2rSpsPyyZctoaGgYsUwsFmPbtm1n/U4RERERERERERGRyVTyQyXcc889fOhDH+KGG27gxhtv5Gtf+xrJZJI777wTgD/90z9l4cKF3H///QDcfffd3HTTTXzlK1/htttu49FHH+WVV17hO9/5DgCWZfGJT3yCL3zhC6xYsYJly5bx2c9+lgULFvCe97ynWKtZ0sLhMJ///OfPGCpCREqTYlZkalHMikwtilmRqUUxKzK1KGZHsowxptiFOJdvfOMbfPnLX6azs5Nrr72WBx98kHXr1gHwtre9jaVLl/LII48Uln/sscf4X//rf3HixAlWrFjBl770Jd71rncV5htj+PznP893vvMdotEob3nLW/jmN7/JypUrJ3vVRERERERERERERM4wJRK3IiIiIiIiIiIiIjNJSY9xKyIiIiIiIiIiIjITKXErIiIiIiIiIiIiUmKUuBUREREREREREREpMUrcioiIiIiIiIiIiJQYJW5lTA899BBLly4lEomwbt06Xn755WIXSWRGev755/mjP/ojFixYgGVZ/PznPx8x3xjD5z73OebPn09ZWRkbNmzgyJEjI5bp7+/njjvuoLq6mtraWj784Q+TSCQmcS1EZo7777+fN77xjVRVVVFXV8d73vMeDh06NGKZTCbDxo0bmTNnDpWVlbzvfe+jq6trxDLNzc3cdtttlJeXU1dXx1/+5V/iOM5krorIjPCtb32La665hurqaqqrq1m/fj2/+c1vCvMVryKl7Ytf/CKWZfGJT3yiME1xK1I6/uZv/gbLskb8W716dWG+4vXslLiVs/rxj3/MPffcw+c//3leffVV1q5dy6233kp3d3exiyYy4ySTSdauXctDDz006vwvfelLPPjggzz88MNs27aNiooKbr31VjKZTGGZO+64g3379rFp0yaeeOIJnn/+eT7ykY9M1iqIzChbtmxh48aNvPTSS2zatIlcLsctt9xCMpksLPPJT36SX/3qVzz22GNs2bKF9vZ23vve9xbmu67Lbbfdhm3b/P73v+f73/8+jzzyCJ/73OeKsUoi09qiRYv44he/yI4dO3jllVd4+9vfzrvf/W727dsHKF5FStn27dv59re/zTXXXDNiuuJWpLRcddVVdHR0FP698MILhXmK1zEYkbO48cYbzcaNGwt/u65rFixYYO6///4ilkpEAPP4448X/vY8zzQ0NJgvf/nLhWnRaNSEw2Hzb//2b8YYY/bv328As3379sIyv/nNb4xlWaatrW3Syi4yU3V3dxvAbNmyxRiTj9FgMGgee+yxwjIHDhwwgNm6dasxxphf//rXxufzmc7OzsIy3/rWt0x1dbXJZrOTuwIiM9CsWbPMd7/7XcWrSAmLx+NmxYoVZtOmTeamm24yd999tzFG51mRUvP5z3/erF27dtR5itexqcetjMq2bXbs2MGGDRsK03w+Hxs2bGDr1q1FLJmInK6pqYnOzs4R8VpTU8O6desK8bp161Zqa2u54YYbCsts2LABn8/Htm3bJr3MIjPN4OAgALNnzwZgx44d5HK5EXG7evVqGhsbR8Tt1VdfTX19fWGZW2+9lVgsVugFKCIXn+u6PProoySTSdavX694FSlhGzdu5LbbbhsRn6DzrEgpOnLkCAsWLGD58uXccccdNDc3A4rXcwkUuwBSmnp7e3Fdd0RQANTX13Pw4MEilUpERtPZ2QkwarwOzevs7KSurm7E/EAgwOzZswvLiMil4Xken/jEJ3jzm9/MmjVrgHxMhkIhamtrRyx7etyOFtdD80Tk4tqzZw/r168nk8lQWVnJ448/zpVXXsnOnTsVryIl6NFHH+XVV19l+/btZ8zTeVaktKxbt45HHnmEVatW0dHRwX333cdb3/pW9u7dq3g9ByVuRURERC6hjRs3snfv3hHjeIlI6Vm1ahU7d+5kcHCQn/70p3zoQx9iy5YtxS6WiIyipaWFu+++m02bNhGJRIpdHBE5h3e+852F/77mmmtYt24dS5Ys4Sc/+QllZWVFLFnp01AJMqq5c+fi9/vPeItfV1cXDQ0NRSqViIxmKCbHiteGhoYzXizoOA79/f2KaZFL6K677uKJJ57g2WefZdGiRYXpDQ0N2LZNNBodsfzpcTtaXA/NE5GLKxQKcfnll3P99ddz//33s3btWv7hH/5B8SpSgnbs2EF3dzfXXXcdgUCAQCDAli1bePDBBwkEAtTX1ytuRUpYbW0tK1eu5OjRozrPnoMStzKqUCjE9ddfz+bNmwvTPM9j8+bNrF+/voglE5HTLVu2jIaGhhHxGovF2LZtWyFe169fTzQaZceOHYVlnnnmGTzPY926dZNeZpHpzhjDXXfdxeOPP84zzzzDsmXLRsy//vrrCQaDI+L20KFDNDc3j4jbPXv2jLjpsmnTJqqrq7nyyisnZ0VEZjDP88hms4pXkRJ08803s2fPHnbu3Fn4d8MNN3DHHXcU/ltxK1K6EokEx44dY/78+TrPnkux344mpevRRx814XDYPPLII2b//v3mIx/5iKmtrR3xFj8RmRzxeNy89tpr5rXXXjOAeeCBB8xrr71mTp48aYwx5otf/KKpra01v/jFL8zu3bvNu9/9brNs2TKTTqcL3/GOd7zDvOENbzDbtm0zL7zwglmxYoX54Ac/WKxVEpnWPvrRj5qamhrz3HPPmY6OjsK/VCpVWOYv/uIvTGNjo3nmmWfMK6+8YtavX2/Wr19fmO84jlmzZo255ZZbzM6dO81TTz1l5s2bZ+69995irJLItPaZz3zGbNmyxTQ1NZndu3ebz3zmM8ayLPP0008bYxSvIlPBTTfdZO6+++7C34pbkdLxqU99yjz33HOmqanJvPjii2bDhg1m7ty5pru72xijeB2LErcypq9//eumsbHRhEIhc+ONN5qXXnqp2EUSmZGeffZZA5zx70Mf+pAxxhjP88xnP/tZU19fb8LhsLn55pvNoUOHRnxHX1+f+eAHP2gqKytNdXW1ufPOO008Hi/C2ohMf6PFK2C+973vFZZJp9PmYx/7mJk1a5YpLy83f/zHf2w6OjpGfM+JEyfMO9/5TlNWVmbmzp1rPvWpT5lcLjfJayMy/f23//bfzJIlS0woFDLz5s0zN998cyFpa4ziVWQqOD1xq7gVKR3vf//7zfz5800oFDILFy4073//+83Ro0cL8xWvZ2cZY0xx+vqKiIiIiIiIiIiIyGg0xq2IiIiIiIiIiIhIiVHiVkRERERERERERKTEKHErIiIiIiIiIiIiUmKUuBUREREREREREREpMUrcioiIiIiIiIiIiJQYJW5FRERERERERERESowStyIiIiIiIiIiIiIlRolbERERERERERERkRKjxK2IiIiIiIiIiIhIiVHiVkRERERERERERKTEKHErIiIiIiIiIiIiUmKUuBUREREREREREREpMUrcioiIiIiIiIiIiJQYJW5FRERERERERERESowStyIiIiIiIiIiIiIlJlDsAkxVnufR3t5OVVUVlmUVuzgiIiIiIiIiIiJS4owxxONxFixYgM83dp9aJW7PU3t7O4sXLy52MURERERERERERGSKaWlpYdGiRWMuo8TteaqqqgLyG7m6urrIpbn0PM+jp6eHefPmnfNugIgUn2JWZOpQvIpMLYpZkalFMSsydcyUeI3FYixevLiQWxyLErfnaWh4hOrq6hmTuM1kMlRXV0/r4BGZLhSzIlOH4lVkalHMikwtilmRqWOmxet4hl6d/ltBREREREREREREZIpR4lZERERERERERESkxChxKyIiIiIiIiIiIlJilLgVERERERERERERKTFK3IqIiIiIiIiIiIiUGCVuRURERETkkhn85V8z+Mu/LnYxRERERKYcJW5FRERERERERERESowStyIiIlOEeq2JiIiIiIjMHErcioiIiIiIiIiIiJQYJW5FRERERERERERESowStyIiIiIiIiIiIiIlRolbERERERERERERkRKjxK2IiIiIiIiIiIhIiVHiVkREREREimLwl3/N4C//utjFEBERESlJStyKiIiIiIiIiIiIlBglbkVERERERERERERKjBK3IiIiIiIXSI/8i4iIiMjFpsStiIiIiIiIiIiISIlR4lZERERERERERESkxChxKyIiIiIiIiIiIlJilLgVERERERERERERKTGBYhdARERERGQqGXoJWc3tf1/kkkxNeombiIiIyPiox62IiIiIiIiIiIhIiVHiVkRERERERERERKTEaKgEERERERG55DREgpSK4ceihjwREZFSph63IiIiIiIiIiIiIiVGiVsRERERERERERGREqOhEkRERERERGY4DR8gIiJSetTjVkRERERERERERKTEqMetiIhICdPLfERE5FLSeUZERKR0qcetiIiIiIiIiIiISIlR4lZERERERERERESkxChxKyIiIiIiIiIiIlJilLgVERERERERERERKTFK3IqIiIiIiIiIiIiUmECxCyAiIiIiMprhb7uvuf3vi1gSmUxD+137XERERGY69bgVERERERERERERKTFK3IqIiIiIiIiIiIiUGA2VICIicgnpkV+Ri6uUYmr4UA5yYbQtS0spxZmIiMhMph63IiIiIiIiIiIiIiVGPW5FSpBexiIiF4N6TIlIsagHbWnT/jmTzpkiIlKK1ONWREREREREREREpMQocSsiIiIiIiIiIiJSYjRUgoiIiIiIaKgmERERkRJTMj1u/+3f/u2s8/7yL/9yEksiIiIiIiIiIiIiUlwlk7j96Ec/ym9+85szpn/yk5/kX//1X4tQIhEREREREREREZHiKJmhEn74wx/ywQ9+kCeeeIK3vOUtAHz84x/nZz/7Gc8++2yRSyciIlI6RnsbuB5rFpHzNVqdIjKchtEQEREpjpLpcXvbbbfxzW9+k9tvv50dO3bwsY99rJC0Xb16dbGLJyIiIiIiIiIiIjJpSiZxC/Cf//N/5gtf+AJvfvOb+dWvfsWWLVtYuXLlBX3nF7/4RSzL4hOf+ERhWiaTYePGjcyZM4fKykre97730dXVdYGlFxEREREREREREbk4ijpUwj333DPq9Hnz5nHdddfxzW9+szDtgQcemPD3b9++nW9/+9tcc801I6Z/8pOf5Mknn+Sxxx6jpqaGu+66i/e+9728+OKLE/4NERGRiRp65PRSPG5ajEeeL+X6iIzHeI7B6XKcTpf1GI+ZtK7TVakNsaBhQUREZKopauL2tddeG3X65ZdfTiwWK8y3LGvC351IJLjjjjv4x3/8R77whS8Upg8ODvJP//RP/OhHP+Ltb387AN/73ve44ooreOmll3jTm9406vdls1my2Wzh71gsBoDneXieN+HyTTWe52GMmRHrWgo8M+y/tc3lPChmS8dQPA/fF6NNO9fnz7ncqe8abflLfRxMZH3kTIrXsxvtfHi+MXUxj9Ox4nIqxtulqDfGW3eN67tKLDamQ8xeyLllIutdam3asY51ncumr+kQsyIzxUyJ14msX1ETt5fypWMbN27ktttuY8OGDSMStzt27CCXy7Fhw4bCtNWrV9PY2MjWrVvPmri9//77ue+++86Y3tPTQyaTufgrUGI8z2NwcBBjDD5fSY2wMS0lqS38d7a7Oz9t2w8AqFj3X4pRJJliFLOX3lBMwthxORTPQ7F8tmnn+vy5FOqKUZYfz+9ciImsj5xJ8Xp2o54PT03r/9VXhi1ZO2KZsb7rQo7T1+O+9qzLjPb9Ez2Hj7X8pYi3i1FvDK8T8878zvNVanXLdIjZCzm3TGR/nO/nLpWxjnWdy6av6RCzIjPFTInXeDw+7mWLmrgdbnBwENd1mT179ojp/f39BAIBqqurx/1djz76KK+++irbt28/Y15nZyehUIja2toR0+vr6+ns7Dzrd957770jhnaIxWIsXryYefPmTahsU5XneViWxbx586Z18JSKQaKF/66pqxsxbehvkbEoZi+90eJ0rOWGLzOReB7+O2M5va4Ybd6lovrpwihez26s8+FoJhqLF1KeiZRhor891vKXIt4uRr0x3rrqfJRa3TIdYvZCzi0T2R/n+7lLZaxjXeey6Ws6xKzITDFT4jUSiYx72ZJJ3H7gAx/gj/7oj/jYxz42YvpPfvITfvnLX/LrX/96XN/T0tLC3XffzaZNmya0Ic4lHA4TDofPmO7z+ab1wTScZVkzan2LyTdsdJCh7T00Tdtfxksxe2mNFqdjLTd8mYnEs2+cowWdXleMNu9SUf104RSvoxvrfDjq8hOMxQspz0TKMNHfHmv5SxFvF6PeGG9ddT5KMS6mesxeyLllIut8vp+7VMY61nUum96mesyKzCQzIV4nsm4lk7jdtm3bqC8ge9vb3sZf//X4B5HfsWMH3d3dXHfddYVpruvy/PPP841vfIPf/va32LZNNBod0eu2q6uLhoaGC1oHmb7O9+UYo70AoRRezCAik08vRBG5MIqh4jt9H0yXNo1egjY9ldqL0URERM5HySRus9ksjuOcMT2Xy5FOp8f9PTfffDN79uwZMe3OO+9k9erV/NVf/RWLFy8mGAyyefNm3ve+9wFw6NAhmpubWb9+/YWthIiIiIiIiIiIiMhFUDKJ2xtvvJHvfOc7fP3rXx8x/eGHH+b6668f9/dUVVWxZs2aEdMqKiqYM2dOYfqHP/xh7rnnHmbPnk11dTUf//jHWb9+/VlfTCYiIiIiIiIiIiIymUomcfuFL3yBDRs2sGvXLm6++WYANm/ezPbt23n66acv6m999atfxefz8b73vY9sNsutt97KN7/5zYv6GzKz6XFOkZnlfIdF0eO5crrpdkxMt/WR0nExjq3p0F6b6HAAU3mdp+LQB1OxzCIiUlpKJnH75je/ma1bt/LlL3+Zn/zkJ5SVlXHNNdfwT//0T6xYseKCvvu5554b8XckEuGhhx7ioYceuqDvFREREREREREREbkUSiZxC3Dttdfywx/+sNjFEBERERERERERESmqoiZuY7EY1dXVhf8ey9ByItPZVH58TWSmUJzmaTtIKZqKQzNMdpkVu3IpXYrj+WIcszruRUQunanY/ppKipq4nTVrFh0dHdTV1VFbW4tlWWcsY4zBsixc1y1CCUVEREREREREREQmX1ETt8888wyzZ88G4Nlnny1mUUQmne5KicjFpN5EUgyl+uKdC3lhUymth0wuHQfnp9TOP6VWHhERkQtR1MTtTTfdVPjvZcuWsXjx4jN63RpjaGlpmeyiiYiIiIiIiIiIiBSNr9gFGLJs2TJ6enrOmN7f38+yZcuKUCIRERERERERERGR4ihqj9vhhsayPV0ikSASiRShRCKTQ49ziYjIdKAhgKRU6Fg802S3N9W+FRERuTiKnri95557ALAsi89+9rOUl5cX5rmuy7Zt27j22muLVDoRERERERERERGRyVf0xO1rr70G5Hvc7tmzh1AoVJgXCoVYu3Ytn/70p4tVPBEREREREREREZFJV/TE7bPPPgvAnXfeyT/8wz9QXV1d5BKJiIgUnx4zlck0/Hi70MfLJ3rsjvZYezGP/9N/e6LbQ4/pT66LeexeTKVarothJh7j03l/iohIaSt64raxsZF3v/vdfPCDHxwxTIKIiIiIiIiIiIjITOUrdgF+8IMfEAqF2LhxI3PnzuX9738/P/zhD4lGo8UumoiIiIiIiIiIiEhRFL3H7U033cRNN93EV77yFfbt28cvf/lLvv71r/PhD3+YP/iDP+D222/n9ttvZ/ny5cUuqswwekxZRGbqo5EX8zHYmfhIrch0UKqxq/bZzDEV93Wpxo2IXFqj1VczvR5QfXjxFL3H7XBXXXUV9957Ly+99BJNTU184AMfYPPmzaxZs4Y1a9bw5JNPFruIIiIiIiIiIiIiIpdc0Xvcns38+fP5yEc+wkc+8hGSySRPP/004XC42MUSEZEZYLS75pey589U6Nmru+bTUyn1aCulskwFpRCTM2GflcJ2LlXn+yLC4Ya2a6lu5/G0B0qtzCIil9JUuG6Zbkomcfvqq68SDAa5+uqrAfjFL37B9773Pa688kr+5m/+hj/+4z8ucglFREREREREREREJkfJDJXw53/+5xw+fBiA48eP84EPfIDy8nIee+wx/sf/+B9FLp2IiIiIiIiIiIjI5CmZHreHDx/m2muvBeCxxx7jD//wD/nRj37Eiy++yAc+8AG+9rWvFbV8ItNdqT6iJnIxjPeRnpnw2O9k0Ha8tMaqr0u9Li+Fx+smqwznioOJxIliamorVlzquDk/F2MICBGRC6379cIzGVIyPW6NMXieB8Dvfvc73vWudwGwePFient7i1k0ERERERERERERkUlVMonbG264gS984Qv84Ac/YMuWLdx2220ANDU1UV9fX+TSiYiIiIiIiIiIiEyekhkq4Wtf+xp33HEHP//5z/nrv/5rLr/8cgB++tOf8gd/8AdFLp3IxaPHqfJK/XFemb5OP/ZKLSZLrTwiF8NUPq4nq+xTeRtdauPdNqcvdyHDYkzl/XExyz6VtsNUKuv5KIWhZkRkpOle70hpKJnE7TXXXMOePXvOmP7lL38Zv99fhBKJiIiIiIiIiIiIFEfJDJUAEI1G+e53v8u9995Lf38/APv376e7u7vIJRMRERERERERERGZPCXT43b37t3cfPPN1NbWcuLECf7sz/6M2bNn87Of/Yzm5mb+5V/+pdhFFBERmfHGeiRMj4tdPJdiOJmL+ZjtxdjXpXC8lEIZZHLMhCGadDxPT9qvItPPTDgnycVTMj1u77nnHu68806OHDlCJBIpTH/Xu97F888/X8SSiYiIiIiIiIiIiEyukulxu337dr797W+fMX3hwoV0dnYWoUQiIiLnTz1kpJTp+JwaSmE/lUIZ5EzTZb9c6HqU6nYo1XKJyPlTL1kplpLpcRsOh4nFYmdMP3z4MPPmzStCiURERERERERERESKo2QSt7fffjt/+7d/Sy6XA8CyLJqbm/mrv/or3ve+9xW5dCIiIiIiIiIiIiKTp2SGSvjKV77Cn/zJn1BXV0c6neamm26is7OT9evX8/d/r67oMrpSeFyhmGUohfUXEZFLZ7q8BKyYZvr6y/Si43nqG2/7XftaRESghBK3NTU1bNq0iRdeeIHdu3eTSCS47rrr2LBhQ7GLJiIiIiIiIiIiIjKpSiZxO+Qtb3kLb3nLW4pdDBEREREREREREZGiKWri9sEHHxz3sv/9v//3S1gSmU5Of6xosoYRKIXHmYaXoVSHTyiF7STT23jjYCYdi6M9lqmhVopvaB94BpLUMkgUn1XkQsklNZPqnZlqrH08nnp3tM+rnr60ihWXU6HdLpeO9v/MMRX39fmWWe2cS6OoiduvfvWrI/7u6ekhlUpRW1sLQDQapby8nLq6OiVuRUREREREREREZMbwFfPHm5qaCv/+/u//nmuvvZYDBw7Q399Pf38/Bw4c4LrrruPv/u7villMERERERERERERkUlVMmPcfvazn+WnP/0pq1atKkxbtWoVX/3qV/mTP/kT7rjjjiKWTmaS8TziBqX1mIMeSRCRUjdWPVVK9am8TsNpiIzfhbbF1JabmKm4vaZimUVEsTtE26F4itrjdriOjg4cxzljuuu6dHV1FaFEIiIiIiIiIiIiIsVRMj1ub775Zv78z/+c7373u1x33XUA7Nixg49+9KNs2LChyKWTUqCePxNTCturFMogM5vuDEupmerH5FQv/3SkFzJOf9p3IlNTqT6tKed2qerdC32BpcxMJdPj9p//+Z9paGjghhtuIBwOEw6HufHGG6mvr+e73/1usYsnIiIiIiIiIiIiMmlKpsftvHnz+PWvf83hw4c5ePAgAKtXr2blypVFLpmIiIiIiIiIiIjI5CqZxO2QlStXKlkrY5ppj4tN9/Ud6xEiPV40s2n/i4iIzCzTvd0rMpWpbT45plI9OJXKOpWVVOK2tbWVX/7ylzQ3N2Pb9oh5DzzwQJFKJSIiIiIiIiIiIjK5SiZxu3nzZm6//XaWL1/OwYMHWbNmDSdOnMAYU3hZmYiIiIiIiIiIiMhMUDKJ23vvvZdPf/rT3HfffVRVVfF//+//pa6ujjvuuIN3vOMdxS6eTDOjdemf7o97zLRHW/RWzplD+1pmqsmq1/UY3NSjfXZ22jYiUkzjqYOmwnWb2t9yPnTcnB9fsQsw5MCBA/zpn/4pAIFAgHQ6TWVlJX/7t3/L//7f/7vIpRMRERERERERERGZPCWTuK2oqCiMazt//nyOHTtWmNfb2zuh77r//vt54xvfSFVVFXV1dbznPe/h0KFDI5bJZDJs3LiROXPmUFlZyfve9z66uroufEVERERERERERERELlDJDJXwpje9iRdeeIErrriCd73rXXzqU59iz549/OxnP+NNb3rThL5ry5YtbNy4kTe+8Y04jsP//J//k1tuuYX9+/dTUVEBwCc/+UmefPJJHnvsMWpqarjrrrt473vfy4svvngpVk8mSI+xnd2l3jaXYhiJydqfOm5mNu3/86PtdmnpkTCR6WF4XVn1n/6uiCURGZvOOzJel2pIhlI9Bi9WuUql7Vyq21kuvpJJ3D7wwAMkEgkA7rvvPhKJBD/+8Y9ZsWIFDzzwwIS+66mnnhrx9yOPPEJdXR07duzgD//wDxkcHOSf/umf+NGPfsTb3/52AL73ve9xxRVX8NJLL42aKM5ms2Sz2cLfsVgMAM/z8DxvQuWbijzPwxgzaevqmQkuP6xcp392tDKP9v1Dy433tye6fLGMVs7xbpOxlh/Xb1/Afjz98+Mpw1j7daaZ7Ji9FMa7/0s9BkvJWHXlxVj+fE3l4/RchrbbWOcMM+zf+W7n07//QvbdVDm/yZm07ybHaOfYiWzzibbDZPq7mG3z0c4DM12x2sWjtWXHc70y0Wug83WprrVK9RicSLkmq06+GG3zS7Gdx3vsjuu7Jljm6XAdOx4TWb+SSNy6rktrayvXXHMNkB824eGHH75o3z84OAjA7NmzAdixYwe5XI4NGzYUllm9ejWNjY1s3bp11MTt/fffz3333XfG9J6eHjKZzEUra6nyPI/BwUGMMfh8l26EjeS2H5z6r9oJfS7b3f36d5z22f5ffaXw3xXr/suoywz/jtHmjeb17x3f8sUy2noNlX1oe5w+/2zfMVHj3ZZn+53hnx9PGcbarzPNZMXspTTa/h+qI8Z77MpIY9WVoxlef17Kum60enq6GNrOY51jDBAn/0SQdZ6/c/r3T3Rfj/VdMnVMlbbJVJfu7j7jHDuReBmtbaJ4m9nOt20+Vruo1NvAr1/3DbtGG2V9LoZitYtHbcuO43plotdA5+tSXWuV6jE4kXJNVp080fbaaMtfjO18euyN99gdj9HKPFqdN2Q6XMeORzweH/eyJZG49fv93HLLLRw4cIDa2tqL+t2e5/GJT3yCN7/5zaxZswaAzs5OQqHQGb9VX19PZ2fnqN9z7733cs899xT+jsViLF68mHnz5lFdXX1Ry1yKPM/DsizmzZt3SYNnkOh5fa6mrm5c3zG03GjLjDVvKhvPOp9t/mjLTcREt+XpvzP88+Mpw7nWcSaZrJi9lEbb/0PTxnvsykhTYbtNt5g9/ZgdbbsPdWCYTfS8E7cXM0am6/lQ5GKpqqs74xw7kXgZrZ5TvAmc/zXNaJ8r9fPpeNt5F0Ox2sVjreNwF3oNdL4u1bVWqR6DEynXZNXJE22vXapYH6u9eqHtwrHWcbSyT4fr2PGIRCLjXrYkErcAa9as4fjx4yxbtuyifu/GjRvZu3cvL7zwwgV9TzgcJhwOnzHd5/NN64NpOMuyLvn6+s7zinV4mcb6jqHlRltmrHlT2XjW+WzzR1tuQr89wW15+u8M//x4ynCudZxpJiNmL6XR9v/QtPEeuzLSVNhuU/V4PZvTj9nRtrtn8j1trbPMH9fvXMQYma7nQ5GLxefznXGOnUi8jFbPKd4Ezv+aZrTPlfr5dLztvIulGO3isdZxxHIXeA10vi7VtVapHoMTKddk1ckTba9dqlgfq716oe3CsdbxbGWf6tex4zGRdSuZxO0XvvAFPv3pT/N3f/d3XH/99YWXiA05n16td911F0888QTPP/88ixYtKkxvaGjAtm2i0eiIXrddXV00NDSc9zqIlKJSGTz9YrlUg+jL6Ebb3sXYB9PtOJbpbbTjVcewiIjI+My09r5eMnXpTLT9NdnttVIrXzHbsEO/oxeAnqno6eu//du/JZlM8q53vYtdu3Zx++23s2jRImbNmsWsWbOora1l1qxZE/pOYwx33XUXjz/+OM8888wZvXivv/56gsEgmzdvLkw7dOgQzc3NrF+//qKsl4iIiIiIiIiIiMj5KnqP2/vuu4+/+Iu/4Nlnn71o37lx40Z+9KMf8Ytf/IKqqqrCuLU1NTWUlZVRU1PDhz/8Ye655x5mz55NdXU1H//4x1m/fv2oLyYTERERERERERERmUxFT9wak38lx0033XTRvvNb3/oWAG9729tGTP/e977Hf/2v/xWAr371q/h8Pt73vveRzWa59dZb+eY3v3nRyiClaaxu/nqMtfguxf7Ro0ciMhPoHCYyNSl2ZTgdD5NjtOuDi3nNUMz9OJ71GE/5LsY66DpMQDmYi6HoiVvIDzx8MQ0lg8cSiUR46KGHeOihhy7qb4uIiIiIiIiIiIhcqJJI3K5cufKcydv+/v5JKo2IiIiIiIiIiIhIcZVE4va+++6jpqam2MUQkYtEjzxMT+f71lM9HiUy+VQPi5QuxadcbDPhmBq+jpeybTne35lu7dxLeQxdjH13KYaymC77Tqa/kkjcfuADH6Curq7YxRAREREREREREREpCUVP3F7s8W1lZpoJd5lFpiPd8Z5cU6Gu1DEhIlPF4K8+i0+XMiIXbCq0T2R0E223lWo7T8eglDJfsQswnheJiYiIiIiIiIiIiMwkRe9x63lesYsgIiIiIiIiIiIiUlKKnrgVkeKZSS+bmqwXGsjk0ONMUiyjHXvTrU5RfImITH2l2m6fqeeY8az3VN42U7nsIqWu6EMliIiIiIiIiIiIiMhIStyKiIiIiIiIiIiIlBgNlSCXVKk+oiMXnx6PmV7OdxgNkcmkIVBERETkUhnPteylbgOf7/X0VLwOn4plLnUzYYivmUA9bkVERERERERERERKjBK3IiIiIiIiIiIiIiVGQyWIyJSlx2kuzMXYfhN5PEyPtct0pyFDREREJt9obczh0zwDSWrhjz51Qd9fzPbrWGVQ+yNP1xoyXanHrYiIiIiIiIiIiEiJUY9bKQm6SyiTqRTumk+WwV99Fp81ctpMWG+Z+kohTnVuEhERGb/Tz92X6jx63i/sGqVdPJNMxXbN+ZZ5PJ+bittjLOpxPH2px62IiIiIiIiIiIhIiVHiVkRERERERERERKTEaKgEETmn0x8jKbXHSi51eUrhke3pptSOIRERkfEa/NVnSVJLuNgFETlP53qZ1+nzStWFtienYnt0oo/Dl+o66vrq4hltH8/EoSKmM/W4FRERERERERERESkxStyKiIiIiIiIiIiIlBgNlSBFo675UorGemxnJjzSU6y4VH0gZ6M35IqIiIx0vu2miX7u9LbveM/JF7Ndpzbi9HYx9q+OEZnu1ONWREREREREREREpMQocSsiIiIiIiIiIiJSYjRUgojIBRjrEbIherxbRERERErRdHv7/FQqq4xO+1BkJPW4FRERERERERERESkx6nErl4TukslUMtrxer4vbygVg7/6LElqCY9n2RIru4iIiIhIqVGbubRof5wfbbepRz1uRUREREREREREREqMErciIiIiIiIiIiIiJUZDJYiITNClfrzkUr/gbLIfj9HjOHKxjHUsnf6iwMmkY1xERErVpTpH6dxXfNoHIjODetyKiIiIiIiIiIiIlBglbkVERERERERERERKjIZKkEkx/DGOYjzGKjKaqfR40XgeA59K6yNSanSeEhERESltut6RmUg9bkVERERERERERERKjBK3IiIiIiIiIiIiIiVGQyXIBZvo4wp6vEFmmrEewb4Yj2crpkRGd3psDI+x8Qw/IiIiIiIiUkzqcSsiIiIiIiIiIiJSYtTjVkSkCEbrJTuRnrPqZSsyuovxFIjiS0RERERESoF63IqIiIiIiIiIiIiUGCVuRUREREREREREREqMErciIiIiIiIiIiIiJUaJWxEREREREREREZESo8StiIiIiIiIiIiISIkJFLsAMrUM/uqz+Kxil0Jk6tLb6kWKR/EnIiIiIiJTiXrcioiIiIiIiIiIiJSYGZ24feihh1i6dCmRSIR169bx8ssvF7tIIiIiIiIiIiIiIjN3qIQf//jH3HPPPTz88MOsW7eOr33ta9x6660cOnSIurq6Yhev5Az+6rMkqSVc7IKIzHB61FtERERERERkZpixidsHHniAP/uzP+POO+8E4OGHH+bJJ5/kn//5n/nMZz5zxvLZbJZsNlv4e3BwEIBoNIrneZNT6CIaTGWJkcFPFg1xK1L6DChmRaYIxavI1KKYFZlaFLMiU4cbjRKLxQiFQvh803eQgFgsBoAx5pzLzsjErW3b7Nixg3vvvbcwzefzsWHDBrZu3TrqZ+6//37uu+++M6YvWbLkkpVTRERERERERERkZvhKsQswqeLxODU1NWMuMyMTt729vbiuS319/Yjp9fX1HDx4cNTP3Hvvvdxzzz2Fvz3Po7+/nzlz5mBZ0/++XSwWY/HixbS0tFBdXV3s4ojIOShmRaYOxavI1KKYFZlaFLMiU8dMiVdjDPF4nAULFpxz2RmZuD0f4XCYcHjkCK+1tbXFKUwRVVdXT+vgEZluFLMiU4fiVWRqUcyKTC2KWZGpYybE67l62g6ZvgNGjGHu3Ln4/X66urpGTO/q6qKhoaFIpRIRERERERERERHJm5GJ21AoxPXXX8/mzZsL0zzPY/Pmzaxfv76IJRMRERERERERERGZwUMl3HPPPXzoQx/ihhtu4MYbb+RrX/sayWSSO++8s9hFK0nhcJjPf/7zZwwXISKlSTErMnUoXkWmFsWsyNSimBWZOhSvZ7KMMabYhSiWb3zjG3z5y1+ms7OTa6+9lgcffJB169YVu1giIiIiIiIiIiIyw83oxK2IiIiIiIiIiIhIKZqRY9yKiIiIiIiIiIiIlDIlbkVERERERERERERKjBK3IiIiIiIiIiIiIiVGiVsRERERERERERGREqPErYzLQw89xNKlS4lEIqxbt46XX3652EUSmXGef/55/uiP/ogFCxZgWRY///nPR8w3xvC5z32O+fPnU1ZWxoYNGzhy5MiIZfr7+7njjjuorq6mtraWD3/4wyQSiUlcC5GZ4f777+eNb3wjVVVV1NXV8Z73vIdDhw6NWCaTybBx40bmzJlDZWUl73vf++jq6hqxTHNzM7fddhvl5eXU1dXxl3/5lziOM5mrIjIjfOtb3+Kaa66hurqa6upq1q9fz29+85vCfMWrSOn64he/iGVZfOITnyhMU8yKlI6/+Zu/wbKsEf9Wr15dmK94HZsSt3JOP/7xj7nnnnv4/Oc/z6uvvsratWu59dZb6e7uLnbRRGaUZDLJ2rVreeihh0ad/6UvfYkHH3yQhx9+mG3btlFRUcGtt95KJpMpLHPHHXewb98+Nm3axBNPPMHzzz/PRz7ykclaBZEZY8uWLWzcuJGXXnqJTZs2kcvluOWWW0gmk4VlPvnJT/KrX/2Kxx57jC1bttDe3s573/vewnzXdbntttuwbZvf//73fP/73+eRRx7hc5/7XDFWSWRaW7RoEV/84hfZsWMHr7zyCm9/+9t597vfzb59+wDFq0ip2r59O9/+9re55pprRkxXzIqUlquuuoqOjo7CvxdeeKEwT/F6DkbkHG688UazcePGwt+u65oFCxaY+++/v4ilEpnZAPP4448X/vY8zzQ0NJgvf/nLhWnRaNSEw2Hzb//2b8YYY/bv328As3379sIyv/nNb4xlWaatrW3Syi4yE3V3dxvAbNmyxRiTj89gMGgee+yxwjIHDhwwgNm6dasxxphf//rXxufzmc7OzsIy3/rWt0x1dbXJZrOTuwIiM9CsWbPMd7/7XcWrSImKx+NmxYoVZtOmTeamm24yd999tzFG51iRUvP5z3/erF27dtR5itdzU49bGZNt2+zYsYMNGzYUpvl8PjZs2MDWrVuLWDIRGa6pqYnOzs4RsVpTU8O6desKsbp161Zqa2u54YYbCsts2LABn8/Htm3bJr3MIjPJ4OAgALNnzwZgx44d5HK5ETG7evVqGhsbR8Ts1VdfTX19fWGZW2+9lVgsVugFKCIXn+u6PProoySTSdavX694FSlRGzdu5LbbbhsRm6BzrEgpOnLkCAsWLGD58uXccccdNDc3A4rX8QgUuwBS2np7e3Fdd0SAANTX13Pw4MEilUpETtfZ2QkwaqwOzevs7KSurm7E/EAgwOzZswvLiMjF53ken/jEJ3jzm9/MmjVrgHw8hkIhamtrRyx7esyOFtND80Tk4tqzZw/r168nk8lQWVnJ448/zpVXXsnOnTsVryIl5tFHH+XVV19l+/btZ8zTOVaktKxbt45HHnmEVatW0dHRwX333cdb3/pW9u7dq3gdByVuRURERC6hjRs3snfv3hFjeYlI6Vm1ahU7d+5kcHCQn/70p3zoQx9iy5YtxS6WiJympaWFu+++m02bNhGJRIpdHBE5h3e+852F/77mmmtYt24dS5Ys4Sc/+QllZWVFLNnUoKESZExz587F7/ef8Ua/rq4uGhoailQqETndUDyOFasNDQ1nvFTQcRz6+/sVzyKXyF133cUTTzzBs88+y6JFiwrTGxoasG2baDQ6YvnTY3a0mB6aJyIXVygU4vLLL+f666/n/vvvZ+3atfzDP/yD4lWkxOzYsYPu7m6uu+46AoEAgUCALVu28OCDDxIIBKivr1fMipSw2tpaVq5cydGjR3WOHQclbmVMoVCI66+/ns2bNxemeZ7H5s2bWb9+fRFLJiLDLVu2jIaGhhGxGovF2LZtWyFW169fTzQaZceOHYVlnnnmGTzPY926dZNeZpHpzBjDXXfdxeOPP84zzzzDsmXLRsy//vrrCQaDI2L20KFDNDc3j4jZPXv2jLjhsmnTJqqrq7nyyisnZ0VEZjDP88hms4pXkRJz8803s2fPHnbu3Fn4d8MNN3DHHXcU/lsxK1K6EokEx44dY/78+TrHjkex344mpe/RRx814XDYPPLII2b//v3mIx/5iKmtrR3xRj8RufTi8bh57bXXzGuvvWYA88ADD5jXXnvNnDx50hhjzBe/+EVTW1trfvGLX5jdu3ebd7/73WbZsmUmnU4XvuMd73iHecMb3mC2bdtmXnjhBbNixQrzwQ9+sFirJDJtffSjHzU1NTXmueeeMx0dHYV/qVSqsMxf/MVfmMbGRvPMM8+YV155xaxfv96sX7++MN9xHLNmzRpzyy23mJ07d5qnnnrKzJs3z9x7773FWCWRae0zn/mM2bJli2lqajK7d+82n/nMZ4xlWebpp582xiheRUrdTTfdZO6+++7C34pZkdLxqU99yjz33HOmqanJvPjii2bDhg1m7ty5pru72xijeD0XJW5lXL7+9a+bxsZGEwqFzI033mheeumlYhdJZMZ59tlnDXDGvw996EPGGGM8zzOf/exnTX19vQmHw+bmm282hw4dGvEdfX195oMf/KCprKw01dXV5s477zTxeLwIayMyvY0Wq4D53ve+V1gmnU6bj33sY2bWrFmmvLzc/PEf/7Hp6OgY8T0nTpww73znO01ZWZmZO3eu+dSnPmVyudwkr43I9Pff/tt/M0uWLDGhUMjMmzfP3HzzzYWkrTGKV5FSd3riVjErUjre//73m/nz55tQKGQWLlxo3v/+95ujR48W5itex2YZY0xx+vqKiIiIiIiIiIiIyGg0xq2IiIiIiIiIiIhIiVHiVkRERERERERERKTEKHErIiIiIiIiIiIiUmKUuBUREREREREREREpMUrcioiIiIiIiIiIiJQYJW5FRERERERERERESowStyIiIiIiIiIiIiIlRolbERERERERERERkRKjxK2IiIiIiIiIiIhIiVHiVkRERERERERERKTEKHErIiIiIiIiIiIiUmKUuBUREREREREREREpMUrcioiIiIiIiIiIiJQYJW5FRERERERERERESowStyIiIiIiIiIiIiIlJlDsAkxVnufR3t5OVVUVlmUVuzgiIiIiIiIiIiJS4owxxONxFixYgM83dp9aJW7PU3t7O4sXLy52MURERERERERERGSKaWlpYdGiRWMuo8TteaqqqgLyG7m6urrIpbm0PM+jp6eHefPmnfNOgIgUn2JWZGpRzIpMLYpZkalFMSsytcyEmI3FYixevLiQWxyLErfnaWh4hOrq6hmRuM1kMlRXV0/boBGZThSzIlOLYlZkalHMikwtilmRqWUmxex4hl6d3ltAREREREREREREZApS4lZERERERERERESkxChxKyIiIiIiIiIiIlJilLgVKRGO59BhD+B4TrGLIiIiIiLTiGc84m4az3jFLkpJU3tcREajukGKSYlbkWGKVSE7nsP/afkF9xz9Z/5Pyy+m9AlBJ7WpQRdwIlLKzreOUt12dqVwftb+KQ7PePy2fyffbH+K3/bvLNntX+zjYzq1x+XcMk6GXYkTZJxMsYsiJeb086XjOXyl9Vd8+tj3+Urrr2ZU3TBZ9XKx6/9Sp8StTEtDJ+JULjXuCsDxHL7a+gT/s+lf+WrrE+ddIZ/PhVF7tp8n+1/lYLqDJ/tfpT3bP2L+VKnIHM/hgZZf8VfH/4UHWs48qU10PWzX5mi6A9u1L0VxZyzPeDzZu537T/5fnuzdPuHjqhQu/meCoXhxPEcJrBJyodu1GPtltGPpfMsxFP+2a5/x+fF853jqD894/G5gNz/oeo7fDewedxnPlZwa67cnuj3GWn60eeebIBjtu86nDs63cX7FXx37F75ahItOz3gMOkme6ntVycPzNNFjbrhBJ8kPu5/nqf7X+GH38ww6yYtehvM1vH76de8OvtzyC37du+OM35iM/TLUHj+U7uCJvh0cSbWf1/Y+nRKEEzMZ7f+Mk+G/HPw6f374W/yXg1+f9H2jZFjpGu0GToc9wKaBnRxOtbNpYCcd9kCxi3lJnB57nvHY1L+L73b8jk39uy7ZcTRZvzOVBYpdAJGLLeNk+NChb9Cc7aXWX8E7Z7+B1RWL2DDrGnzW2e9V9Dhx9qdb6HeS7E+30JWLUR0oo8wKkjY5Knzhwuc945H0siOmwevJ3/3pFq4sW8wnF/0nAr6xw8wzHl12jIxn4+GR8WwSbnbE/N8N7OZopoPLI/ML63G2MpyPi/VdXbkYL8YPMuAkGXRS3JG7iYXh2Wesx9JQPWurllAfrMFn+Ub9bdu1uefYIxxKd7CqbD4PXPZfCflDRV/H6aA3G+WLLb8gZTJsie5nXdUK6iKzRyxzMY/x6W68x9bQcqPVKaMt+7uB3RxJtxN3smAZ1lYs5T/Ouuasnx1eDmDUekPONJG64Wz18UR+a6zPe8Yj6V7cemr4sZR0sgR9flaVLcJvWRzLdk5oPYaSf7sTJ6kJlLOqYiGryhby9to1JL0sLw0eHvM7z1V/DO0Lz3gcSXfQaUcxBtbXrKLKXzbqug3fd0PJqQ67nz2Jk7ypegWzglWF336g5VfsTTezpqyRexb/UeG3T98vb69dM2aMjrU8wKb+XexPt3Jl2SL+4+y12K7Nnx76Bi3ZPhaH5/Avq+4iEoiMa9893b+LA+kWrihbzC2z1+IZ77zq4K7cIC/GDtGXSxBz03zAfiu1wYpCfTS8XvKMR48TZ16g6qLU70MXZK/Gj/P7+EFSXnbE/ploHXopzuPD6+fNA3tG7L+L+VvnWoezzR/tWBjeJj29XgFGfE/CzdJpR0m6GTrtKAk3W4iN8ZZ1vO3Ridapv+3bye7USRoD8/jH7qcZdFO8EN3Pm6pXMDdce9Z1HO9+mUh5Ul4O23Nw8Ugbm8d6X+JN9soR6xp30+es64bLOBn+9ODXabH7WByaw7+s/vi44v9C1uNSGU8ZLrSc+fb/9zmS6WBFZD4PXPahC2r/n82eRDNHsh0Y4Ei2gz2JZt5Yu7Iw/1LXN0PH8/JwA+trVlLlLztnu26i5RkeX9eUL+HWOddelHUphTp7osa7LT3jcTjVzpP9r5L0srRm+/nPdW/F4CPj5XBxyXg5PGNdtPKMZ9tMxrYcLfbSJsfT0V202n20Zvt4U81KagIVZ5RrPNc2oxn6vOM5Z/xOle/Mdt9MNrOvtuWSOt8KaXjgAxNuDB7KdNJi95E1ObqdQQ5nOvD7fGe98BsyL1DFlWWL2JNs5orIQnYnTnA800nCyWCAtRVLuXXOtcDZEyI9Tpz9qRZ6c3H2ec2cyPawPFJ/zuTM7lgTfnxYuJQTZt6wxnTSy3Io3UabPYDjuVxduYR5gSqeie69KEmZi9kYLvcFqfKXEXPTVPnLKPcFR6zH0UwH3dkYvx88xKM9FmvKG7m6cglN2a4zfvtEtoc9qWZSns2eVH5brixfeNbfHqt8ZVbwgrdXKSbKz9eRTDcpk8UDUibLkUz3iMTtWA3K029w9Dhx6oM1Fz1xeTaO59DjxJnjryCLe8m24dDvjJa4OL3xd7aL6dM/M5Q8S7k25f4wK8rOfiwOxUt7ZoCXE0dw8NiTOEnay9KZi55xHA8lRoaSDW+qWcnRTAe9uQTQwXovX/+NtV4Tdb7HcbGP/9PLMlb9d/r2Gtovp2/X8a7TmJ93M7w6sItDmfaLmjAa+s2ObJQ9yZMELD9NmW6WhOcRdVMYY855fhxav2guwYuxQ/Q7cby0wVhgXEPKzXIo3U6XHaU2WIExhqsr8zfnhicBR6s/5odmnZEMWRqqJ+VmaLV7qfJFcDwHz+cVtofjOXTlYrwWO8a+dGvhgjTl5Yi7aXKnvi/l5Zh1ah3GurE4fL8Y007as2mz+856vjjb8svDDVxVsYjfDuykLddfuPg4nu7iRKYbG4cTmW4OpNt5Q9XyMY8bz3h02FF+O/Aardk+WjL9rKu+nD4nwf5UC/3uyG14LhErQM5zsU0O23XYNniIZrsXx3iU+8KkvXy9tCxcz77UyVN1ycW5ORd30zwd3cWxdCe9uTgBy0/cTZNwbXxWckQS7GxJ89PruHPFx0TquuFJ0SWhOl6IHRix/4ZfpA7/TPrUTQbM2duqQOG8d7abG2O1VYY+73gOm6K7aM320ZrtL5yXR7vRsa56BdtiR0Z8T6U/zDx/NbbrMM9fTbkvSNxNj5q4P1uSNullOZJup9MeLNQbFb7wGTcxJpL4HnSS/LDnedrtAaqsCHE3jYtH3M3QYg8UErdnqzvPZagX/u7USdaUNfKW2tWFOne0tsTS8ByWhOZy0u6lwhfGNS5HM/nfG1rXfalmWjJ9VPjDI+rPs8XzgXQHTdkecjg0ZXs4kO7gDVXLzln209fj9P0xvG4drRPEhZ5rx5u4P/0z42kTjaXZ7uNIpoOEm+FIpoNmu4/Ly+aftVznu64ePsyp/zan/h7+Gxfz5vfp5Rs6nnvsOEdTnexKnmBtxdKz3pBZHm7AggnfbB0eX3uSJ3lTzYpz3rAZcrY6dLzbZvixsCqyiDfXrhqRnL6Y7dFzOdu2PP0aZ2i5rdGD+fodD9tzSLg2VYEwjaG5tOUGWBiYhc8yeMY74xgcK48xtNx4b/5czOvYc22fpJelI9tfiL3D6XYOpNtpDM/B8ww518HzzBmf29S/i32pFlzjUu6PjHltM9rvDp3Xl4Tm4RkPz/Mw5pwfnZGUuJWL7nzuRo+nR9Dba9eMqLTeVnMlfW7yjAp/VaSBxaE5nMz0EPEFiTtp0q5NmRUc8/eTXpYryxrxMFweWcDxTBftmQG2JY7gGo/diRMsK5tHfaj2jETqUM/ROf4KKnwR2rx+Uq7NL3pfZk15Y6HhOtqJ+0i6nW4nRpkVImgCzA/VkjG5wiMCtmuzP97CwXQbc/yV5DyX5WUNtNv99DljJw/GatwMnVjyDf6RDfHxNoZPP3FX+ctYU74Eg2FN+ZIR31PhC7M83ECfHSfhZjAW7E03Y3yQ9RyMaR+5LQOVVPnLyHoOVf4y5gQqx/zt0y/w4m6aF6MH2JNuYWVkPu32wIjtVeELT2ovu1LqCfmGikbq/TX0uDHm+at5Q0XjiPnDG5TH0l0cSLdyRdki1tesZI6/YsQNjhA+NvXvGlfjYyKJy+GGGnezfGU82PYb9qROUu0vZ3XFQlZEFhQaXUNlHy0xPJGE71i9Ak8/Ft5YdRlPD+ykOdtLS6aPddWXE/AFzijDUKy3ZProykVZFJ6LZXHWi8+heOnNxjCAazxiborD6U5s43D6hWvcTfOb/tc4ke3mZLqHG6svZ3m4gazXwmXhBip84YvWW3pE0izTOuJi+Fw9yODM3oinJy7ON6l/PsZKBoy2vSp8YS4LN5D1WlkWqsczHo7nnDXZcnrDvcIX5vLIfCDfm2God+Nv+3dxpPc4L/tbsS2HlkzvqAmj8Wyn0+v9od/MODYOHlE3RcgOMDdYxclMN9X+yFnPj0P7enfiBE3ZLuoDsyj3hehzDVly7IgfpyM9wOLsHNqyA4QsP7X+cmK5NN/veJaryho5mGlhf7qVKyKLuLPhP3BFZCF70y1cGVnEvEBVIbHySuIYvXacMn+AtGvjt/wsDM6hMxflka7nuKp8MW+vXUPcTfPdjt+xK3GCdnsALNiTPMl1lcuIu2neVLmCA5k2ri5rpD5YXViXcl+QCl+EKEkqfRFC+OiwB5gXqBqxXxeG5nAy0017dgDPez05NbRNPeMRc9IsDc0j6zksDM2hNdtHby5fX+5MNNFlR3GNhzH5C7tKqxyDKSQJGgK1Iy5YLg/NZ1XlfJaG5xHyhwr1zN7ESY6mO0h5WUJWgGeje2nP9lPuC+MYjyvL8ttwtP1++jGR8hyqfWUkrAyVvjDPDe6jzR7AMx6XlTUw4CRYFJ5Lwk2zJ36SAS+J67pn3IC2XZtmu48FgRoGTXbUpNHwC/Kh3p7GQBA/s/wVVAXKua58KTsGj7ItcZikY1MTKsPzvLMmzYeSv8N741T4wqNe+A/1DN+TbObqikbuXngbWdyzPkHVYUd5emAXbXYfTcHu/JcYMMaQcDNU+MIjLsTjbpqt0UO0RzuYH+rDd6qtujzcwLrqy3lp8AgHM62siuTbsUczHSSdLAZDZ27wVMKPMxKfC0NzaM720G3HzkjAzg/OxhgDFniuy9FUJ132ACfsHpaG6kk6aU5mu6nyRfCMN6JeW+euwDMe1VaYNqCKMC9GD7E/3Yrx8t9pYRH2B7iifDEbZl1NjxPncKqdrtzrbcMyK0jKtWm1e6k+dUMlftpvXZVbzG8HdtJs99KS6eWGquXYeIV9dPr5oCeXbxO6xsXxHKqtcgZMgtm+ClZF6gv7tMIXZlmonriTYVmovvD5s9V7Q4Z64bdn+/h3/34Oplu5omwxe5Mn2JNqptKK0Fg2j2vKl/KWWasBeEvtFczPdIExBH0BlofrC3XA0UwHg7k0XXYUgGpf/sm8sZJUi0OzqPSFGfRcKn0RFp+60TKRDgjDk/OeZ7iifDGPdj9fqFtP7wQBo59rx+vsifuxn4SIu+kzbjCMduNj+LqdHpeNoTmsiMwv9PprDM0ZtVxDSbcKX3jMpFbhdxh5nltbuYjLA3U0O30s9s/msrK5hUTcaDcpzpacP309wvhHXJ+Oti2H2nixXIouO0qb3U93bnDE9hrePsl6LYBF3M0w3hsXnvFGxFfCzZDybM59m+/MJ1Q+sej1OrTHiXMo3Tainhpqawzf7nE3zW/7X6Mp081231EOpltZU9FYuOkwWnt0PMnc8+kY1pUb5Ei6gz7n9W0Zc9KFa5yryhcXjvGjmQ4czyNIAI8cNb4yjqRaOZbtYk3FElabhQStAI/1bOWq8sX8x9lrgXwnjv2pZhzjUeGPcFnkzGQ75ONyZ/JE4UY3jH4tMLyNsCxcR2u2b0R9PHz5C+m9C69flzYG67g8XM+hdAc1vnJ+17+LFZGFZI1NzE1hm5H5lLib5rcDOzmR6cHDY01FI2BGXM+PZfh5vTnQw+xAJX3+OA3BmjPqeFHiVi6yoUcyXkkcoz8XpzIQGVcycOgE2Zzu5UCqlYBvZI8gz/NYXlbPoWQbbXY/juOwbfAwB9NtrK1Ywj2Lby9U8JFAhO+t/BgvxY+yK9FEVy5GxBcibXJUceZJYeiEui/VTGu2n5pAOR25fhaF5xJ3UljkT2DNdi9/2/xTrok0ctLu5XC6jTmBKiwsVpUvZMOsa8jisqpsAT4sTmR7+H3sEG3Zfm6svhyf5Ssks4caG0ON4I7cAOX+MEFfAJ/Pxw+7/5215UvxWRY7YkfZkTxOFodBL4Ubgza7n7fUrMY2TiEpM7xhsDRUz9WVjexNNhcacm+ruZIeJ1HoSTyUPFsWriflZkc0xIf3bBprnw01KDyvjeVl9cwJVFLpD7M4NJcyAuxLtXJF2QICvsCp8ZVcApaf+cFZJL0MayKLWVO2mIPpdhJOln/r+neuKFvEH9SuoiZQwV80vIPXkse4ruKywh3i00/ApyeuhxK22+PHeDl+lJTJsitwgj+pexOWBZeFG071XDk47hsLF9LL7vQG27rqFWP2GpnIozzn25OiPFjOT6+8h5cTx7mxcjmRQL6Xy+mJnqyXI+6miDkpftv/GtvjR3lDxXJWhBfQZ8fJGcO/dG2h1c7HDcA6d/QG3NA27LQHabV7WRQaO3E5ZHjybHFgLrtSJ+h3EmAMfstHU7q7kFg2xnAg3YLteYR8/sKxVGYF+Vrbk+xJnKQqUMZlZQ2sKW/k5llXkzY5gsaiNTdAY2gOIX/orL0Ch9ZjqDHvui5zAtV0Zgfoc+KE8fNsdC8d9kDhBtTQRbDjOQzm0jRlupjtr6Q2UM5l4QbC+AvJo+EXtWVWEAuo8EdYGW5g0EtzTVkjV5YtZn+6mSXBOjzjYbs2fW4SXMPu5AkG3RRRO0FLug/PuMDrj3Kdvl4d9iABn2/MZPbwpPmAl2aWr4x/aP01OxLH6LYH8TA859vDK4mj3Fi5ovAY3mi9BIb3RmzJ9hWSk1X+sgnfsR+tcT/R3hueyY/zelm4AehkWaiemJOizAoS8AXoceLsSzXT5yTYZ5oLvcs9Y8i6OXYlTnAw3crSSP2IG2nr3NeTLcvDDXjGZU+6pZDgfnvtGtabVYUYb8sO8KOuLQTiDkcj3YR9YYLGV7h5N/ymw9P9e3g1cZSgFaQ6WMZlkdF7i5x+Abth1jWsKlvA5uheMq7NgEnQbQ+S9LK021GSXpaa03rUDDpJvtPxO3YnTmBZFivK5uN5HqsjC0nmMrQ7AzjGpSsXxfJZ9OXiYAwZ16bfSWIswyuBo4R8AfpzcfqycTzLkHUcqnxlXBauP7X+ffxr1xZa0j3kcCnzh1kdWcB/mnsDh6x2UukMXdkBAsYi5WbZk2zmlfjRU/VTmpAvyKCd4N6mH9Ji93F5qJ4vLP0gDaHafDLADN28ccm5DlnPIevkeLjtafZlWrimbCl/vnADjsn3rLE8H4dT7RzJdJJwMwSNVUjIrAgvZF+6mb2Jk1T5IyyOzCNIgMbgPLqyAziuS7+JYYwh7AvSEKzh94OHeSV2hCB+PAzlBOnI9RP2B3g6uouT6W5+nn0JfD6uKFvI/1n+/+OY3cuhVBv9ThI8KPOFmeWvoCndzYCTJGB8LAvXsSK8iK7cIPMCVTw3uP+MZMZQT8pnonvZl2wGDLWBcuYFqujNxRnIJbAMtPp6me2rJICPy4ML2e4dpceOk7Ny/KTzRa6tWs475lyL4zl84sj3OJBqI2T5qQvXsqZ8MWsql3A408aqyCLWVV/Gt1s38VqqiTeUL+WqyqXsSh5nlq+SmooyfMaHbeVoDM3la21PMGCShPCzqnwhZVaIk+lu2u0BHMdleVk9CwI1tDuD1PrKMAY8z8N1Pdoy/fyybzv7Uy2sqWjkE6eSsxW+cGFYiAE3waCTYn5wNk3ZLoKWn6pAOSvK5heG9/j94CF2JU7QaQ+QMy5+fLy15kpOZLtwjcfjPdsKvZGHLsT3p1tozfSz2KlkMN0Clo+Yk+ZoqpOXY0c4lG7DweNEpocl4Xn05xLsSZ0kYHykPZvKQIRKX6TQC/f1tpRHzE0XeprHnFQheep5HuurVrIzcYLDqTb+x/EfELECXFu5lIxj02r3k3ZtOnNRgMINosvCDfx+8BAvDRzilUwTDh6vZo/T352kOztIFoewFcDDY26ohuZMLykvQ1O6m6ZMF0kvW2gbJi2PiC/IbH8lbXY/3+n4HVeXL2FpaB5xN8PSUB2O59FlD9KfSxAyfh5qf4qj6U7WlC/mw/Nv5uXYsUJS27Jgf7KF+YFZhK0gV0YW0esM0pTtYXmojgEvTcgLFZJhuxIn2JlqImfnqA9VszLSQJwcc/wVPBPdd0Yvz6HEVSyXIus6OCZFTy5GzmvixcGD9OXiZMmxJ9XM8wP72ZE8yhsqLiOZS9Oa6QUDPU6MoPGxrnoFVf6yQrLNGEPa5Gi3o4Xe/U/15W+enp6kqg1WsmHW1bySOM4NFcvw+/wjbvgNHz5s+Pls+A3SKyOLSbkZWrI9DOQSxLueY1v8SKEThGcZkm62cM3lGY+n+l/jhN1Dc7rnjBuB53qqqCs3OCI593riPnvWJyFGsIa3PkZ+9/C2wek3899eu4YsLl9c+kH2pNtYW764MEyC4zmcyPZwMNVKtx3jaKqTA+lWlkfqac320eckRnQCAUZ0JFoWqmelOzufnMVHyB/iQ/M3sD1+iDJ/hB/3bi20PYbfpKjxv56cHy1p/FTfrsJ5udIf5lC6naSX4cryxdy98F30uckzboJU+MKntk/+f13jgTGFsVSHbigO3YBfHVlUuEE0dNP3XO2bp/t3sS95kvnBWZT7wqytWFrYLmN19AE4nunmxdhBBtwk0VySxb1z6bAHcI1LxAoV1rHKF+GF6MFC/f/m2lWFc4/t5jic7qAnN0jQCrDInkPYF2B9zSoSbqbwhOp+01I4Fs/VuWC0fTC848ZoT2oM7zQyJ1DJ5ZEGPAy7kycZdAx9uThH0h2F/XJ5ZD6xXIoKfxif8RH0BfhN/2t05gYps4KsLl/E3kwLjnFps/u5oWo5fU6Sp/pf5WS2F894XFGxENvLYYABJ1mIIc94+RtbmV7CvgCLwnO4LNxQaI8OrUcYPyeyvYWnd5rT+aTmyWw3VVZ4ROwNv2m0IryQN1QvHVGXjHZsDN+GV1c2Fq6pjTG8fdbVzAlWcSTdwdb4YY6mO2i1+8galzZ7IN8WtmroceIEjUWXHaU/F6fCH6HWX07SyfD9jmcLTyqPdX2ccLOnOkC4OLiU+8MsCddRETh1s9RS8nY4JW7lgpx+l9F2bX7Y8zytmT7AUB+aRaWvjDD+EYmh07/D8RySTobmbA8JLwMGyuwgcwOVHEt30peL43guW+OHibopugOzOGn3EvPSdNpRbp97IyvLF5w6qfdyKNnC3lQrLdleEm6GOcFKgsaiJdPHD7u2sD/VwpVli7ij4Q+p9Ec4lG6j0x7EMx5V/jJWli3gpporua7yMoyBVxPHGXASDDpJdiZO0JEbIGHSxNwUtclKXDd/gbEoOIukm6Ut20/MSWFZFmEC/K5/Nwcz7fTbcSr8YY6mOtiVOsGqyAKClo9Z/kpyfgcHQ7+d4N+j+2lJ97A0UkdTphuXfGXuYXCMC8aAsQBD1nU5mu5gbqCqMBTBi9GDuN35xNbKUxfbL8eOcCDdivFgcWQOXfYgDZFZ2F4On+WjLlhLm93PQ+1PcX3lZWeMpXn6SX0o4eF57RxMtbMjcZzVkYXgs2jP9rErcYJfD77G5eEG3l59Nb9PHKDdjuLiEcDHZeUNXFmxGAsftpdjd+Ikac/mldhRdqVO8IaKZbxjzlpumn1l4eJmeEMv6WSpOtVLanjiem/iJM8O7iVqJ0mSxY+PbmNxfeUKaoNlvBA9yDfanmLASZxxp/Nsjzd6xmNJsI64ky709Dhb42GsR2qhg3XVK87ocTe0PeNumt8PHuJguo3VkYWFRtpoj8WPe2ws9/VeYkPJn7TJ8VL8CMeyndjGLdwRHn7x8PbaNVxV0cjuxAn2J5vZnj5KMnmC3bEmEmTpz8UJ+oL8Yc3qQpJiWaj+jJsTQ+UaagwZY/KNYH+YFZH5lFnBEXXD8H3gGY99qVb2JpvpdxPYTo6wP4g/B7bx2JtspswXoswKst/zaMr20JLpJeakKPeF2R7IH0uNobm8OHiQHjuGsfI9ntqy/SS9DMdTXbwcP8KAm+KyYB13N97GkvBcVkUWsjN5ghXBBgZzCWb5yshZhjB+Ek6Go8l2DhqX56P76cnF8CyDYwxHUh2czPbQkukj5AvQnOklkUvzWuIYv48fJullaKePkD/A0uA8Hmh5gj2pk1xd3sifLdjAy/FjHEy3sSxcd6rn1SAhX5DLIrVcUZ7vJbQzeZLjyS62xw/Tlhmg34uzPFxPznPw8IiZFP/r5I/yvQjLGjhqdXCdvYz27ACXh+vZ77WzMrSAH3U/z4FUC5W+MlZVLGBV2cLCcWa7NsczPfysZyt7kidxMZT7wywOzOHF+EH6vEThOBt00/xuYDeHkm1cU76EE3YPfXaUY3YPy8J1nMx0czLTy5FkB6/Fj3M43U7Kswmf6l3R4Q4UemjlXIfV5QsBwxurLiNjnELSeOgC8/TedJ9c9EcAhQb/FZFF/NmCDdQEKsZ1Q2V5uIH3z/0D/rnzGX7S92LhgmGOv4JKXxkdXpQKK0IYP4NOkk3RXRzPdJFwM9QGKmjJ9vGHNVdiWbAsVE+XHWV/opkWu59kNs2OVBOd9gDPmN08H93Hm6uv5D/Nuw6A3/bt5IXofo5lOmmkhhweOZOhMxclaWc5nu7h6f7XOJxtZ1mgjm3JI/TkYoSsAOurV3I01cEriaNcX3kZ/6HmSg5lOjmQaKEjF8V13RHDFfQ7SXA9/MbCuPkL86HkSke2H79nOGb3siJcx/OxQ7wcO8zzsf1kXIeIP8iaikYWhedyNNWJY1wsLCzLospXRkOwhqxr0+vEac31kcXFMpC201T7Kun3EpR5IXpSUTYn92KAbfHD2MblULqdk5kekmTwgJzrcTjTwVUVS1hXvYLPnvgxexItDIQTHEl1FLY9xuDDwvHc/BiF6XZSxmaPk+Fkpo99qVaasl0sDzfgGo9/j+6jxe4lh0Nbrpe2gX7S2BxPd5H00pzI9pA1Dicz3Qw6KSwLBrJxNg3sYXN0Nx25KEcCHTRneok6CXLG5WS2l/Z0P2ljcyTVjsFg+fyUWyFWVy7CwuKpgddoTvdgYVFGCMvn46ttT7AqshDXc0naaaKkwYOtycN87Mh3abUHmO0vZ235UrLGIWanCXsB5odrOZLuYNBOEvT5eXnwMP/aU8415Y3UBitoy/ZzNNXJ/lQLrvEo94dZFM73CI7mUsS8DFmTw7E86oO1pNws/U6Ctkw/LfRx2O7keKqLjlyULDm6TI6noq+xJ3mS5WXzcDyPV5NNpLHBQDybYSAXp8nuoTsb5RX/MV4aOMiTsVdx8Tie7WBLfH/+whWX2VSS9Xn4fBa7TBNRk39Blo0LnkfEC7An08yRdAdhK8BLg4fpc+O4lsfl4QYWh+bS6vXQmu3lsyd+RJc9iGXBoJPK93zO9bGmrJE1FY2UWyEGDAQ9P//avYU+J0EQH9dXX47ruqQ9m+PpTrbHjpF00kSdJJbPT32gmltq13DMbmDLwF5as310ZPupDVWSdrNgoN0ewHgeQcvPssgi/D4f+1LNHD11LMfcFLWBCgL4WBquw/ZyVPoixHNpepwYPU6MhJPhz+bfzKxgVaFNsCg0hxOZbur8NXTYA/xr5/OczPQy4CaIRALsiTezL9VKkgz5FqAhkPJzffkyMBY54+J5HinP5m01V3J15RLC+Pn7lp9xMNmCc6otmcPQnYuRIIOHwTMuDh6ZbC9px8b2crTaA7iuQ2P5PFoyvXyj/SmuiSxlf6KV/elWLMhvm0w/s4OVHEy1cTzewXPBvTiuQ4UvTJU/wvb4UQacFC3pXjrtKJ12FNcyNKW78YxHc6YX28lRHozgGo9+N0nSy3Is28m32p6ijCCeBY2hOn4X3UWfG+dguo1fDm4nYoVpLJvL6sgCepwYLdk+TiS7WV5Wx9LwPJ7q281L0f1k3Bw5PMq9EBECLAnW8+/mAClsDBA3GRJuhs3RPeyJnaQrF2Xw1DYud8J0ZaNkcbmh8nIsK98EH3TTpLws3dYAm/t3szfRzK7kCVJelgA+5oaqCFg+3lh1GV12jL2pVvqdBC/EjuC2/ZqrK5bQlu2nIzvACwMH+GGPj7UVS/jvC95Jj5Pkh11b2JVoyvewtQyvBY9zfeVy5gSq6bVjDFgJyq18fXJVJH/j+mSmm6pTT9c4nsvhdAe9ToyskyOaSxQSamH8fK3tSfYmm1lT0cg9i0aO972pf1e+48dQ4t7/+vs+ynwh6vw1I56EGN4+rfKXcUvt2kJP39M7JgzvXd6a7aPTHuRkqouqUAWO45BysxxLd3I800nczXBFZCF/XLeOxtAcHup4mr3Jk6TdHAGfDwwELT8BY7HgVGebhJPlZz0vjbjJcjLVg2VZHE100GzPZWlkgP84ey1JL0tLroccHq2ZdhaZfIeCde4KUp5NxB9kUWguZf4wcTdNn5PgUKqNLnuQo6l8T83Fwbn8c+dmepxBwlaQN1ZfzpFMByErwL5UM4/3bafHjrI/0cqgl6LKCg+7YdNJ3EkDEPYFqQtU848dm9mfauGq8sX8/+fffOo5DQufZXFTzRVclmugMTTnrEOyDPX2DeFjU3QXLZle/Mbi8vL5XFm2OL88jOih/PbaNWwa2F0YTiRg+diXbMbFw2/5KPeF+X3sEB25AXKuw9KyecRyKeaFa/Bj8dvoTjqzA2wfPMor8SOEfEFCvgD1gVqyxsbFwzIOrXYf8wLVOF6+XVfuC5Mx/ZRZIcL46coNFjoX7E2eLHT+Gboh53gOB9LtHEi00G4PcCTZwa7kCa4uX1J4Qnf4tYdnPE5keziUbmPASTHbX86ts6+lMTSHzQN783XlqZtdVaeOcZ/l4+21a2gMz2NPspmOXJRKX5iT2V76nDhBK8DcUBVxJ03Q58d1Pb7Z/lv2J1rozOWftLEMHPV1UkMZ+HwcT3dSTpBoLkGZFaTLjtLrxJkfqOEds66lKdPDP3duLjyhcSTdzoFUGwO5BFEnRdgfJOdz6MoNkshl2Ome4Nvtm7i2chm3zF5b6OXenO5hs9nDrN5KrqlYwt0L3zVqp4yhnvMd2QGOproK7YU5gUoWh+fQku3DNflzhGNcLDff/k+4+V7rA3aCf+l4jr3pFlaG5+MZD0P+6YN3zHoD/2/z/6XNHmB34gQ3VC3HsQxVBDlm97Iq0kAkECnUM3sSJ2nL9BFz09T7a1hVtoAj2fxxWeELU3hMSQAlbuU8DR8O4Wimo3C3dHagkriTJuflsHHpzA2wO3mCX/Zu51i2i6vLl/KOYXdfPOPxVN9OXokf4UCqjZSXfylXhS9CbaCCfalWOuwoHZl+HOPQ7yQJ+HwknSwZL4djXOJumh/3vMh15Zfxm4FX2JdswzY5AvjwMMwNV9Oa7uN/t/ycnYmT9DgxLGM4lupkR/I415Yto83p40imk8uCdbyjYS3LInU80fMKm2N7mWdVsiQ4l5iToj+XwO+zcC0PxxjAsC1xhJ2J4/w+cYgrwovYFj9MlzeIASoIkyXHT3u35t8+6UFtsIKc53Ak1UlzoJt2Z4CWXB9+oJIwvaTAg7ZcP23ZAdpyfQTwUWGFKbNClPvD1AYqaM7kH4l+umcnKctmVXgRt825luZ0D+3ZATKeTRA/DcEalgXr+W18F732IH7Lf6qh7tGW6aW2rAwDNKW66M5FcTHsizeTyKU4mGnn6rJlXF+zjF3xpsJj0T6sQo+JW2ZfyyuJ4/Tl4uwzLVxRvoiqQDmH0/kB//fkmtiROEaaHBawKDCLjHHIpVxibprG0Fz6snGOZTrI4uLHIu6l6MwMcEPVcjLG5dnBPexKneTKskW05fpoy/RjG4eGyCwcz6PDHqDcF+JIup3WbD+DuST5h4INPiBkBSiz/HRko/yoOz/WU7kvxFtqruCycANlVpBBJ3lG0nTo2I5YQQ6kWom6KSwD/3F2Pqk9/MQ3/FGb4SfI4XfMLws3UOUvY8OsawrDNQw9prk7cYKDqVZ2JI6TMy4nTvU4T3jZM4aRGOr12ZGNFnocDP9tx3Poy8XZ3tfM/mwbV0YWczDdwr5TSbplZXW02wPUBMrJejmMgT47zovRUxcP5Y1cXbmUpmwXC/xzWR6Zz6+cV4ibDI6bw/gsHDwszyVihakNVuB5hoxn02b302lHOZxo4/exg6yrXMmtc9aSNrnCheTQCXxFuG7EWHg3z7p6RA+UvckT7EqcyPdEsgyLw3O4ZdY1vBA7yKuJJtJulqzrcCzbRcQK0msP0mUPkCZHn5fAciDupljkn02/HSdJFsvkH/XNOjbPRfdxItNNm92Pi0e3M8j+w99hdWg+lt+iPd1HW7qH3w3upcaKsLJyAWvLl7Mz0ZS/ycTrbzsOGh992UGetnfSaxIE8FEdKMefsfhO/Gm6TKywbBaX52L72Ro7SLmvjISX5ki6jWOZTgadfGKlKdhJGpvD6U4whspghI50L8cyXfR7p94Gnnq9TXM028WS4FxSuSwOhpN2Lz4g4+Uo8wJ89PB3aLZ7CeFnQXgOKS9Dc6aX7lyMNq8fv88HHlxduYRZvjI+eez77E00k+T1tyzPC9aQyqaJeekzzgkJL82xTAf/5eDX6DdJgvhpjMyjyd9Ja66fNruPMH6uqGzEuIZKX5g5vkqei+5jX7KVLjuK5YFjPFqyfcz2V/Dt9k3sTZwkaxwi/hBXl+dfKDW8N100l2TDrLXMDVaxP91CXy7Bi/ZBbBzeWHn5WR8PHXlDpZPLyxvYn2od0fuj0h/h8rJ6DB5+LP6xazOXhxrotAcYsBO4GNxAPhHy5upV9DlJHu95iR90PEubM4BtHOr81cS9DANeCoCnB3exdfAgy8vm0RCq4V+7t3A83UkW5/XzK4YBL8mfH/kWXW4MHxbzQtUk7Aw9uRhZHLLG4UCihaSxwWexN97Mz3pe4li6k5zn4Pf5mBuoJuFlWFO+lH3JZl6NHaXbG8TBI0IAnwHbzdHs9vDJQ/9MwmTJ4bIgOItFkTkcS3USd9NgWVR6If6gciWXR+bznban6XKjWBjq/bN4U/kKPGM47LTh4JI7lRwyQBaTf1IEQ8JkOZHtLhyzOTx+2f8KCSeFbZzCdBePjJcj49gcSXXQkukh4aU5keomRY6YyR9/NZSTI59AHvSS5PBw8EiS5YHWX1DmD7GqfCEZx+bl+BFOZnpIkzv1G6//XhaHnfEmom4yf6zYLlEy9HgxOojyN82PEiJIQ6gWywe2kyNu8m2Vtlw/0VwMB8gM7UMPoiSxkw7JUD0xN0WfE8MHVAUiZIxD1ElxJN1OY3ge1mn90vZmWnAx9HlxkokM/W4cA3Q6UXbEj9N5qo7zhl64nB2kJdvN6shiTmR7ieAjXZEl5WVpjNQBhnmBGo6kO/BbFmVWiIyXoy5Yiw8ftnGwT22PjOMQcxLkhl0txb00R7OdfPbEo6wIN2AsU6h4cp6bT2BnuulzEgRsC8tYuOQv5Bwg5qQLx3cn8XwPYhOCUxd7Q/Zl2mjN9GPjkiS/fXvcQYaeGxh0knRko3Q7UdLDSmgZwDb8su9lunKDPG/t44bK5WQcG8tYhCw/PU4MBw+b/A2D9kwfbzUeJzM9HM90kD5VvqDn51Cyjf/35OMcSLeCsXCNS58bx067LLBq8AeCtOb6mEU5ywL53mv/ofYqlpXVczLTQ9ztYZZVzvzQbN5atRofPhJOhgorQowUDvkbDX1Ogo5sDBuPP6xeXah7v9b6JMfSnSTdDEdop9vND5fTm4mRIP36cXZKhz3Ai7ksEX+INmeARDbFd1p/i98KkrNyXFPWiOd5+NzXj7MIfvDMqZKAXegc4NHpRsklHPpIYAEd8QF8+ChPh3mVo3S4A4Xt5dguxjMcyXTSk8snNzl1eghgYWwHz2+R8tK4wDOxvQDMtaqozgU54nUX6saQnWTASbCybAERE6DHjfPkwA4M+SE2qogQJ0vhsMcla1IcTXfSl4nh+aDfidOe7af1eD9XhRbxbHwPsVPHkgX0kuPZ2D5OpHpIOOnXjyHyh3TGzdHtxhg8dd4zQNJkyZgs2+NH6MkNssBXy4FMG6lcmpzlkXVzPNbze9qzUdLYWBgyOLwcP0p7eoCBbILt8SN0uTEcXGKkeHpgF/vjLVxV1UhTtouTmR7wwWA2wWAuxd7kSfrcBK7nkjpVZ2XcLMtCdZxId+GzLNpxqQ2Uszgyj8sjC/j3wf0MOilejTfxjbbfsDRcn0+aGY+Ym+SRzmcp84UI+gLUBWt5MXaQ/lx+vO/3zL2R5ZF60iZXeEHQyWwPtpPj8vL5lPleHwc56aQ5nukiaPny7W6r/YxhBG6edTV/ULu6kGxrtvtoDM0hiztiqLnF4Xkk7RQnMt0kMlkO0cpVVYs5kemh2xnEMoaDqTY2xfawLDwPx3j02DESXpZafxkxN0O3M0g8nCLhZtmbai48HWKbHGAxkE2yO3WSlGtT4QvRYJVxNN3Bm9yV+SFk3AyduQEqfWXUhaq5LNzAvw/s59VkEwHjo9IXpjE4j+92/I69yWZSThafz48fi3JfkMFMgk5nABdDzriUEWR5qI5+L8ll4Qa6c1E6s1EOZ9rJ4WIwxE+9BySWS3Ew00bQ+FgQmYNjPF5KHGUwl6A108eAkyDp2Pj8FpZreCl2mAPpVtaEG3lv/TqOp7s4ku3Md5o51Xt9KNk+1Isz57n0OgmSiXxCfF+mmdVlC2mxe+m2Y7iux9xANf/a/Tyddj87g028oWIpHfYg5QQJ+P2sDC8kZpI4OYeom2RXLknYF8T4DLP85eAaEk6KQTdNS6YXF49ZwUoaA3Pwez4swI+POf5KWrK9fKPtKa4sW0QQP+WEiDoJvtP5O64uW8LqskXsiZ8g4+V4oOWXVPojLC+rZ2V4Ib+NvsrBZBs54+AnAJahze6n3e6nMTyXgVyycD22KrKQPamT7E2cpNpfxrKy/NOlv+rdzpJwfhzz46eue3348Nx8XqPGquB3A3vYn2rmyshilkfquSw8nx/0PEcOF9s4vBZvotwKURbO94reHj9Grz2IjUMAP1lypDI2sWyK2lAFHfYAbZk+9qSbWR1emH9qxHMYyCX5YdfzHE93kSbH8VAXjZG5NGW62ZNoJmccHBzKvAizKCdt2fknBkyOPidOW6aX9TWvv0zPsTziThqDYV8yf9Ogz4kVOuXM8VcUnpxLOhmasl1gLGoCZcwNVvHeeW9iXqCKp/p20Z7uxTOGjMmRMFnWlV1euFF+34mfcNLuwcPQmuph9qkXjDqOw8l0Dycy3aSwsTM2/9D2JMeTnbTYvWTxaAzO5uHL/4ytyWOnhtHoJOqkKT/15GfUSTPgpMi6+Seq1ON2JCVu5Zw8k38Bg+3aDDhp5vgreDa6rzA+S9Dy05kdYG6oBieYoyFUy2AuTc6kcTyXgWycn/RupdeJsyfZzPqaFZRZQQ5lOqn3V/OvXVtozvRg4xDERw4Xx3OJU053LsagyTfqtieOYoAAPoKWxQJ/La1OHz587EyeoCXdw+5U84gLYAArF8fnwPbEscLFQDlBMuQ4numiKxOl3B8m7iZ5NXec/3H8X1njW8Cvs7sL3+EDPMCPxYCboCJQRsLLDLvwczmU6eBQpmPEbyfIctLtJugGSZ1K8gzmTrVqXWjL9eKeWjYHZEgVPmuA5lxPoWEdNAGSJksym8XLueRwaXJ6CstvSx0mmUtyNNdxqt9S3ouxgxyJtdJl4mRxsEyOGl+E1kwfSRdOmm76vAQnsl2FJvH+bBu9Hb+j34vzJK9Q3zWLQSeJZxl2BI4xN1hFW66fE6Furii/nQorRJuXo4Iwxnh0pQawT12e2Ke23dA6RZ00AcuH7TngeqS8LEcT7WRObQkHQ5s9QMzO8GDLk+xPtdJi9+Hi8QL7WFQ2l6PZLir9Yap8EX4Y28IPep7jmrKlYEFbJn+yyZ26EPXwSDhpHmr7DfvSrbRn+wGD5eV/2zEeT/W9xrb4EY5m8j3JmtJdLAnPoycXoyPbT4U/wt5UMx6QdDO8PxvFZ1nEcimOZjrwGYug5SNg+QpjPQ1/4YcxBttz8U4bbd3xHP6h7dfsSZ3EM4Ylobn5R3+tAH58LI/U02b3kXKyPNr17yMeu0+5WZrtHjxjqAmUF16eUWYF+Wrrk3R2dbIr1IHxwSv+Y4R9fgbcJO1ePyFfEGNcfFisCC/gQLqFpmwXzdleLCziTgrbc+nI9POTzIvEvFTh4jlDjoX+OXSaQRb6ZnFr7Vp+2PM8zXa+582cUCX7E/m71C4erwweJeVlaLH7sF0H17jsSp1k0E2xNDSPiC9Ii91Hc7qHNZWNHE615ZPv2SQvxA7S58Tx8JgdrCKAj52JExyKtxE1qVM90XPEnRRt6T7asgOFi5yh460l109Xrr+QYjVAZy6K3/OxtKwOz3HxeD2BMGhSbMseI0zg9brEy9JHnOODPWwa3EXECpMclrTNx69HD4lCQsPBw3gGn+PRRYzRZPHIDiVhgZeTxwDwYdFrD2DjFi6oo3aKVrsfH2e/AV1GmCoiDJy6cvaAJrubXnuwcPGaxaHF7iWZS+P3+elxBvFhsTPWRGugl34nzoLAbLYnjhQScEP6cwkCZ3v8EcjgkhnWg64t00/Ol6PV68c9dTH7UuIIPqDalBHPpflJ14u02P1UWmGurVpGi91HxuQ4ke2h1e5nwI6TwqbMCjHoJHl/9q2kvSzlvhDRnEWcNF9u+TnXlC9hVWQhu90TxJw0OxNN9OcShcdDzzbu61DP90XBWVT4IrSbASp8EWqsMF3ZBL+PHaY504NF/oWJJwNduF7+iAmQj/O6QDX/3PUsuxJNNGf7cD2HFDl8QKczQGjYeGAehkEy/OWx73Nt+VI6Th2zp6eWDdDqDhT+7rFj1FGFM+z81nJqftDz4zourm1ImExhhwzYKTr6o2yPHqXfjTNgXk+495Eimc2RORUvCfP68Xws101XLkoCGwuos6pIeTafbX6URdYcOtyBwpHR6gzwRGw7mbMelZArnOXgqNM9Yl5PNkqPiY/4tIchZTL8VdO/0JR7/RyXOlWeIYOF86UhThb/qblDx70PmBusZnF4Licy3YVk09D2HS7l2vkbMQZiJjNinoPBwabHiVFtyhgwyRHfkzitzVFYb9chmonT4g0Uzv8x51QcejnmWhUcTLbQZqIjPucOK127OwiAj/zFb4c9so4bksHlQKYlnzgDuhIxyvAzK1DJmkAj323fRJcXI4SPxvA8lgbrOJRpoyPXOywVlj9feqd9t0c+npsy3XRlBqj2lWGb1xOnnvFI57JkyZEF9mSaC58NQb537mnSJl+7jfwdw8CwNlB+W+QZ8snFVqd3WMr99XkJsnTZg8S8FFGSdEejOOQfhz7h2YWepgC2yQ999UrsKIfstlN9LvNyuPSZJE/Fdo7YD0NOmH58ufw26TYxDqXbOTEQI+Vl2JNo5mCilR4vjovhSK6T3bEmIoEw3U7+prif4e0hl590/zuHMh1UE2F2pIq1kaU8P7j/VCJopD7iRDhzLGobhy4Tw5w6DHtI8PPoK4X5z7KbFeEF9Ay7eZjBJcOZN+Be/61EYdvmt7dLzk0RIzXi+IibDHYug0WgcOwNcTC0EGWeqRqxHwF6TJweJ37GeqQ8Q4c9QIcXHbH1bVz6SDKatLFxjE3IhPM9t3E5mu3kaLZzxHLm1L+om+I198QZ8/Lb5fU6cTgXaLH76LEHsHk94W0ZaM7liBAkxsh6wzU5mnKdNEW7Rxx/AHEvw2G7nVXuYgKuRZIsxssfx93RWKHtERpW42VweSG2nxhZfOTHyR6wE1g+H5ZrOJBspccbxANasr3U+WoIWPkWQ8647EgcI+XaVAfKmR+oxXYdsp5NNAc/7HyeMl84/yRQOD8Mk+vmb8q0ZfupC9TgeA4DXpbnYwfpzkUJ4MdYFjWB8sLTKL+PHuJgppVlwfksKZ/DZaG5/M+TP+ZIpoPLQvXcs+h2DiTzN6nj4QaWhubSavcXEuU9xDmR6S0MYWEweIDjJDjgZFlRNp+0Z2MZg+O5ZEyOoOej2e4latL5JzY9gxfxWBleSMDn42XnSL7HJ5BwM7S5/cy3Q6c6arTSnh2gIVjL/EAtf1hzFfX+Kj589GG67fw6Li2rI+VmOZHtoTMbJermb0wHfQH8Ph9L/HNO3XwzheR/Ty5Gv5uk3epnbcVSujJR0l6OrMnRmRmgKd3FgmAtT/W9SpQ0PqDbibE8XE+lFSbqxUmS4fnoPjLkn4rbw0lsyyFuMhxKt7Epths/UBOq4HiqE8uyaLH78sMU+iN4nkdjeB7Gc0l5NjEvjS9nEfcyp9rqVRxNdXDAa+G5U0N8WZbFoJvghdxBWp0+PAwh/KTtDIvK5tLvJImTH0LQcn2EnCCdmSiHMu10eyPbuclcP925AcKE808SYfNa/DgOHn6fn12Dx7H8PvpycXpzhkEvTUemn7dUXUFPOMqBRBt9Jk7GOLTl+jkUaKMp003My98IDBMAAxVeBOvUC1KbMl0Y8uPZ73ZsXowfLDxV5Lf8dNv5oWEWBDrpdWJ05voL7YKD2TZa0n1QBk8P7OJkuouUY1MeDOHl8i+PHbpSiJMlbrLEMmmymSxRK1W4JhhqN9u4dJkYGdshabK4GNLpHP3pOCZgkTY2KWPzTHTPqTrHR182Rlu2n2a7Z0T7O+el2ZltYq6vpnDjOu0M0pkY5JWBo6yvXcHbqtcQMQEOmw5iXpqIL0RXdoAue5AXBg7w/U4X1xhC/gCrIovoP/XURxlBLGOxPNxAfTAf578eeIV9iRYyxibgCxCw8sOKzAvVsjPRRMbLFNoNUdKkczZZ8p2xPtfyo0KLKEWOV+LH6XMGC9cyR3JdvOvA/WecL9KOjes4/KjneXqdOP8+sI996RaurVjGWtNwRp08U1nG6L1t5yMWi1FTU8Pg4CDV1dXn/sAUNdSVvaWjlV3BThImw2XhBvrdBC3ZXpJO/gI64eVfNrUsXMfq8gU0JbvYljyCjUstFZQHQ0TdNLN85fzPxv+HLzf/X1qcfuqpZMDKkDjVe+V0AXxnNHiGzKKskKCoIMRsymljEO+0xrYFlJ1KwpzeEB4SxD/i4vJcrg02cijXRnoCnyklYXzk8LCwiOAneZYLz9FYcKrnQ4Ywft5afRUnk93ErQxLA3PzSWC7a8TF0Om/PVThz6eS5eUL2ZU6TuK0xnKAfCIqzshjw49VaDSvL1/B7tRJbBwqCDMnWEVLrrdwgji9zMMb1j6gMTSPhYFZNOV66Mnlj51KX4QFgVmsLl/IvlQLA3aCNDb2qZ5dc/2VvLF6BbsTJxhwkziei4uhIhBmZWQBt9Rew6vJJnyuRcLKcH35ZWxPHaMl28ui0BzuWXw7exIn2JNuoTE0h9/276TXiWMZeEPlMgKen0FSvLXqKm6ZvYbXks38pOcF2u0BFoXmclPtlfkeGulefBY4rsusUCXrqlbytporeCF2hC81/4w5yRCHI334LB+VhFkWqacp203ECjA3WEPWs/H7/VxVtpjqYBmHku3sSp4gh0st5eCzzmiIWUCYAFdGFtGVi5Jz81ETJ5PfBuR7hHeeSjYMuaH8MnqdGL25/FhpWXJEfCHCJoAPiJo0s6ngb5Z9gO93P8uRbCeN1mz25loKjRcfUE4IDwpJkOHlKiOAfarH3Xit9s+nye0kO02exQnAuCJ5aFu6mEIPxOHzyghMqE64WOZb1aRxcC2PBn8tPp9FS7aXNPknKOZQyZtnr+ZIupMygoT9IfYkTpLFYba/kv9n3pt5NXmMo5kOMsah3l/NXza+myvLF/FMdC+vJpu4pmwJ19dcVhg+oNnuY1FwFgNemp90vsBxu4elwTkkjc2uxAmasz04p9KlPiwqCVMXqKbTGcTgsrxsPitDDRyxu+ixB+lyB884AkP4TyUUzhQ8VRf7DKzIzOFIpA9vtMw4EIRRUgqv88MUPSNdWiEYJXU49Zxr/5/N6evvx6KBGroYPCMJOh41hBlk9DZbMVXgJzmJEeAzsCZbT6YCBsnQ7Q5OeGuWERxRB/sBa4x271B9MVHFrBtOX8dzCWKN6PE9XsPbhlNFGP8ZCYzhxrPfAvhOtW/TZ6x/BUGSp7Z9EAsffioCEer81RgM7dl+criErACu8agJlnNZsJ6UZ3Mo04GDQxA/EYJcWd3IlaHF/NvAv+dfdoXHvEA1qyKL+A+1V7Ev1cz+ZBsJJ0WfG8dgUReoIuVliXlpPAx1gWpSjo3P56fOX0nOMpy0u0bs70XU0kX0jCPGDywN1NHu9Bc6ZkD+OmFhYBZXVC7Od7BwPTw/vLFiBf994S28lmzl++2/41C2Hdd4rM7OI10F11Utp9XupzsbxbEMeB6W38fS4DyeS+wrxFmFFWKxfzYpL0er14dHvjd5gABvrl3NHCr5RXT7sGS7D/vUUzoR/j/2/jvOjvK++/9fM6efs733Ve/aFU1CYNMkwOCGcRzbIQkBB6cYh1i+k6/55o4d8vvdce74vgmOG0kcB9/3bd/G3bEdY0A000Gg3uv2Xk8vM98/zp7DNq12pV1pV3o/Hw8S7zmjOdfMXJ+rzTXXuHhX3ur0ZAZrIJvqakcBSxyl/CZ+ZNz1crLMU8mRWDvxMc+FpNtmzknaEm4cFJs5LA1U0BrpYyAZxHYYLHWV0xztoYuxN0hM0k93lrsKaE30Eh7X1svFTXBcD84JFBCgZ9zNExcGRfjpPM1NlXT6nMRP057MG9cvc+PIvoRr9OSIfNNHuZHHgBWmyx57PEWOAMu8FXgNFyeiXSRti3x3gNWuSp4d3sfAyEBnZgKWE5MC/Bikb3KNttJdzfsKLuM/B9/iVKw7e5PUNVK2zLzkfed3R8vHm71ZMZ4X54SnKqbiwKDOLKbEk8+haCsu20G9v5R17hqCxHlz+AidqWESI7VKuj/sxmt66LGGceGg0l3EZe56ri1ZTYkZ4E9PfIvwyM18Fya1jmLW+2t5NXiEoB0lRmLaKQzgnjDRZSpOjGy+LzACNHhr+PP8W1lcWYdpnt8XeZ8vMxlT1MDtWbpUBm6HUxH+d8ezDHcN8qx5BJfppMDpJ9fppyPaT1diADCI20kKnQHKHHks9lewO3iKU4mukRmyBlWuYjoTA7hx4seVflxuxGSFmsxvmcfKFjo3DvLwEySanWXhxKSQAKZp0mmNHYB04SAPH0Gi2UZa5lz4cJKHnwix7OxGSDc2l3kr6UoMETC9XJmzhLdCxwlbMcoc+QScXo6FO3EbDvJML83JfhKkKDICLPaWcijSRpwUbtNJhbuQjXnLGEpE2BE6ln4s3k7hcrhY6iqlzwpxMt5JyrbHDAK5AL/hY9COYADF5DBIGAODAB7ynH5akunZ3yYGvikG83Nw4Te8ExpPU6lzFNOVGsjOqk7vx0OdUcR++51Z6r5RnRiVCZKDh+CoWPLipNiZOzIL28aJMabTUWD6GbLSs0EqHen1xk2Hg8WuEjpSQ3QlBnEbDpb4ylnnq8PCZk/oFAXOAIs8pbwZOkZ/Mkytu4ie5DDd8QEikwxtja+zDOAq3xL2R1rHpHcmpjNwKyLzRyZmj3l7SSpm5QIxMSeZJ396lY4CFntK6Y4P0pLsHbntPtbpbhA4gA2+JRyMtGQHY5wY1DtLaUv2EZvklsOYp5fO0enS5cKkxlHEiVTPmM/rnMU0JXuzf2di9ri3l1wjh75xA3dTmayvekPuGjZ46/l695OnvTk7mzcUckYGVSdL23pvPcei7dnvzzTob2JMmOg0F3y4J33qAibvS+YZ3glPvQD4cRDNvvHlHS5M/HiwDTv77/y4KRmZzHU25/5MN1Tmu8xklvSTcDObmOVift3oNm14rPgPWV+/SgO3aKkEOYOA6WGpt5JmV4rlrkqCdpQ1vhrWBOp4c+gITw0OEbbS60QNjaxFciTcRkeiL1u4JrBJ2EkMbIaITnicSAM0C8/FMGibESNGalQFncSim2HMSTJmihTDhMbMDsj8rwhJIpM8Ep8CQqk4tmUzaId5O3icnuQwTsORXu/OsEjaSYJ2lEErRIQkBunHMPsiwWwzOGYlMGIGde4SjtudOA0HTsOk3w5hpuLsToWJY5HCnvDYdQIYHLnrbAM9I41VE4MwMYaT78wdt7CnnG0ZJEHQntm8r87U4IRGUJDYmEFbYMHOYJe5MX4QNEqSzuRgNibGNy6D1juLxNi2zRAR7BQMpYI4cBAnScJO0pMMsjN0go7EIMOp9A2MpljPSFyadMbSL89JnKZbM75osIGWRD/Js5oPKSILmdqwcmHZ+HEQnmb7qTM1QCycXhLidG2u083qTgFuw0Gh6SdkpWvgJDYnkt2nHQSc/ty8MzvdEwIJrAmDtsCYQdvRUjCjQVuYPM5fGD7AruGTU/672ZwFfrqZixZwJNo+5mm0M+WG8zFoC5MvlZMxWQpSp5lPeLr8nVkSLzKqXxImTtM5DD8u5EFbSJ+T8TOpp/vv5tOgbcau4CnWs+pCJ2Ne0MCtTMk0TLYUrKc5VsTvlt5Mv51+s7dpmDTkLOJQpJ2WWC9xkhS4AnhMN0NWZMw6dAbgc3gZTkYZX5U4Rz65mAYCLwXekTWCFyqDTL5MvyCpMzE4sjrfOyabxeDAgQ833lF3dqej2l1Il+EgaEVxGk6KnDnkOwMs95SzM3JqZGUsGwcmzpFh11x8Y14MBWAZFutz6tla1JBel3T4BKFYnJRhkWu5GRx1P9o16UqkYzkwycHHEBHGx+ZszhKYeI9cZObSjxGfPl+XOvIYSIXwmR6W+SvpDg6TxEq/2MbhxxpZm67YmcNSdxndyXdutJg2I+tUO8lz+Sl25eKMmHQmB087k2Y0W7WYiIicZxVGPsu85bwQOTSt7Q1Mhokw+Wr1aVPNku2zQliQXW/fj5PYmDcFjP+92XtGz4NjRjMI55qNzQBhck0f8Ule2jrbTMzTtqfP1M7OLOGQmVWZZH7ddDJJL8dgmOmXx55um/FprneXssZbxXPBgwyPuwaz0Y8xSI9VLNwe78KX4/Bf6CTMGxq4lTMyDXNk0Xo3laY3+3m1p5DfLb+eXcHjNMf7iFgxVnurSWLz9vAxWuL9WFgUO3P5eMk1HIl08HbwOL3JEAWGl+U5VVzlX8HjvS9yOD525p0LB+Xk0cvwmBeKACNvp5y4luPpmgYuHFQa+SRMm+7UwMhanJ6Rl2dZFODHaZp0WsNn3FdGoenPvgl3OirJpZ3pP1qeMdlaNz5clJFDM/0TKrDTrY2TO7Jm5ekq6dFrCbtxUEkBUTM5YakAgDw83FLYyK7hk7Qk31nY3QBKCHBtzkpeDh6ma+RutgHUO0s5OepFaqfjx5m9S2gC61y1HEg0ZyvMAE48hps+e+y5LzD91FHEbqsl+1k6nxj4jPT6VysD1ewKncSBA4/DSYEjQJ2vlDXeOp4cfIt9w80ESS8+X0wOi/zlHIm247JN/A4PTsOBx+mi0V/PKn81bwwd5WC0jd7YcHoQ24AqRwG2YdKc6MaFg1J3Plf6l3F5/hIORVpIWilcppMV3mo25C2i2BHgn9p+xZ7gKXJNL7W+Ula4a6jw5bHWW8n/2/Q4+4LN2IaNx3Sx0lfFEm8Zboebz9S8n87EEG8NHWFXuIkGXz17g028ETpKPJWkwAzgIP0itgBuvIaLbjuICbhw4sCg3F1AnauECHEOh9tJ2SlcppvlrlL67DCn4l0T1guGsY+rfSL/On4w+DrDRMnFy5b8dek3rFrD6SUf8FPgzuVEvHPCbInTrWPswUkVBYTMGF2j4tIJOE+Tx6e6CeQhXV6kxn021UPt010vdi6NjodzlWm0Qzou8nAzNAfzChpdtexKNE9rWxcGt+Rs4Png3jFrXBukl0lY6anicKwdNw4K3Xls8NSyO9FMU6yXPMPLVf4lPB88QIg4ZWYe3135aU4lB2iN9nAy1kUCi75UkMv8i1jtr2N3+AQNvsVcWbCEYkeAL7f+il2hk+Q7/Cz1lZO0LDBgvb8e0zTYH2rmWKSDntgQHckB4qSoMgvAYXAi3pldL8yHiytzl3IinF7ndtiOZtd0dOMgz/DRbQcnrVemeiRvsk7H6Os4mh8Xqz3V7I+1TFpn+idZZ2yqddau8CxiX6x5zPImJlBEgFyHn5Op7pHP0kurnO4FXaezzlPDFuc6vhx6Ykb/7nxIryU4+Xk+2/3NZE+TbW+QflHRVOtxj84b4/cxOp+5cZCDk755uE7tmZwu/5/J6HXzprOvybaHzKOk7/y7MmcuS3Nq2R7aO2Ggy4lJGTm0nebllAC1ZhHNVh+QjiUP5qSPrmdc4V3M4WgLw/NsGOFsh+ZOl9cv5G0wL+aYF/yeq8nyWboO9tA/qvx1YFBjFHFZ7iJeHDpAz7gX9Z2ujVPszaXSXUhe5J31Qt04qSCXQaIMjrwLxIsDAxPTMKl0FGA4DI7HOsbUPovcJVzlXwamwa7QCfLxU+AOcCTUQb8VYqWngqU5leyPtFCYDFDgzmGJq5RXQkdpifXgxkmhw09ragALGy9OKt1FtMV7srN7DaDeXcLlnnpeCh2hc+RdCi5MisihylPIkVg7LkzcOOkhRAobPy5uKWhgf7iVgUSIKAkK7ADL86q42reS7/e/yIl4JylsXDipIh+ny0lTogfXyDrAfSNrsfpwkMLItiVzR/qEBgbl5NHJUPa7dZ4atuSs47He57Pn0o9zpA1spJc185VzONw28tJGGwMDp+likV3ELrv5NO1SAxtzwo3h060JWoSPZf4q9oebiJLK9tm8uKhxFFLizedAqImhkVoiB3e2DVXmyOOK/KU0R3sZsMI0eGo5lehlf7iZyCTTcErIoYcgbkwq3cVc7l3MzuBxTlk9eHGSj5/2kXItXSam1941gW1l7+OnA2/QmuinxB777hkPRraUDOChxJ1He2KASiOfP697H0u9pfzx8X9jOB7DwKLEyCNBipQJK9wVVHsKeSN4nMFkkKRhU+0s4m+XfIxFnlJyWv+T1/sPcSqVfpl1Ll625q/n7fBJ+hLpBfFG15+jy/g7C66kOdxLW6qfy1yLeSF6gCGi6TZqfiOr3PV8pfsXE66VCZSTTz/BMW2lM5nq/T2TLXFhkl6XdnCK+bCjy9I6ZzFXeRbzYuQwndYQjpFl8WIjz4vWOov5WOk1vBA8SImRQ9iO8+rwYULEKcJPjtvPyXhXdn+nW1/fiUEJAToJnrbMzp2kj3d7biO7h0/RxkD2N/LwsdRVRkdqgPZRYw9OTFYHKk973JcarXF7li6VNW4BLMuiq6uLsrKyCeuLZN7U7cFBbypEsSPA9v697AqdJGXZWEaKK3KWcEvRBiJ2Apdt0JLop8ZVSMKwCZge4qk4ByLtHB48xTPhg9zoXcPKwhoKTB8PHPt3elPD5Ns+7qu+lce7f0N7YoBqdxH/v9q7eDV8kHf7VnE01Um1s4BPHvkXBgjjxKDWXYLXcFHlLWaRu5RKdwFvhU5wpX856/NrKTMDHIh1st5XzTMD+3lhcB9N0d6RF7CVkYeP14JHRhbhtgjgYWVuNTflruNIvJOdwRNYySRet5ueaJCUw2a5u4Krc1fyYvAAxZaXHjPM1tzLuK1kPXsirVRTwJPDuzgy2MrbsVNc7VuGw2HyevgY6+1KyopKuMHdyNOxt/nd4neT4/bwg57X+LeOpwmRwAnckN/ARv8y/r3zGbqtIcBihbeayz2LiDiT7As1k2N58LjdkDJwuU0Wu8sodxbwYvAghSkvJ60+WmM9xEhRaAZY761hV+QUlg1el5vFnnL+n9o7OBnvZrmrlN3RFnYMHeFkopcVnkp+t+I6+lNhSgwfB2KdLHeVciTRTaO/FrfDTWdiiNf6D/JK6Ajvzl3JTQXreDvUzDO9b/NW5BQldoAcn5+N/mX8rP9NWuK9VJn5/G7VDfxr+9P0J0MUO3P4p+WfJEGCPYMneDV0hKsDKzkca2Nn6AS5tpd8b4DN/pU0FNTjsk3uPfQ1+u0wJgblrgLyTR9rc+q4KncZN+SvoSXRT5Uzn0E7RrEjQIwUAdND0krSFO/NHk+jvxan6aQp3kuFI5eO1HD232VmnIesWDY/l5kBTiT6WOlNv/nyULSDpe4ShkmM2d5nuIjYieyb7QGSVpLu5PCY9GS+i6fiY9JQ5y7G7XBPGoMB04NlW+nB3MGjHGtv4nXzFGEjziJPGf9PzYc4Ge9mpbuMU8kBmiPdHIt3sMZXy/X5q2lJ9I/5naSVZEfwFM/172ZvpIU8vOR5/FwTWMXBaBNvhE6wMbCE/1J3B//Z8zYvBg/yrpxV3F5yGb2pEAHbwb5oO43+WkzD5ECkneOhVt4Mn2SDqx6/18v1eSsxDZOXh47yyuABdkebaXTX8b7yK1njr8GyLbYP7OOf235NfypEoRmgIXcx+8JNxJIJPE4n1UYht5Vfybtzl/Pl5l/z8vB+UjYkjCS2DbkuH/XuEjAMTsW7qTeLubPiGq7OXcovOt7ix4OvkUpZDNphhqwwDgyqHEWsy6ljd6SJvKQHl8dFKmnRb4S4wr+UZCrBi+HDVFp5ePxu3mUso8sd4a7id/F6+AhPDe3lXe6lWB4nt+at55/bn+KloYMM2ukOSDF+3lu2kTsLNvFXJ77H/sQpEtjptzSTYqW3hg8VXcXNRQ38Zvgwb/cfZVesmcs8tRyMdHAw0UwSO/umebfhZrW7Kt2oDR2lKOXH7fdyLSvo8Yb4eNG1/J++37AjfJxGVy03lTawwlfJd7p+w95wC17bQZ4nh8vci/B5PFwRqOe73S+yK9REwHbhd/noj4Zot/vZ5FtKa7KPfZHmkZnrJh4clHgKucq/mD+o3sLJaC9fb/oFh+LtrPZU84Xa3+ZHA69SYuSwI3aSeCJBymGx2lvD3VU3ErYSvNy3j2eG93O9bwUl/iKuzl2K2+GmKd47JvaSVpJD0Q6We8pIGDbP9e3h1eBRNues4H2lV2Ia5oR6aXQMThV7o+MTmDLG94XbeKL3DfZEWrkssIhPV72HtuQgFY5c2pJD7Bs+wRuhE1yTu5wb8teyJ9Kajb2jwy28FD7CdTmrMAyD54b20xntp3DYyT53BynTYIW7koDTw8l4N9V2Ae8qW8f7CzcA8GT/Hn7dv4ujsQ4K8bE0t4p3567hlqL1HIl1UW3msTPSTF90kNejJ7jSt5hXQ0c4Fu5gOBnBdsBqXw1/X/8xDsQ6qTUKeWJoJz/vfJ1OBqk2i/j66j+mPxXm8Y4XeD10FL/tptJfTK2zmFOJbprivdSahXyofDNX5y7lV91v85/Db3ODYyUJv8k17lU8H9vLLbnr+Z+tP2d/tJ1Fdj5Xla3mI0Wb8Hn9WLbFv576NTtiJ1ljlVNVWIbXcvJG7ASN3jp+3PcaHYlBkiTJI8B1gZWsz6nll0NvY8ctegiyJlWGLz+HT5Rs5fXgcX45/CaepJOoI4EzahHypLgj5ypcLgdPDe+h1ArQY4a5pWA91+Wu5onB3aRiSZ4M7qIp1kuUBMVGDhtzl7In0kKJEaDIl09/JEifEWSdq4qng/uyHRETgwAuwMh+ZpAe/Fnpr+WW/EY6kv0ciLSzhCIK/HnsCTbRnOxliauUfNPPm8FjDNvpYY1KZz4ljlxOxLrxYOJ1+VjpLiflMrjKv5xf97/NgWgrhbaP6kAxHeEBBoiy2lPODYUNvBY6TEusn5idwIzbFAZyuCGwnjcjRzkR66LWUcSHyjezzF3KnYf/R7aDmDuynnTmvQRrPbWcTHRTZeWxKr+WcqOYV2MHuca/gu/2/oaBkQEiJyZV5JN02nQmB3FiUOTIhVSKGHCFq55XEocnvHzUgUEhARyGSZc9hAModuZzjX85lmXzfPAAA+MGrnJw0+CvpyXRhythUOzPI5WCAUJc7ltM0orzSvAoObjxu300RbuJY1HnKuaO4o28GT6ON+Gkxejnvbkb8Ljd/Gb4EMORMP0EyUk4SXgN3p97OQ6Hg+1De4nEo/TYQRodtTSULOam3LX8S9ez7Awdp9G7iA+4GlhaUcuX237FG8GjhBNRDNNgsbOUu6pv4LJAPb/ue5vtg/u5xr2EhMvgWKiN3bEWGv2LKHIFOBXvJZlKkOPycZV/Gb/qf4uDkRZ8eKj1FdMfHSZiJtjkW4bb7ebNoWOcTHSN1AFQ7Spik385Fhavho9SagVwuB20RHoZJka1s4hGXz274004kjY+j48Gfx0fLNzMEwNv0hzq5a34cUqSPkKuFLcHGvm/Q69MmJxgAsX48RoeWux+vDgocuVxTe4K/rTiFl4JHWMpFfx06FUGYkH2xltY56tjZ/A4vXaQFBZVRhG99hBxktRQzGV5i3l95Gazw3SwwlvJtpo7eCm4Hw8ODsY7aAv20mcHucxXR9BK8GbkGI1GNcuKatjib+BAqpXNgaV8ve1JXhk6RMxKEjVTrHJXUeMu4MWhQwyMyoEenNQ5i/lA0UaeHdpDU7SdfmIspYj76m9nY84SvtH2NG+GjpGKJ4kaCQZG6u4ycuknkh1Y8xou6l2l3FF0Fa8ED3Mq1EW/HWExBWypvIz3F16O03TwRP9uftD1Mi2JXpw4KPcW0OCtoys5xLFYB4ucZfxu1fVckbMYp+mkMzHEK337eHJwD82xXiJ2jDJnPiXOPI7HOkkkE2CYFDkDLAlUUOsp4cPFV3Mg0kKDt4ZWa4jlnjK29+/n5eEDhJIxfE43lY4CNhWu5LJAPQAHIu0cC7byWvgYmwPL2VS4knJXPgCdiSF2DR/nULSdZe5KVuZUsshTimmYdCaG2Dl8gsPRVtb4anl33kqOxLpY6i6h34rxv9ufZXekiQ3+etYF6tgXbWGZs5J8t4/L/XX0Ec22M18eOsrPel6lJdnPYncpD9bdSX8qzKFQM/sircSTSYasMNflreI9xZfTmwqRb3hoSw5O6EseinZQ7yzgVHJg0va4NwlvtB7i6to1YMBvhg+zyb+EASM2po6Pp+L8Zvgw1+Ysw+Hy4DNcPNH7Nm8Ej9LoW8y6vHf6kEs9pXyv+2WOxTpZ5CzhppJGlrpL6EgNU2D6eOjk9zkQacdpQZE3l/WuahoKl3JtzjK+3r6dlwb305rqz+bNry35E4bsYda4q9gfb8v+/8v9dfxzx3beDp1knbuaG0rWs8ZbRXNqkJXeCkzDpCneSxFedkaa2ZizBKfpzLaXUqYxpk2UeTlrpt9TTQFPh/bwgYLL8bu87Ao3s9pTTo8doc5djGVb2XPZkhjkb058j7ZEH5XOQlYHatgfaeaywBL+ou6DxFNxdoWbWeut5CvtT/Bm8DiX++r5cPm1HAq18nb4JBtzlnND/ir2RFpp9Nfid/kZTIb4m5OP0xTrocZVxKdqbqPGVUhbcpA6d3E27709dIx9kRYa/PXcWrwB0zCz7TmfZfBWuImNOUvwOr0cj3bx9dZf0RLvo5xcbihZz+acpfxD6y84EmtnmbuCzy26k1JnLr2pEF7DybfbnuVgrI2V7ko+VnUdxY4AX2r6Ka8Hj1Fq5lDhK6LRs5hCb4ArA/V8vWM7O0PHWeuqYWPhCl4bOMTO6Cka/YvIxcPueDOuiE3Ua/GB3CswHQ5+OfAWxyLp5S08ONmQs4RbChq4Lm8Vzw4f4Ar3EnbEj7PZt5xTVh+L3SX83akfczjWTk0qn8tKl3Ozv5E3Eke5OXcd/9KxnddCR7nKu5jfrn4XS7zlJK0ku8LNrHSX0ZwaHBMbboc72y8NWTF+07+ft8Mnucy/GMu2eDN0jHXueoq8AS731/G5E9/lQKSFfLzU5ZRznX8dKwuqWO4p4+HmX/Ja8DCldg5ur5sKM5+wmeRduStxmCa/GTjIq0OHCBGj1Mzn26s/zbAd5Wedr3Io1o7HclLoy2NjYCkAbwWP0xzpodsa5kr/Uu7xXkNlRaXWuEUzbuUcmYZJrsMHQKXDzXAqwol4J3FSFLsD3Fm6mXJXfnq7key2zJm+c5KZu+t1erksdzGNOfXcbm3Kdp5dtkGtt4RIJMESXwW3Fq3ncKQFQidpDNRTGyikLLCRgOmhzki/PdPldOJOOnAYDhb7yjEwqfUWs9xbxe7QKVpivQylIrRZvaz0VbO1sIGQFaMl2YvHdNNnDZPEpjcV4rritbjdbl4bOkLIiuE23dR4Sgi4/Wwrex/t8SH+e/OPORxuwzIsShx5uJ0ufC4X1Z5i+pNBql0ldNn9PDW4jxPRDhJWCpfhoCCQz005DSz3VvLi8AF8Tg/NZpAys4wu9wB/VHoruQ4fpmHyexXXs2P4OAcjbRQ7AlS5C3E6HBS5cwhFYzhNE6fpALeDbRW3ciTWTVOkkwORNrDB43Cy0lcDQJ23hM74IEvNcvpTIRx2nHJ3PgcS7QzbMVJYBEwfToeJ1+linbuOgOnhBl9BevA66mepp4I3h49zLNbBMm8lWwsbMA2TEoqy+aLaU8Qd5Vdzs3UZPsPF9v497I+0cGX+Sv6w9lZKnbnESKUHByMnsbBwGy72h1tY5C2l2Mplvb+OWm8hETvB0/Yucl0BOqx+VvirMQywbQOvw0mOx8cyXyWDyRBV3mJSEZsYSaJWnEJHgI+UbmaJt5xnBvZxINLMal8ttxQ1YhommSFQt8PNMl86X272FmSPY4m3nKf7d3M02j7mWIFsvs/k50bPO4VtY84iAHJGxUpm+9xxxa7TdFLpLkynY1x8jU7XsjF7mzwGTcOk0l2A03TiNV005i7G7XCyxl9LubeASl/6GhVRSGNO/ZiBrMxxLCMHy7Z4bnA/+8JN9FthlvsrKXfmc1vJ5RQ7c+joGmA99eS70w2dtlQfeU4/bak+YqSyx7N51DnJxPgt1hVjBs8ANheu5EisjTUmFLvzWB6oxutIlxC3FV/GgXALeyNNrPRUkevyYRr1hK0o5Z5CNvgXcXNRI8OpCINGGL/bTzKVZIWvktZYP27Tidfp4V35qzgV62GNr4abitYDUBjI5XJ7KXtCTaSSFlE7gcM0cblc5Hr8rDXrCFsxyj0FrPPWsSFvET7Dxf+/6UcUuXIocRXwx9W3ciLaRSTWyf5kG+8rvYrNRWsodebiNNPX+sElv0V7fJD/3fEce8OnKBgZKNwTb+Eba+7jaKSbv236Hi3xPmpcZTyy7B6K3Olzd03+SvaHm8mxvOBycoVnKQXRHE5EOrGBiBUj1+Un1+OjIX8xTpebvsQwOU4vUXeKP624DYD8YIA11FLsLqAxbwkB08PanHo8TjdLPRVcnb8iW+ZYtkVD7hL8Lh+L3eUs9pXxz21PMpyIMkiUWk8pA1aEYCKK2+Egx+HjyrxlrPXX8lbwBPsjzRR4c3m3v5AadzFvJ07hcbkp9RTxhcqNvDp4hIPRFlb7asl1+HCaTj5Ytol3Fa8bc96AbP7348/GSya+hlMRWpP9+BweWpK9hKxY9hhG10vjY3B87Fm2RcxKpf+d+c42AdOTjf8lngo256/A7XBjGiZX5C2hMacuO/D73OD+MeXEEm8ZVxe+kw82u1eOib33WFfiM1w81b+bYlcuvfEhvE4P1e4S6gNlbM5Zjdvp4GCklVXeaq4pWEnA9PDMwF5OJLrpSaWvccRO4nK4aE328tTgXlrjvdm0Bgo93GZfhc9wUdCfyy7PCTpiA3gcTqo9xThcHjZ70+m61X053+t9GStlMGjGiJOi2ltEibeAy4ylhFIxKjwFLPFUsKvvFKFUhEGHjyvyluB3+sn15rDeqqfTDuO3PfwysgO/w8ORZDfvL9vE8mgLa3y13DxS9kL6plND4RL80XQ+a8itp9SZywe4mngqzvbhvQwlI8RsA8OEdnuAYDROlBSV/gI+Xf4Btg/s4lC0je8MvEiu00uNu5iTdhcmBt6An+XeEgoCudxc1MDNZZfx4sBB9oab8Dl8FPkK+Jj3XTzc8nOS2FgG+Aw3boeLVbl1+N1+sMFpmARTEfyWh5hpYZoOHCNvkFvsKWO1p4rnhg9kp8Ll4KXaVciDdXeyxFvOc4P78Tm9LPVUsDFvGYuHjnAw0soaX+Zt7K08dOpx+lNBElgkHTYph41tOFjsLydkJ6l0FWE6Tdbm1pLr9lPnKua20is4Gm7jULSdNb4athSu59rEav5n83/QEu/F7XOw3F9NiS+P9/gu50CkmZRtcSjaRku8l4DhI2RHMTBY4ivnUKQNC5t8h5+/XvQxwkRZ6a3AaTp5uPnn2Anot8O8p/gK3ggepT3ej2mYRIwUS7zl+BIe3LaDem8pp2I9JEiS8sAD5R/gxaGDvDZ0ODu3y4GDBKnsOtY2Bst8FRR786n2FmE4TZ4a2JUdIHPhIM/hZ0tRA03xHhKWhct0sHLk6ZVSZy7bB/bicftojvUwlIywNlBHhbeQK3OWckvRBm63ruTlgUMcjLaQ58tla+F6bihaz6uDhzkabSeYjGEbNg63i5eGDtKVGiJBktX+GsKkaE0M8Fa0if9S+/70RAUzQF9PH16nl7+o++CYAYV1vjrW5dThdXh5f+kmri5cQ7EjQMRO8FzvfgiZXBZYis/pxOV0ZvO/33TTmuyjwBmgNdFHnBQbC1fyOxXvxm+6+W9NPyaFhc/w4DAMHDhY4a8m4PaCYXCFuZSwFaPAGSBmp8gnRa27mIaCxRTH84ik4vgcHlb4KqnPKeZO7zX8sPNlEjGL3sQwS70l9JtRch0+olYi/YSa4cZjuChw53BZYDF/WrmVfdH2MYM6boebWz0b+MeWX3Ao0c4qXzXfWPxHFDsC/MWJ/0M81EIKi4iRniW5LFBFnauY5mQffqeXApeThpxFNAYWcTjeypAdYYmngvtL3pOtLxa5y/jN0AFyTC8t5hDlVoyjdie3FV9OyIpR4MlhaaCKt4PHwYZua4i/qv4IN5dewX9v/jH9iSAuHFxbsJpr8laxpXAdVxev5Outv6I51kuNp5i1ufXkufP4bP0HOBBp4/n+vZyMdbMjeAzLBtN0sspdw4lIF3ESuB0u3E4nW4obuLJwOQeDTeyONHN5YDHvKb48W9b9Vvk15DrTN2l640N4HC4KXDkYpkl/KsQifylrAjXZ+qXSXUCOO4dVgWqWeMsxDIN1/npsLF4eOsjecAspK0W/FaIl3kepK49STx6VvgaAbHv8vaWXc13Ral4dPMyxWAfLvZVsylueTVemXXbrJO2yPKePk/FuhlNRmpPd3OBZm504UOkuYK9hklluwev00uhaNFL+5fCX9XfQnRzO3jS93lqXvSE6vk19U9E6UqTYH2lhja+GYnceXsvDU/27CCaj2brH7fCk62xHun25zJVuE4zuS2baBgUUZI9jdHvcclo05C4ix52DaZq813PlyPka2Xakzep1erPfZdxecgXXF60bc542ewuIp+IcjrRzJNpOymvxKV9Vuu1ODoPJEG6nm0KXn6gVx2E4cHo83Fq0AafpZFvte9lS2Mg/NP2I1kQfte5i1uVW4nbU83T/bo5E2tgRPI7f4aE7OcTBaBsREhyzuvlEoIoidyFFFGbTmGkv3eRLt2sy57rTO8DWwoZs/WQa6ZnXpa48Xh48lG1nfLhsc7YNtSlv+ZhrdVPBOpb4yvGbHipNgypvESnDotpTzJ9U3UpH8p0B5BeH02XqcCrCX9TekR0sdppOVviruDq5aky7aTgVYWthA7kOH7cWXsaBSDNrfLUs81Wm+yeudx6Vr/YUUVlSkM1TmWsxui9100g/zrItyt353Fp4GQdHtUGGUxFcDid5Dj8uh/Odf+8oJGklSRgWMTtByrQpdeYSsRMUuHNoyFlEmTOXm4su42e9r3Owp4W3gjU0BOowDQMDg+PxLjYWruK+3HRf99mBfaRCBp2uAepdAdoY5ESoi97EEGESgIkFlLhy8Tq9FHjz+bDvGgAWkb75UEUpg8kQLpeLPMtPxJmiLxXkGJ18vPzdhKwYhd5cGo1FDFgxftW/k7X+WrYWNoy5jp2n6cfmm850/rbWYdkW/6fzBWygm0FuK7iMXIePr668jwORNl4Y2Ed/KkyfY5hl/kq8hguv00Wu00/CgMXeEkpcudnxH8u2qPGWcTDahp008brcxElR6spjXe4iTKeD1lgfTsOkKdHDXWXXcUX+Mn7U9QqdiUEKXX7iF/z5x/njkh64/dCHPsRzzz3Hli1b+OEPf3ihk3NRCJgelnkrgXaWeirwm+OHok7PNMwxHeVqdzEr/VXkOnxUu4toSQzQmRwihUVHYpBf9L7FqXhXdiCu0l3AzQUN7AqepNAVYImvnBXeKq7OX0EwFeX7vS8xYIXpig6R6/JjYrA+J91RXOatJJKM4TXSd6As2+JUvJuwFcNlOikcKdhDVozjsQ6uZRVuh4OIFcNrurL7Wuer5TdDB9KdJsNJjaeYancxLwwe4FS0i8FUmByHB9uGVf5qTsW6SNkWKcMmZEXpTQzz6770Xd0rA0u5tThdud9efDkFQ37CVpyQHaMp3k2JO4+onSRpJSl15ePBwZfbn+BguIX+ZAi/6cFlOFifU0/MTtAa7yNqJTEMA7/Ty0pfJW7TSYkjlx3hEwynwvjMAFflLmWDfzGvDx0dMzi7tbCBzdZKLNviO10v0JMIAu1stlZOGBCBdIUZTEVJkODJgV20xHtpifXyrsJVOE0nMStFrsPHLYWN7AweZ2+4mV3hU1S5Cvmvte9jibccp+kkYJvZPFXjLqY51kvIitMS76HGXcLxWAchaxX5zgB3lV3Pm8NHOBhuJWanj/U/+95msbec3wweoDXeS0usj835K8h3Bs6YJ0NWjKPR9jMe63wSsmKciHUQtxPkOH3cWXZN9ubJaKMHtybbx5FIO73xIGBQ5MwhZif4dd9OlnorWOatwDBgubcyGz/QznJvZbZxPpnJftOyLSzbYpm3EsMwxuzDstMvHPjzmvdmZ/Q/M7CPFBbXeldxTcHKbCMTwDAMnIZJ0oShZJQadzFL/OWs89expXA9ETuBBwediUG8hpNjsQ6iVgLbtnCaDvKcfvwON1XuQpZ5KzlhdBKJxggmI5yIdXC5sQTDSHdUbNumOznET3tepzs5RL7Tj23bRKw4rfHeCQP9MTtOrtNLraeEg+E2OpODtMb62Ji3jGJPDtfmraIp1ku9u4SEYadnG/fvYWfoJB2xfsqc+eSYXoasCH2JYXyO9Cw/2wSP6cQy4FSsh5Rt0Z0cojc5TJ7pI2klyXX4WO6rzF6zTGP3hvw1LPGVT5jJbRpmusGXWs6rg4f5z74ddCeHcGCSMFIcjXcSseL0WyG8houA6eX2ossodxfwf7tfZCgZxTRNKjyF1HtLaY710psMAh1sNlZgGum5upZts71/D0ej7YRTcfwOD8t9Y8/bVEbXN2fKe6czunMz/ppl4r87PsyxSCcHIi3ZxrBpmNmOwnAqMqacyJy3TEd09GDl6DgYTIZ4emA3zbEeXLZJlauQbkeUE7FuElj8v7UfoiFnETuHT/Ctju0s8pTTGutlKBEhx+HFxCDfGaDaXUitp4TmWC89iWGOhjvYFT6ZvalhGia3FDWyOX/FmA68z3AxnIrgM1yATZkrjyQW5e4CchweAmb6eoBNKBnFGnlAq8yVT8xKUOrMI2zFMVMmx6LtdMWH6EwMUO4qoCPRT4WrELD5nbJ3syFvMcWOwISZ0FsLG7gquZRvtj/N93tfYpWnmt+peDflrnx+p/Q6XhjYw/NDBwhaUQ6G21iTU4uNTXdikB/1vMzBSBu2AYetVhb7ymlOpF9QU+ku5FCkjc7EIN2JIa4pSA9Qbx/YTVO8h874ANcUrCRsxTkQaSFsx/EaTorduTT46+lNDadv6sZ6KHTm0hzrxTRNCk0/q3zVnIh3scxVxp/VvpdCh5+3jzQRScQAA8MwCBLnl31vsT5Qz00F69hkpfPE/+1+kSWeCu6tuClbFi7ylrA5byX7Qk0sdpeyM3KKaCpBiCg7gscIODzpgbxYD0ErRm9yiJgVJ9n7Bmt8tdl9pQd8Crm1cAM7QyfpjA8Qt5OciHdyV9l1bMhbzA+7X6YjPkCpI5c1gRqOhNuxsGiPDZBv+il053CZfxFHY22ciHXSGu2j0lPA/kgLg6kIh+JtfL72Y2wt3MA323/N0WgXK7wV3F50BXvDzewJneJItIOu5BAu04Ev6WFL4Tquz1/D7+5/hKidSC/dYbopNXMJEacnOYQTB/3JEIPJMMQhZdgUO3PJSSXos0MYGCSMFFflLedaxxp+3P0qvckgJ2IdrLSqRuq9TkKpGK2xvvQa9bZFnVGGaTiyAxXHYx30JUIcM9q51k63G7YUrmdxtJxvtD1BS6yP1mgvhmFg2gY5Di85Th8DyVA2zjfnr6TSXUgylSQy0l50OpxUugvYYzpxGSZ7wk0ciray2leDaRjZMs604dmhfYStOMdjXXx56T1cPRKXP+t9nSWeCpb7KkmQJEkKt+kk4PRQ4ErfUAVwmg5q3cWs9FXTlRqiPxmk0lXAWn8te+xmwvEYNjYVnkLK3QVsCCzixoK1E2YqPjOwl8PhVg5GWhlKhsl1+PA73Kzy1PLW8HHAwI+T1YEawlaMSm8xOU4v24cOcCLawW/s/QQcXpb7Krkhfw0HIm3sCzfTnwpxkFacppOUabDaX40Dk52hk0RTcWKmQW8qSIWrAIdhYhjpZZt+r+J6chzebPvStttZn1M/MjZojNwXMcAwCFkxuhIDHA47WZ9Tnx4UtxL0JoawsElhk7RTvDF0mGPRTqpdReQ6fKz31XJX5fWUu/J5dmAfbwdP0JMcxmGY9CSHebzrJdb4azGAo9F2YnaSxZ4yYqk4/akwGwL1/GnlLewKt/CDrpdoTfRR4sjlXzqe4mC4Nd2G8VVyMt6dvZGYeQJkS+E61uXU892uFzgYaSHP9NGbGiZmJdgVOsU/tz3FhpzFbC1cT3dymGPRDoJWnGJXehJMsSPAIy2/5FS0m7iVXurNa7pZ5C3B5/AQsRMTJgZk6pstheu5xl41YXB2dH003fo1/WTXIEejHQynohyLdXCNtWrMPkYPosE7A0ST1ZWmYXJjwVoachdlB3p9hotQKsqJaCcYBgUuf7atP/qcTnY8U303XZPtY/x5ymwzlAwTtCK4TSdBK0JvKpS9YZzr8HFLQWO2HZfj9OJ3uInYCXwWfKXtCfaET+E2nWzMX8YyTyUxUvQnBjkSaacjPpjt69i2xTJfJUej7az11VLqzJ3yGEb3X2y7jbWBOvYGT3Es1sESTwUGsD/czI7gceJWkh3DxzgQaWFdoC47qWn0vw+nYpyIdbHCU0VDbj1bCho4HG1lhaea/9X13Eh7p5Y/rNzCkUgbHfFBbNvOlpeZc/bMwN5sH78l2zZ8p391S1Ej11qT59WMqfovo6/P6Bvv91ZsIWB6stf15oJG9oebSNkWP+15Pdv2jNgJvA4X5e5C3KYzewNiua8KgHAyxg+6XmJH6Di2AXsjTdgj6/I2x7qz7Z53F67GaTqxSb8/ocJdQMDhpdJVyJvDxxlKRfHgwutw4TfdpGyLY9H2bB6fLC/elL+eVwYP8nb4JM8N7uVQpI2r85an35niqyRuJ4jG+t6pq6x0u2c6/djMOU1aSULJKKdiXeSa3pH2YXoi0fpAHZ3xAY5G02M8lm3RmRzkQLSVsB3HsMHrcLPCV5Wdub+9fw97Q03UuAvJdXhp8NexN9TEiVgni9zl/FbJNdm/l3sryXX4yHX4WOGvwowaLPNU4Im7przWl5JLeuD2gQce4N577+Xb3/72hU7KRWN8h/87XS9M6AxPZWxFYVPvLcNhmERScX7R8yZdiUFMI704+3ODe+lMDI4ZiPts7Qcmfew8YHpY46tln91EjumjylVAJBXnx92vstyXvpO4NlBLS6yP5kQvlc4CoqkEnYkBajxFLPaWYWPjd3izDRif4WKNv5b9RjNrvDX8YdVWAF4cPoiBQZkrn4+WXYvfdPOboQPY2MSsBAkricMwaYv3UezIocpdSH8iSL7LT4HDz67QScLhUxwKt3J1frpR8+zQPpqjPbhNJ3XeUtb4a1nlr2F/qJkT0U76k0HyzPTd8f5kiKFUBKfhIG4nCaaitMZ7qfGUYBhwtWc5G/OWZQdml3oqWJNTy55IM+t9dVxbkH5z42SDs5kG05kGS5JWkn9s+QX7I80sdacL98xspIkDJetZn1PP/2z+D1rj6c5x+cis0dF5arO1Ep/h4pmBvYBNvsOHz+EZMxD1nuINXFuwkpcHDrE7fJLO+CBBK8rJaCcpUuk2/wzy82wMDJ1vAdPDUm8lrc42akYqz5k2Xn2Gi3AqRmuil9XeGj5Supn/6H2T3mQQI9bBXWXXcY3xTsMqc31m2lAe37C6q+y6MbM+xw+oQeb6GZiGMWbQdrIGcrkrnw+PGrj2WWTz5WpvDetz6omm4piGgW1DgcNPQ+4iLgssZkvheoZTEb7Z/nS6M5oI8cPul1nqqaTClU9nYgDDNoiOvFk51+HLDp6Nboj6DBf/2PIL9oXTZU+9pwSLFP3JCF7DxbMDe2mP9xO3Uyz2lhG10uVSlbuI3wzupznWQ8SKU+jMyXb0QlaM4VSEXKeffNOXnqnkX4RpGOyPNFOWysdnumlPDPJY53Os9ddyU8E6NtvvXKOkleTLrf/J/pGZDZ+ped+Yma6ZgY5jsQ6GUzHKXPmUuwtY56tjf6SJXcGTRKw4FjbDdpRf9r3FWn8dSz3pGQJXe5Zzdf6K7CxRI5qOIWBkn1EORlsAg75EMNs5MQymfYPkXPJexlQ3ZzLxH7MSDKfCYxrDo9M3vpywbGvMzaqrz3SjyM7cdHDAyI0BbJvfDB7keLSDt4InSNgpmlw9FLtyaUv20eiv5+MjA5yZZR6eGdhL3EpwJNJGa7yPrvhg9rdNwyTfGeDmokausVZltz8SaSOciuM1XBQ4AhgYrPfXZ2Nra2EDawN12fK5KzHIu/JWczLWme3wLPaUE07F6Ej0k2P6qHQXEExF6UwMUOzM4dWhIxyPdmR/51CkjZAVZY0/ne+idpL9kRZ64sM8Fd2VfsQ2sIgHqm9nbaCafZEWupPDFDj83FLQwJFIBy8NH6R16AimYVDtKWKlr5pcp4+k2yI8Ei8WFgOpCL6EOzvo1ZUYpC8RxGu4sGyLUmdutm1Q5y6mxldCg38RTsPEsKE/EaQr1k/QioINvQ4v/3Px3QxaEY6G23h2aB/lzkLyHT4GEx4SJDFMiNsJ+pPBdH6xV2ZjKZ3POrjWSNezmTJuvb+e3y2/Dg8O/vz4YwyYYSzLwmu4MDHxOT3UeUs5Feum3FUwMig9RFu8n2sKVo4ZXLi5qDE7GJgZpM91+AiYHqKpBC3xHvJ8Pv5xyd3sCjfzaNuv6U0MY2KwMlDDykANx6OddMeHeHnwEFg2CVIUOgKs9lTz/Z4X2R9qIpyMUeLKpdZbxi1FjVyWt4T/2fwfnIp14zVd5Dt9lLnSdXkwFSFsp8tKAyh15XNFYAk2Nm8FjxO2YiTsFL3JYdbl1GHYMOArpSc+TCKRAiO9/FGe05ftpNrhVg6G0zPSVvveKc/znD4iVoKwHSdoRbMDPul6LX3TN9/hwzeSB54Z2Mve4CmORNoJW3HchoM7SzZxKtZN0krhNBx43a70IOVIOyC9jM8eWgfaqPb0cXNRY/bGfl8ixN5wEy7DyalYN/WeUvqTIVriPRQ6chhORbBsCKaiRO0keYZ7TN64q+w6NuYt45vtT7M/0kKJKy/deTbSMx17EkOs89fy8fJ389Pe1+mKD+FzeIjZqTEDBFfnrhhTBh8eOV8hK8oybyV5Lh+d8UFa430YNvQmggykwkQTcbymmwLTR9COcTjSTokrl2pXITWe9ESEplg3STvFukAdtm3xxvBRDodbiVoJCh2B7MCSaZis8FcTsxKciHUynIrhNAxq3cXkOf3YBvQmhqnyFGbr6WXeSmy7jUgqzve7XqQl3ke+0097oo9356/meKSAE9EuOmIDBJMxftj9MnWeUrwOFzXeEoZTMUzToNpZyI97X6MzMYjfcLMxbxmGw8F/9L6ZrV9b4r24cLAuUMdAMkTQinIg0gwYDKeiFDsD3FFyNbuGj7Mn0sxaXx0vDR/haLSdKk8R9b5SKlwFPN7zMn3JYdyGi3WBujH5JDNzMpyK4zRMOuMDVLuL8Tk82CmwDehKDvFm8BhdiUGiIzd/w6k4xc4cVvgqKXfl05kY5EC0hSE7SspOsTpQi9MwKHHls8I3sX061U3J6Zisfh1/PMXOnBm1jcdP7snMdh9/4zZkxeiIDxC1EnhNV/rm87hzOtlxnesxT3cfo7dZ5C5nrb+W/ZGWCQOqpyuPA6aHzsQg+yPptmXEimEmHNS6Erw8eChbX5a78rN9nRW+Sq7PXzNm9up0zvVksRSzEoBBbyLIcCqCA5N4Kklfps4aueaZa1XlKuKFkfbodms3hT05rPfXcV/VVsJWnB/2vUxfMsT+SDPBVHxCOZsxvo+f6ZeOzkPTGZSdjrFtuw42syI7aJzpezbmLsreBDSi77TZo6kEHbE+gokIP+x+mZW+6pFxgnRbqDmaLv8KHTms99Wxzl/PsUg7/YkgnYkBSly52SUIjsdGbsA4A9xZejVew8mLQweIkaDGUchdFTdknxwqTOWMOV/j89neUBNHIu0MJkOYhslwKkLYSlCYGXvJWz4hnwEz6seGrBgdiQEiqTgdiQFCVoz8cf3x0WM8i9zlrPHVsJ+W9FhIxdZsm3MwGeLJgV00x3pw2iarAzWsCFRzPNpJTyI9ISJzg3N0/w94p9+Pi57unnPODxeLS3rg9oYbbuC555670Mm46Izu8M90puL4DvCNBevoTg7z4+5X6UkMpwcPPAWs8FTym6EDEwbiTvfYudN08pma92UHdXtTobGFtZ2+I/ieosvYH2lhsaeMllgvtZ5Syl15fLjsmuzjEpkGjGmY2X1mKlHLtri5oDH7mEcmLbcUNPK28wS7gyeJ2glStkW1pwiXI303bpGvnHJXPtfmr+al4UOk7BTBVJSwFSdn5JFxwzQoHxkMzux3Q256Bk1XfIhiZ+7IIx82izylLBo12LzClz6Xo9Of6cBnCvF3W2vHNM5OV9BPZ7CkOznM/kgzfckQtt3Oewovpz3Rxxpfer3TMQMl9koq3QXcUvjOeRufV0ZX5FsLG9icv3LS9WIzgxO3Fm/gmoKV2QpsqaeCVf6a7OOp020UzMbA0PlmGiZbCtbTHCuitqD6rNIcsRP4HW5q3CUEnB7ynP70jM2RwbfRlWvmN8+moTW+YXWtsWrCbMfRZQi8M+g3fpbH6RrIoweuR+fLA9EW7qq4noac+vQsq0Qfla5Cfq/8eirdhekZlbYTv8NLhauQzsQAXfEhknYKp+lMD1ZZcfJdATb7Vk46SDmmcZ5Krxe4tWgDbfF+mhO9lLhyORntJmjFKHYGuLXoMn7dt5PeZDA9o27klQ5Ow0G1pxCfw00qZaePxzBwGOlZrZk0A1ydWjEy27OZ1tF33u2xZfDoc7E/0kx3cnjMDBkYXR7D1bnLs8sp3Go3cjzaxTfanuBUtBsLm/5kiOOTDOoDY2IIGNNxAzhqtE+4ETNd59rIn+rmjHmGxvD47TLHOJwaebPxGd4gkOvwcXNBI7tCJ+iMDUIyPZu13FvASm8VrfE++hIhgqkoLsOJZdj4MnHp8lHgysHtcGfruswga3Osj9Z476S/mTlfmXyRmdFT7iwgbMeo9ZSQ63xn9pZpmOQ4PIxMksY0DG4sXEvUXpmtQ+N2AofhGKkv83lP8WX8qu8tuuJDOM30cg+ZwfkiRy5Hou24DWc232UGT3daJ4jG4wRTUfZHmulNhaj1lvInlbfyVugElwcWc0vRBo5Hu3gteATbsMkxfWyr+QBr/TU8N7gfh2mmb0YGaulKDtIS66XMVZDNi5nZwmUj5UKmbXAy1s2v+t6iP5l+KeNdZdfRkLuIH3W9QnO0h2EritN0UOYqwOt04ze8PD2wi55EkGgqTrE7Pfs4mIqMzFz0UOTMnbLzNLaMg3c7VxMwPdxVeh07gydojvcSsWKs8aU7Q7kOH88M7CVhJWmL9xG3J38ZyvhB+kwshqxYtlz3O9ykTIOrcpfyYqCOPeFTWLaNA4O2eB81nhKCqQjBVBTbgALTx2dq3k+RM8DnT32PnuQw/ckQhc5cDsda07PMRmb77gs3k7SSuMz0Mj25Dh/tsT4sw8aw029Gr/IU4nW6sIGl/goORdowMHCYJtcXrCFqJ/lR1yt0OAeoSBZQ7M7jypyl2Q7h1sIGlvjK2RE8Tl/qnfL8mvz0jdvMshCjb7anj99DjfudGYrY6dlIfckQJgYFDj/l7gJuKlxP1E5m83im052pT4ZTEY5F24knI0Sj7dnzvMxbSTQVJ9fhJW6ncGCyxFtOa7yXfIcPj+EibiUYTEVoCNSNGazM5I1ch28krd6xaQX8Dg/13jICTi95Tj8rfdU4DDP7NNLoAYLRaT0abacl1peNPRub2/xXkLCS5Dq8BFMxQnYUR8rkZLyLJf5yUoZFMjaAz+HBa7q4rTi9VNJvhg6kb5yaXoqcOZS589nRd5wBK5LNJ2v9NdmBpUwZuspXy57wSQxMcpxeaj3FNEV7qPeW4c/MGDV9bC1sYH1OfbbdnykrV/iqsn2CH3W9QkusN1svmxjUeUoxMShx5eIwHFS4Cvh+z8vp9jRRhqwIJ+Pd1LhLsvWrMfKS1nsqbkq/jHKkvQhky/scR3qt8ZiV5HC0ldGDuneWbsaNyS/732IoFaHclc9dZe+m2lM85txnytlqVzGGYVDsymWNr4bVgRp2BU+yN9xEwk6RwuJ4tDPbJhh9HUffZMpx+1jur8g+VTi+TQaz88TY+Po1s8/eZGhC+qa7v/FP742eVZq5cQsjNzMd6euY6feMPqeTHddsHPN09jG+7P7Dyq1E7eSkA6qnK48z13OPfYp8y88ib2m2vhydv8b3PSsd03uSNXOuJ4ulNSPL52XaXo6RCVGjy8vR1yppJfnN0AGStsVwKoKBwYFoC1E7SbkrnzW+WvZHmlnrqyXH4Z5QzmZmgk/Wxx/fj5st438LmND3LHflj+nbvFNPuMe0+x2GyWZ7ZbYtZDpMVjgr+ePqW1niLcc0TDoT7/THM8c9Pg2ZWai3Fm7IPpG1IlDJ68Ejk56v0flsOBlhX7iZsB3HYzgpdRdwRWAx5a687PWeLJ8BM+7HGoaBaZojT8eNNXGMZ+r8D2DZNmE7TsxOZtsXcfudCRHHY2P7f5nfyXX4sKzZe1HkxWDeDty+8MILfOlLX2LHjh20t7fzk5/8hDvuuGPMNl/72tf40pe+REdHB42NjXzlK19h48aNFybBMsbZzFTMPA4wfmZYtmA13hk8CJge/A5PtuA7XcU8+hGD0esZ+m03S7zlxCNJlnoqJgxmZmYjmVFjzODPVOuTAtlHUq+1VmUfyS515nJjwVoW+8pZ56/lcLSNpJXCZTpZ5asBAw5GWlnsKafImcPGnOXsizTR4F+UrbC3FjRkBx0zjRfLtvCbblZ4q3AYJsu979yNLTR99FuRCTOPR6d/fINs9P82DZObCtaxPlmfnTUxWrZAHanEx1cGmQZJpiK/s2RjNh0wsQM7+rydqWIZne7JHgvLbDO+AgN4l7U6exd0uhXYmY51PjINE985pDP9iHRVdumCXIdvwuBb5hHr8Y2umTymNlU5cbrvxn+WeSFBpsEw+rqPjkHTMPEazvSd4ZGZEeWuPEzDHNOIysTXO2moIGYlKHbl4Hd4WeZ9p1OXWZew2BGg30rnjfFxU+rMZaW3hj3hk6z21bLWX529QbTKW41pGNkO4iJPKcu8FcRHvsv8O2wDt8PJal8NK3017HGdxLbSN3PW++uzN3cy+T5T3hwOtXIklh4gzTwWP77TkInRyR67O92NC9MwWearYGt+Izscx3AbTnJdvjGD+uPjZfTjjaPLeMu2aEguypZZk5U3c2k6N2dMY+pHTTPbZMulkQHZzI2ozGDu6BtjmRjJLGHwysAh2hLtrC5cyuZR69mCTb7Th8NwsHpUfbHEU55dZmT0dal0F7C1oIE94ZM0+BdNujRJ5oUUSzwV6RmKjhp8pic9S2RkZs/ox2KBMXVQvjNAPmQ7PKMHOha7y/GM7Dtpp1jlTaf5gN1CnsOL13ATsxKErChrfbXZdT8fqL6dzsRw9jHizHeZ/LIiUJ19OUmpK5erc1awJ3KK9b76kQ6vk+vyVlHuLsi+uO6Wgg3Zde0y52F0rI++Lku85az0VXN01M2pzBIjcTtJsSsnOxCZ6dzVu8sYTkZZ6a1hta+WA5HmbN2+YmTt1UxHLWTFuCF/TXZ5JtMwJy3jTMPk1uINvKtw9YSXuWbq5bWBOpZ5KtkVPsUG/+LsdTpdPZ35frIlaTI3oDsTQ+wOnsw+rnh9/houz1mKbcP+SDPrfHWs9ac7+2t8NSSSSXLcXnwOz5hrlXnkeXTbA6DUlcdlOYs5FG6j2JXLcl8lK3xVI8tv2BQ5c3GZDtaOnN9wMsFSXwWmabDUszo7OJV5TLvYEaDYmcMa/9jy3Gk60+dvpK4f/bLB9PFXTJjhtdRTQTSV4JrcVWBAYyAdN6YVY4mnnLidYMm4pb/GPNkybqBjU97y7Fq6a3y12WV6MukZvVTI6MHN0WVQZpkSwyD7SGomv8TtFMvG1cuZNmsmHv2me0ysL/NWYlnp5atCVpS1/lo+VHwVETvBiwMH2R08SVO0m0Erwlp/LX9aeQuHol082fc2h2NtrPXVZl9MtbWggd3hU9kntHyGi5PRbvaGmljrr6XOUwyQjS3LTs+C31K4lsvzl4x5GeTodvboGXej2/0b3ctoyK3PtsP9ppulvopsXGYmJ2Tav5n9e3DQHOtlV+gkBc4A9Z5SypwF2IbNKl8Nyz3V7Awfp8G3OH1DqmAt1/BOezHTFwhZsZEybuygbuY8B0wPHyt5N2+HjnF5YCnVo47fZ7iy+SvH9OIy0+V4ZpknSK9jP3qdUYCD0RaWjRroyZzLzGSR0fVlJg+Nb3udyxNjp2vHTTYQNdP6enR7ID0jdOwTdD7DRciOTdrvycaep4KY1ZLtv50ufZPNQs4sb2IyeboDpoclngpiVvOE/Z/ud/KdAQpPcx5Gx+FomZuGo8vedKzbE67/mW4Cn86EPrTnnRvw8E4eH10+jW/r5Tp8WGZ6UtI+1ylORLsIWbFsu9FpOnmg+naa4r3UuYtxms4xS3ONb3uOL+tO14+bynT6GeN/Cybve05e9qaXRci0iU6XLzNr8AKUu/JZ4a0iaVvZ9hkwpozOLtMwrm86fimzjNF5fYWnChOD/ZEWVntW8fGKd1PpLpz0RsFUk5/OJPP0YqaPkjnf48uB0TGY6/DhtBMTrkWmLZxZkmL0RLKQFRszuWp8e1YmZ9i2fZbFwdz61a9+xUsvvcQVV1zBnXfeOWHg9vHHH+f3f//3efTRR9m0aROPPPIIP/jBDzh06BBlZWUAbNiwgWRy4oLGTz75JFVV6aB87rnn+OpXv3rGNW5jsRixWCz799DQELW1tfT395/xDXALnWVZdHd3U1paOqM3+s1kACfz2NmxaDtLvZVsKVg/5t9Mtq8z7X+yfQJsH9jD0UgboWQcl2myyl/Lzad5FOZs10nKPIZ8INLMSk81mAaHIi2s8tZwb8UNvB48zqFIKytHCsUD4eZ0ZZiK4jc91HhLWO+vx2mm12Rb7Kng6rzlYwZFMsc21XeTncvpmM4+zrRN0krSkwxS4syZULHMxhpUZ+Nsz81snNPz6Wxjdsw+TnONMufiaKSNcCo9M3eZb2x8zeQ8zXStstGfWbaVjbPVvloeqL49m9dGx+Aqbw3rcuo4Geuk3l1OY049ZSOd/DMd61P9uzkYaWaFt4ZrRjV4h1MRXhs6wtFIG4fC7YSsKKt87/xO5vgt2+KRll+wO3SKhkA9f17zvuzst0wDbfT/Hv17hgEHwy0jg0EOVvjGfuY0HOmXBjo82WuQOSf7w00ETC+LfeXZdRaPxzrGXJepYvRMklaSR1p/yb5QE2v8tdxXuYW8kdlwU5W9pyuPx+el+RBf5xL3oztrzw7uy+7jxvy1Y/7OXotUkpauNmrKqnA6nBP2kelYbR/Yy4FwM0l77HUfHR9P9+/mQKSF1b6aCY+Rjq43bOxsPbR55Ibo6I7bVPXM6PRl8u5QMsS/dTzD/nDzmLwHcCjako0hn+GiLxWmyOHn+aEDY86FZVv0JIPZ746EWyfE14loB8FkDMtOD2bmOD3Uuct4sv8tDkfaKXQGuDZ/Fct8VadN8/jrksmPo8uByeI/YHp4dnAfR0YeOx9OpV+C9WdVt2UHo0JWjNeGjmTrbgM4Fm2fNI/PpJxd4k3v62ikjYPhNoaS4fSsy0AVK3zVp82fZ7qOp8uzRyNtDCfjYNg0BOq5pbARgF/37WJv+BSrvLVckbeYEmcOzw8dOGOdUOsqY4W/glp3EQnDzg7cHYi0ZPOgz3DxlbYnsuX2H1belC1Xssu7jCw7syJQyRJP5YTyfCbHn7nGB8LNJKwU7pFy1mEY6fUGU3EcmFhY+MfF22QxO/5cnksbJ3Pza3Resm2bQ9EWVvkmtltHbz8+v92YvzY7aNyXCmfL/Mzx7w81cTzSyWAqzBpfHQ6HyaFICys91Xy8/F1UjCxfNTomMmkAeLJvF7tDpzAwCDjcRKz0by/ylLM/3JR+webINRudV89U/48//kwsZdrvK3xj43J8PGfy6hpfHZvzlvKtjmfZF2lmtacGTNgXbCJBCp/Dwxr/2DbE6fINMPG6jJSlq3013FSwLpuWzDU7GGnJ5q/J+hyjYy8TE+P3NZ26dHy9cjb58Gz6Y2drsjpu9LmbrKyaLA9OJ32ZurGts42q8qrTLqMwVR06WdqnOg9TtZfP9vqfzTmfzXV/JytDJsuPp6tnZyPPnGu77Ezn4Vzy5WTtM5i6bzSdPsgqXy035q8Zc+7nyviyd3yax7eNHJP0L053Lsf356b6HZid/ux8NzQ0RGFhIYODg2ccU5y3M25vu+02brvtttN+//DDD3Pfffdxzz33APDoo4/yy1/+km9961t87nOfA2Dnzp2zlp4vfvGLPPTQQxM+7+7uJhqNztrvzEeWZTE4mF5k/GyCJsLwmbexYrQOtBFPRmh1ttEcK8I3yV3OyfZ1uv1Ptk+A1oE2IokQ/Ykhil15tAfbaY4XT/p7003/eH2JIH3dPfgtg26jGwC/bdAf7KXZaKcj1IGRjNNsptd4TCYixGNhvBgkiGD64rQG049kxa047c52BuLFxEbSOPrYpvpuqnM5lensYzrbmEAffaf/nbM4t+fibM/NbJzT8+lcY3a08dcocy4iiRB9iSEMVx6trrHxdTbnaaq8cLq4Hx1nfcEejppNFLlygLEx2Bvs5sQwJOwUnc4OEokS+syJN/UmO9b2gXaMZIJOZwcDiZIxcdY20E4oNkwsFsKHSW/ond/JHH8klaC/p48Cy0V/pI+jjnfSOPr3IgyP+b2WkbLBSsWyZVXL0NjPChwBBlIhzFHXIJJKpI87BXE7TDIapnnk38Wt+ITrcqYYPZ2+RJD+7l5yLQcD4T46HN3EXZHsuTld2Xu68nh8XpoP8TUbcd83bh9Hw7m0Dk/cp2VZxIYi9Bg9E2I2Mmpf7QPtWIn09TcnOV+ZfGkk47QNj63bRh9Pk5lex9Gw4nSMz9sj+XKqemZs+tLbp2Oud9K8Z1hjY8gE2q3hSc/v6O8mi6+IlWBgVP53uPI4RphoOESZ5QVSDCcGafcYp03z+Osy5hyOOv7x8T8A2XTFY2FyMOkP93LcbKHIlUNk1DUYfZ4jqeiUeXw65WyTI72vUCJEPBYmgEGcMOHo8JRxM93rOP7cRBIhBkfKno5QB83x9LvXOwc68CQtekNdJFJltBOaVp3Q7exkXUEpQ+ZQ9ncyeTWTB9sz5ZeVbi+NLleyZXoKYnaIcHSYTpdx2vJ8OscfGRVTA+PK2UgqOqacHX/tporZ013XmZosLxlWgvbhydutme3HX4vWkTRHGFvmZ44/GYuQiEXIx0FfOL2eoN82GDD7CDqH6HNZY7Y3ku+kAaBjoANnIklvYghGna+TZpSeaA9+651rNp38P9XxZ65LsSuPzuDYuBxfv2Tyaneok+aIn/6ePnItBz3B9DHmpEyCqTheh01faGwb4kz5ZuJ1SZe5RyN52TI+852Veid/TdXn6BtXfo/e13Tq0tPVVTPJh+fSHztbo+u4M5VVk+XB6aQvYsVo628jMRyjjbbT/7sp6tDJ0z5F23WK9vLZXv9zaRvNxjWbrAw5XX6Zqp4969+fjT7uNM/D2eTLydpnML2+0VR9kPbhdtpH8uLZtNlnanQZN6GNNElfZbL+xdhjy/z/SeLyNL8Ds9ufna+Gh6cfl/N24HYq8XicHTt28OCDD2Y/M02TrVu38sorr8zJbz744INs27Yt+3dmxm1paeklMePWMIw5vdth2RbVnj6i0XZqvJVnvTbnmfYJUO3pIxJpozjlTq8X6Jud3xutyCqiyCqhM9JMnacUe2TG7SJfCaurltA1FCMabad+5LGrRKQNTzhIMBUhx+HHH8il3pueFX481jHhnEx1vmbjXE5nH3Nxzeba2aZ5oR3rXMZs5lxMFkPAeT1Po+Nska+EZZV12bvQo7+r95ayeGQm7Gxd98x34bCNJxwkZEVZ5Jv4O5ZtnTaNU/1epmw4Fm3Pnud679jPvKYLh+Ubcw0yv9cRbiLHDJyxLJmLcz9V2XshyuOzNRdl6bL8Opr9wxP2OZ2YnSr2Zlo3ZPLXVHlipsefyRPTzXtnG18noh0T8n+9u4xj/X00RYYodAbIzc+nxl912jSfbR0HTEjXYv/p8/9kcTydPD7Ztc7E/2TthRrfuR3rmX57qjI+89lM64TJ0jVVeTlZ/prquKdz/FOd56nK2enG7Lk625idbpk6WZzVe8e2Wadbtmd+c/T5WuwpJxw26Ao3z+iaTXX8k8VSJg1T1Tmr85ZQxOEx7fKeUBMJy0HUYVA8RRzPpCwdXcbPNP6nU19M51jPpQ69kO3duex7WLZFlbuXNtqoLq+itnB2ysvpHM9M4/FM7YX5ZK77ozP5vbkyk3w5m32j+RqLM62XzvZ34PyMQV1oXq932tvO26USRjMMY8xSCW1tbVRXV/Pyyy+zefPm7HZ/+Zd/yfPPP89rr702rf1u3bqVXbt2EQqFKCoq4gc/+MGY/U1laGiI/Pz8aU1rXugsy6Krq4uysrI5DZq5eHx+qketJ5u2P5tGr70JTHiJ2fhHpTPrno1fG24mj5FP57vpmu5jQBdiyYNzcbZpXkjHOtcxe6ZHX87neRq/xu3pvhu9PMFsXffRj45l1iyc7HemSuNUvwdMOM/jP5vsGmR+b7plydma6rimKnsvRHl8tuaiLJ30PEwzZqdzvqZbN8CZ88RMj3+mee9s42uy/J+0kjTFe7Nrwk73cciZHv9k6Zoq/2eOf6Z5fLJrndnXZO2Fcz3WM/322cbxTNsq0ynTp3vc0zn+qc7zVOXshWgbZ9I1nTw73fw2WX4Gzqpsn+x8WbZ1VtdsquOfab7MfDZZu3yy9WKnOtap0jVZGT9Vms90vKetL6b52dm6kO3duex7JFNJmjtbqS2vnrC8yWzsf6p9zeb1n2/muj86k9+bKzPJl7PZN5qvsTjTeumsf+c81bMX0kzGFC/pgdtzoYFbEZmvFLMiC4tiVmRhUcyKLCyKWZGF5VKI2ZmMKS7IM1BSUoLD4aCzs3PM552dnVRUVFygVImIiIiIiIiIiIjMjgU5cOt2u7niiivYvn179jPLsti+ffu0lzoQERERERERERERma/m7cvJgsEgR48ezf594sQJdu7cSVFREXV1dWzbto27776bK6+8ko0bN/LII48QCoW45557LmCqRURERERERERERM7dvB24ffPNN7nxxhuzf2/btg2Au+++m8cee4yPfvSjdHd38/nPf56Ojg42bNjAE088QXl5+YVKsoiIiIiIiIiIiMisOKuB2+3bt7N9+3a6urqwLGvMd9/61rdmJWE33HADZ3pv2v3338/9998/K78nIiIiIiIiIiIiMl/MeOD2oYce4m//9m+58sorqaysxDCMuUiXiIiIiIiIiIiIyCVrxgO3jz76KI899hi/93u/NxfpEREREREREREREbnkmTP9B/F4nGuuuWYu0iIiIiIiIiIiIiIinMXA7R/+4R/y3e9+dy7SIiIiIiIiIiIiIiKcxVIJ0WiUf/mXf+Hpp5+moaEBl8s15vuHH3541hInIiIiIiIiIiIicima8cDt7t272bBhAwB79+4d851eVCYiIiIiIiIiIiJy7mY8cPvss8/ORTpEREREREREREREZMSM17jNOHr0KL/+9a+JRCIA2LY9a4kSERERERERERERuZTNeOC2t7eXLVu2sGLFCm6//Xba29sB+MQnPsFnP/vZWU+giIiIiIiIiIiIyKVmxgO3n/nMZ3C5XDQ1NeH3+7Off/SjH+WJJ56Y1cSJiIiIiIiIiIiIXIpmvMbtk08+ya9//WtqamrGfL58+XJOnTo1awkTERERERERERERuVTNeMZtKBQaM9M2o6+vD4/HMyuJEhEREREREREREbmUzXjg9t3vfjf/63/9r+zfhmFgWRb/8A//wI033jiriRMRERERERERERG5FM14qYR/+Id/YMuWLbz55pvE43H+8i//kn379tHX18dLL700F2kUERERERERERERuaTMeMbtunXrOHz4MO9617v44Ac/SCgU4s477+Ttt99m6dKlc5FGERERERERERERkUvKjGfcAuTn5/NXf/VXs50WEREREREREREREWGaA7e7d++e9g4bGhrOOjEiIiIiIiIiIiIiMs2B2w0bNmAYBrZtYxhG9nPbtgHGfJZKpWY5iSIiIiIiIiIiIiKXlmmtcXvixAmOHz/OiRMn+NGPfsTixYv5+te/zs6dO9m5cydf//rXWbp0KT/60Y/mOr0iIiIiIiIiIiIiF71pzbitr6/P/u+PfOQj/NM//RO333579rOGhgZqa2v567/+a+64445ZT6SIiIiIiIiIiIjIpWRaM25H27NnD4sXL57w+eLFi9m/f/+sJEpERERERERERETkUjbjgdvVq1fzxS9+kXg8nv0sHo/zxS9+kdWrV89q4ubaokWLaGhoYMOGDdx4440XOjkiIiIiIiIiIiIiwDSXShjt0Ucf5f3vfz81NTU0NDQAsHv3bgzD4Oc///msJ3Cuvfzyy+Tk5FzoZIiIiIiIiIiIiIhkzXjgduPGjRw/fpzvfOc7HDx4EICPfvSj/M7v/A6BQGDWEygiIiIiIiIiIiJyqZnRUgmJRIKlS5fS1NTEJz/5SR5++GEefvhh7rvvvlkftH3hhRd4//vfT1VVFYZh8NOf/nTCNl/72tdYtGgRXq+XTZs28frrr8/oNwzD4Prrr+eqq67iO9/5ziylXEREREREREREROTczGjGrcvlIhqNzlVaxgiFQjQ2NnLvvfdy5513Tvj+8ccfZ9u2bTz66KNs2rSJRx55hFtvvZVDhw5RVlYGwIYNG0gmkxP+7ZNPPklVVRUvvvgi1dXVtLe3s3XrVtavX59d/mG8WCxGLBbL/j00NASAZVlYljUbhzxvWZaFbdsX/XGKXCwUsyILi2JWZGFRzIosLIpZkYXlUojZmRybYdu2PZOd/93f/R2HDx/mm9/8Jk7njFdaOCuGYfCTn/yEO+64I/vZpk2buOqqq/jqV78KpA+6traWT3/603zuc5+b8W/8xV/8BWvXruUP/uAPJv3+b/7mb3jooYcmfH748GFyc3Nn/HsLiWVZDA4Okp+fj2nO+H12InKeKWZFFhbFrMjCopgVWVgUsyILy6UQs8PDw6xYsYLBwUHy8vKm3HbGI69vvPEG27dv58knn2T9+vUTlkj48Y9/PNNdzlg8HmfHjh08+OCD2c9M02Tr1q288sor09pHKBTCsixyc3MJBoM888wz/PZv//Zpt3/wwQfZtm1b9u+hoSFqa2spLS0940le6CzLwjAMSktLL9qgEbmYKGZFFhbFrMjCopgVWVgUsyILy6UQs16vd9rbznjgtqCggA9/+MMz/Wezqqenh1QqRXl5+ZjPy8vLsy9MO5POzk4+9KEPAZBKpbjvvvu46qqrTru9x+PB4/FM+Nw0zYs2I41mGMYlc6wiFwPFrMjCopgVWVgUsyILi2JWZGG52GN2Jsc144Hbf//3f5/pP5mXlixZwq5duy50MkREREREREREREQmOOtFaru7uzl06BAAK1eupLS0dNYSdSYlJSU4HA46OzvHfN7Z2UlFRcV5S4eIiIiIiIiIiIjIXJjxnONQKMS9995LZWUl1113Hddddx1VVVV84hOfIBwOz0UaJ3C73VxxxRVs3749+5llWWzfvp3NmzeflzSIiIiIiIiIiIiIzJUZD9xu27aN559/np///OcMDAwwMDDAz372M55//nk++9nPzlrCgsEgO3fuZOfOnQCcOHGCnTt30tTUlE3Hv/7rv/Ltb3+bAwcO8Cd/8ieEQiHuueeeWUuDiIiIiIiIiIiIyIUw46USfvSjH/HDH/6QG264IfvZ7bffjs/n47d/+7f5xje+MSsJe/PNN7nxxhuzf2/btg2Au+++m8cee4yPfvSjdHd38/nPf56Ojg42bNjAE088MeGFZSIiIiIiIiIiIiILzYwHbsPh8KSDo2VlZbO6VMINN9yAbdtTbnP//fdz//33z9pvioiIiIiIiIiIiMwHM14qYfPmzXzhC18gGo1mP4tEIjz00ENaX1ZERERERERERERkFsx4xu2Xv/xlbr31VmpqamhsbARg165deL1efv3rX896AkVEREREREREREQuNTMeuF23bh1HjhzhO9/5DgcPHgTg4x//OHfddRc+n2/WEygiIiIiIiIiIiJyqZnxwC2A3+/nvvvum+20iIiIiIiIiIiIiAhnscatiIiIiIiIiIiIiMwtDdyKiIiIiIiIiIiIzDMauBURERERERERERGZZzRwKyIiIiIiIiIiIjLPnNXLyQB27NjBgQMHAFizZg2XX375rCVKRERERERERERE5FI244Hbrq4uPvaxj/Hcc89RUFAAwMDAADfeeCPf+973KC0tne00ioiIiIiIiIiIiFxSZrxUwqc//WmGh4fZt28ffX199PX1sXfvXoaGhvizP/uzuUijiIiIiIiIiIiIyCVlxjNun3jiCZ5++mlWr16d/WzNmjV87Wtf45ZbbpnVxImIiIiIiIiIiIhcimY849ayLFwu14TPXS4XlmXNSqJERERERERERERELmUzHri96aabeOCBB2hra8t+1traymc+8xm2bNkyq4kTERERERERERERuRTNeOD2q1/9KkNDQyxatIilS5eydOlSFi9ezNDQEF/5ylfmIo0iIiIiIiIiIiIil5QZr3FbW1vLW2+9xdNPP83BgwcBWL16NVu3bp31xImIiIiIiIiIiIhcimY8cAtgGAY333wzN99882ynR0REREREREREROSSd1YDt9u3b2f79u10dXVNeCHZt771rVlJmIiIiIiIiIiIiMilalpr3P7BH/wBL730EgAPPfQQt9xyC9u3b6enp4f+/v4x/4mIiIiIiIiIiIjIuZnWjNtPfOIT3H333Rw9epRHH32Uxx57jN/7vd+b67SJiIiIiIiIiIiIXJKmNeP25z//ObfddhsA8Xica665Zk4TJSIiIiIiIiIiInIpm9bA7Te/+U1uvPFGAP7wD/+Q7373u3OaqPPlf/yP/8HatWtZt24d/+f//J8LnRwRERERERERERERYJpLJXz3u9/lZz/7GXfeeSfRaJR/+Zd/4emnn6ahoQGXyzVm24cffnhOEjrb9uzZw3e/+1127NiBbdvceOONvO9976OgoOBCJ01EREREREREREQucdMauH3Pe97De97zHgB2797Nhg0bANi7d++Y7QzDmN3UzaEDBw6wefNmvF4vAI2NjTzxxBN87GMfu8ApExERERERERERkUvdtAZuR3v22WfnIh0TvPDCC3zpS19ix44dtLe385Of/IQ77rhjzDZf+9rX+NKXvkRHRweNjY185StfYePGjdPa/7p163jooYcYGBjAtm2ee+45VqxYMQdHIiIiIiIiIiIiIjIzMx64PV9CoRCNjY3ce++93HnnnRO+f/zxx9m2bRuPPvoomzZt4pFHHuHWW2/l0KFDlJWVAbBhwwaSyeSEf/vkk0+yZs0a/uzP/oybbrqJ/Px8rr76ahwOx5wfl4iIiIiIiIiIiMiZnNXA7Ztvvsn3v/99mpqaiMfjY7778Y9/PCsJu+2227jttttO+/3DDz/Mfffdxz333APAo48+yi9/+Uu+9a1v8bnPfQ6AnTt3Tvkbf/RHf8Qf/dEfAemXri1fvvy028ZiMWKxWPbvoaEhACzLwrKsaR3TQmVZFrZtX/THKXKxUMyKLCyKWZGFRTErsrAoZkUWlkshZmdybDMeuP3e977H7//+73Prrbfy5JNPcsstt3D48GE6Ozv50Ic+NNPdnZV4PM6OHTt48MEHs5+ZpsnWrVt55ZVXpr2frq4uysrKOHToEK+//jqPPvroabf94he/yEMPPTTh8+7ubqLR6MwOYIGxLIvBwUFs28Y0zQudHBE5A8WsyMKimBVZWBSzIguLYlZkYbkUYnZ4eHja28544Pbv/u7v+Md//Ec+9alPkZuby5e//GUWL17MH/3RH1FZWTnT3Z2Vnp4eUqkU5eXlYz4vLy/n4MGD097PBz/4QQYHBwkEAvz7v/87TufpT8eDDz7Itm3bsn8PDQ1RW1tLaWkpeXl5Mz+IBcSyLAzDoLS09KINGpGLiWJWZGFRzIosLIpZkYVFMSuysFwKMev1eqe97YwHbo8dO8Z73/teANxuN6FQCMMw+MxnPsNNN9006azU+Woms3M9Hg8ej2fC56ZpXrQZaTTDMC6ZYxW5GChmRRYWxazIwqKYFVlYFLMiC8vFHrMzOa4Zn4HCwsLslN7q6mr27t0LwMDAAOFweKa7OyslJSU4HA46OzvHfN7Z2UlFRcV5SYOIiIiIiIiIiIjIXJnxwO11113HU089BcBHPvIRHnjgAe677z4+/vGPs2XLlllP4GTcbjdXXHEF27dvz35mWRbbt29n8+bN5yUNIiIiIiIiIiIiInNlxkslfPWrX82+jOuv/uqvcLlcvPzyy3z4wx/mv/7X/zprCQsGgxw9ejT794kTJ9i5cydFRUXU1dWxbds27r77bq688ko2btzII488QigU4p577pm1NIiIiIiIiIiIiIhcCDMeuC0qKsr+b9M0+dznPjerCcp48803ufHGG7N/Z14Mdvfdd/PYY4/x0Y9+lO7ubj7/+c/T0dHBhg0beOKJJya8sExERERERERERERkoZnxwG1GV1cXXV1dWJY15vOGhoZzThTADTfcgG3bU25z//33c//998/K74mIiIiIiIiIiIjMFzMeuN2xYwd33303Bw4cmDCwahgGqVRq1hInIiIiIiIiIiIicima8cDtvffey4oVK/i3f/s3ysvLMQxjLtIlIiIiIiIiIiIicsma8cDt8ePH+dGPfsSyZcvmIj0iIiIiIiIiIiIilzxzpv9gy5Yt7Nq1ay7SIiIiIiIiIiIiIiKcxYzbb37zm9x9993s3buXdevW4XK5xnz/gQ98YNYSJyIiIiIiIiIiInIpmvHA7SuvvMJLL73Er371qwnf6eVkIiIiIiIiIiIiIuduxkslfPrTn+Z3f/d3aW9vx7KsMf9p0FZERERERERERETk3M144La3t5fPfOYzlJeXz0V6RERERERERERERC55Mx64vfPOO3n22WfnIi0iIiIiIiIiIiIiwlmscbtixQoefPBBXnzxRdavXz/h5WR/9md/NmuJExEREREREREREbkUzXjg9pvf/CY5OTk8//zzPP/882O+MwxDA7ciIiIiIiIiIiIi52jGA7cnTpyYi3SIiIiIiIiIiIiIyIgZr3ErIiIiIiIiIiIiInNrxjNuAVpaWviP//gPmpqaiMfjY757+OGHZyVhIiIiIiIiIiIiIpeqGQ/cbt++nQ984AMsWbKEgwcPsm7dOk6ePIlt21x++eVzkUYRERERERERERGRS8qMl0p48MEH+S//5b+wZ88evF4vP/rRj2hubub666/nIx/5yFykUUREREREREREROSSMuOB2wMHDvD7v//7ADidTiKRCDk5Ofzt3/4t//2///dZT6CIiIiIiIiIiIjIpWbGA7eBQCC7rm1lZSXHjh3LftfT0zN7KRMRERERERERERG5RE174PZv//ZvCYVCXH311bz44osA3H777Xz2s5/lv/23/8a9997L1VdfPWcJFREREREREREREblUTHvg9qGHHiIUCvHwww+zadOm7Gdbtmzh8ccfZ9GiRfzbv/3bnCVURERERERERERE5FLhnO6Gtm0DsGTJkuxngUCARx99dPZTJSIiIiIiIiIiInIJm9Eat4ZhzFU6RERERERERERERGTEjAZuV6xYQVFR0ZT/zUcf+tCHKCws5Ld+67fGfD4wMMCVV17Jhg0bWLduHf/6r/96gVIoIiIiIiIiIiIi8o5pL5UA6TVt8/Pz5yotc+aBBx7g3nvv5dvf/vaYz3Nzc3nhhRfw+/2EQiHWrVvHnXfeSXFx8QVKqYiIiIiIiIiIiMgMB24/9rGPUVZWNldpmTM33HADzz333ITPHQ4Hfr8fgFgshm3b2bV8RURERERERERERC6UaS+VMFfr277wwgu8//3vp6qqCsMw+OlPfzphm6997WssWrQIr9fLpk2beP3112ft9wcGBmhsbKSmpoa/+Iu/oKSkZNb2LSIiIiIiIiIiInI2pj3jdq5mooZCIRobG7n33nu58847J3z/+OOPs23bNh599FE2bdrEI488wq233sqhQ4eys383bNhAMpmc8G+ffPJJqqqqpvz9goICdu3aRWdnJ3feeSe/9Vu/RXl5+YTtYrEYsVgs+/fQ0BAAlmVhWdaMjnmhsSwL27Yv+uMUuVgoZkUWFsWsyMKimBVZWBSzIgvLpRCzMzm2aQ/cztUJu+2227jttttO+/3DDz/Mfffdxz333APAo48+yi9/+Uu+9a1v8bnPfQ6AnTt3nnM6ysvLaWxs5De/+c2El5gBfPGLX+Shhx6a8Hl3dzfRaPScf38+syyLwcFBbNvGNGf0PjsRuQAUsyILi2JWZGFRzIosLIpZkYXlUojZ4eHhaW87ozVuz7d4PM6OHTt48MEHs5+ZpsnWrVt55ZVXznn/nZ2d+P1+cnNzGRwc5IUXXuBP/uRPJt32wQcfZNu2bdm/h4aGqK2tpbS0lLy8vHNOy3xmWRaGYVBaWnrRBo3IxUQxK7KwKGZFFhbFrMjCopgVWVguhZj1er3T3nZeD9z29PSQSqUmLF1QXl7OwYMHp72frVu3smvXLkKhEDU1NfzgBz9g8+bNnDp1ik9+8pPZl5J9+tOfZv369ZPuw+Px4PF4JnxumuZFm5FGMwzjkjlWkYuBYlZkYVHMiiwsilmRhUUxK7KwXOwxO5PjmtcDt7Pl6aefnvTzjRs3zsoyCyIiIiIiIiIiIiKzaV4PXZeUlOBwOOjs7BzzeWdnJxUVFRcoVSIiIiIiIiIiIiJza14P3Lrdbq644gq2b9+e/cyyLLZv387mzZsvYMpERERERERERERE5s4FXyohGAxy9OjR7N8nTpxg586dFBUVUVdXx7Zt27j77ru58sor2bhxI4888gihUIh77rnnAqZaREREREREREREZO5c8IHbN998kxtvvDH797Zt2wC4++67eeyxx/joRz9Kd3c3n//85+no6GDDhg088cQTE15YJiIiIiIiIiIiInKxuOADtzfccAO2bU+5zf3338/9999/nlIkIiIiIiIiIiIicmHN6zVuRURERERERERERC5FGrgVERERERERERERmWc0cCsi85ZlWwynIli2daGTIiIiIiIiIiJyXmngVkTmJcu2eLp/N/+78zme7t+twVuRM9CNDpH5QbEoIqOpTBARkXNxwV9OJiKXDsu2CFkxAqYH05j6vlHIinE02k5PIgi0s9laSa7Dd34SKjKFmeTj8yVzo+NotJ1l3kq2FjbMm7SJXEoUiyIymsoEkfllPrbjRc5EOVVEzouZzqANmB6WeSspceWw3FtJwPScp5TKfDEfZ6jM15ngo290HI22E7JiFzpJZ2U+XnORmbhYYlFEZofKBFlILvZ22Hxtx4uciWbcish5MdMZtKZhsrWwgc3WSt0RvQTN1xkqszETfC7u9GdudED7Wd/ouNAzEObrNReZidmIRZGF6ELXIfOVygRZKC6Fdpie6JSFSgO3IgvIQm4UB0wPSzwVxKxmlnoqptVwNQ1Tleklar42rM61A2bZFk/27eJApJnVvlpuKWqclVg+1xsd86GxPl+vuVwaZlq/nm573XScuQvZtlnI7ar5ZD7UIfOVygSZzHwsey6FdphupMyt+ZivLxYauBVZIC6GRrEx8n8t22Y4FSHX4VtwxyDnx3xtWJ1rB2w4FeGpgV20xHppifWxOX8F+c7ArKVtdAN7oa0pPV+v+UJxto3li62RfTbHM9P69Uzb66bj9F3Its35+O1MfvQZLiJ24qKJs/HmQx0yn6lMkNHma5/uYmqH6ebq+Tdf8/XFQgO3IgvEQm8Uh6wYx2IdDCUjPD24m4PRVtb6a1Woy6Tmc8NqVjpgRuZGxtyYaeNpPjTW5/M1n+/OtrF8sTWyz/Z4Zlq/LvT6eD65kOdyrn87kx+PRNoIp+L4HR6W+xZ+nE1mPtQhIgvFfK1DLpZ2mG6uXhjzNV9fLBZmNIpwYRdPz/x20krOKA1TpflMx7PQX9aVSX+e04tBeubhQn9Jw8W+gP+FlmlYLdSG42RyHT5uKWjk6twV3FzQOGcNmpm+DCXTWP+98hvYMsNBhTPFwUzi5GK85ufD2b78JmTFOBJppz02wJHIwi6P4ezPw0zr15lsr3piarPVtjmb8zzX7apMfuyID7I/0kxHfGDetHtmO1+eSx0yl+mShe1c+k3nuv+5NJ/7dBdDO2yhvhDwbPPjfCk353O+vhhoxq0sSPPh0bqZzqCYKs3TOZ6Ffhc0k/5Nect5dfAwx2IdC7pQv9hmqsn5YRomNxc1co21ak7j+GxmP53NDIQzxYHi5Pw429luPsNFOBWjJd5DnsOHz3DNbULn2Nmeh5nWr9PdXvn/zGajbXO253mu21WZ/GjbNvkOHz6HZ160e+YqX57rLDbFi4x2rv2mc9n/XFvofbr5biE+AXAxPDmlfD23NHAr88501qebD4/WdcQHaYn3UOMuwTA4p0crT/fd+HOx0B/tMA2TfGfgvAxczTU9DiJn63zE8flqPJ0pDs4lThbi2qsXKs2jr7fPcE07DRE7gd/hpsZdgt/hJmInyF3ATcNzyfczjcvpbK96YnrOtUw8l/M8l+VxNj/mr7yga9yOL5fma76cr+mSC+Ns+k2ztf/zYaH36eazhTiAeLb58ULn44zR9Yzy9dxYuK1zuShN967RhbyTdrYzKKZK82Tfzac7aLPtYmisLMS7uXJpOR9xdqY4ONs4WYjl34VOs2mYBEzPjNc2Xu6rwjCMi6Ycm0/1i+qJ82M+n+fR+fFC3BSZrFyar+drvqZLLoyZ9ptmc/+y8M2ntsB0nG1+nA/5+EK3fy8Vhm3b9oVOxEI0NDREfn4+g4OD5OXlXejkzCnLsujq6qKsrAzTnNsgHE5F+N+dz9GTCFLiyuH3ym84baF7IWdjne1bgqdK8/jvZnIu5MKYrzMCz2fMipwpDs4mThZi+XcuaZ6tmD2bNMzXcuxiofN7fpzv87xQ6tnTlQnzNV/O13TJhTGTftMZ9zVJzCq/yXxytvnxQufjuWqzL5R69lzMZExRM25lXpnJXaMLeSftbGdQTJXm8d/NhztoMrWFdjdXZC6cKQ7OJk4WYvk3H9J8vtY2lunT+T0/dJ4nd7oyYb6er/maLrkwZtJvmu39i5xvZ5sfL3Q+ng/t30uBZtyeJc24ncPf093PLJ0LORuXwh1KufgtxPLvrGdLzGLMLsTzJrLQLKR6VmWCyMKKWZGFZi7qmUshZjXjVha0C33XaD7RuRCRS9VCLP/mQ5rnQxpEZP5QmSAiInNJ9czcuziHrkVEREREREREREQWMA3cioiIiIiIiIiIiMwzGrgVERERERERERERmWe0xu1ZyrzTbWho6AKnZO5ZlsXw8DBer/eiXRha5GKimBVZWBSzIguLYlZkYVHMiiwsl0LMZsYSM2OLU9HA7VkaHh4GoLa29gKnRERERERERERERBaS4eFh8vPzp9zGsKczvCsTWJZFW1sbubm5GIZxoZMzp4aGhqitraW5uZm8vLwLnRwROQPFrMjCopgVWVgUsyILi2JWZGG5FGLWtm2Gh4epqqo646xizbg9S6ZpUlNTc6GTcV7l5eVdtEEjcjFSzIosLIpZkYVFMSuysChmRRaWiz1mzzTTNuPiXCxCREREREREREREZAHTwK2IiIiIiIiIiIjIPKOBWzkjj8fDF77wBTwez4VOiohMg2JWZGFRzIosLIpZkYVFMSuysChmx9LLyURERERERERERETmGc24FREREREREREREZlnNHArIiIiIiIiIiIiMs9o4FZERERERERERERkntHArYiIiIiIiIiIiMg8o4FbmdLXvvY1Fi1ahNfrZdOmTbz++usXOkkil6QXXniB97///VRVVWEYBj/96U/HfG/bNp///OeprKzE5/OxdetWjhw5Mmabvr4+7rrrLvLy8igoKOATn/gEwWDwPB6FyKXji1/8IldddRW5ubmUlZVxxx13cOjQoTHbRKNRPvWpT1FcXExOTg4f/vCH6ezsHLNNU1MT733ve/H7/ZSVlfEXf/EXJJPJ83koIpeEb3zjGzQ0NJCXl0deXh6bN2/mV7/6VfZ7xavI/Pb3f//3GIbBn//5n2c/U9yKzB9/8zd/g2EYY/5btWpV9nvF6+lp4FZO6/HHH2fbtm184Qtf4K233qKxsZFbb72Vrq6uC500kUtOKBSisbGRr33ta5N+/w//8A/80z/9E48++iivvfYagUCAW2+9lWg0mt3mrrvuYt++fTz11FP84he/4IUXXuCTn/zk+ToEkUvK888/z6c+9SleffVVnnrqKRKJBLfccguhUCi7zWc+8xl+/vOf84Mf/IDnn3+etrY27rzzzuz3qVSK9773vcTjcV5++WW+/e1v89hjj/H5z3/+QhySyEWtpqaGv//7v2fHjh28+eab3HTTTXzwgx9k3759gOJVZD574403+Od//mcaGhrGfK64FZlf1q5dS3t7e/a/F198Mfud4nUKtshpbNy40f7Upz6V/TuVStlVVVX2F7/4xQuYKhEB7J/85CfZvy3LsisqKuwvfelL2c8GBgZsj8dj/9//+39t27bt/fv324D9xhtvZLf51a9+ZRuGYbe2tp63tItcqrq6umzAfv75523bTseoy+Wyf/CDH2S3OXDggA3Yr7zyim3btv2f//mftmmadkdHR3abb3zjG3ZeXp4di8XO7wGIXIIKCwvtb37zm4pXkXlseHjYXr58uf3UU0/Z119/vf3AAw/Ytq16VmS++cIXvmA3NjZO+p3idWqacSuTisfj7Nixg61bt2Y/M02TrVu38sorr1zAlInIeCdOnKCjo2NMvObn57Np06ZsvL7yyisUFBRw5ZVXZrfZunUrpmny2muvnfc0i1xqBgcHASgqKgJgx44dJBKJMXG7atUq6urqxsTt+vXrKS8vz25z6623MjQ0lJ0FKCKzL5VK8b3vfY9QKMTmzZsVryLz2Kc+9Sne+973jolPUD0rMh8dOXKEqqoqlixZwl133UVTUxOgeD0T54VOgMxPPT09pFKpMUEBUF5ezsGDBy9QqkRkMh0dHQCTxmvmu46ODsrKysZ873Q6KSoqym4jInPDsiz+/M//nGuvvZZ169YB6Zh0u90UFBSM2XZ83E4W15nvRGR27dmzh82bNxONRsnJyeEnP/kJa9asYefOnYpXkXnoe9/7Hm+99RZvvPHGhO9Uz4rML5s2beKxxx5j5cqVtLe389BDD/Hud7+bvXv3Kl7PQAO3IiIiInPoU5/6FHv37h2zjpeIzD8rV65k586dDA4O8sMf/pC7776b559//kInS0Qm0dzczAMPPMBTTz2F1+u90MkRkTO47bbbsv+7oaGBTZs2UV9fz/e//318Pt8FTNn8p6USZFIlJSU4HI4Jb/Hr7OykoqLiAqVKRCaTicmp4rWiomLCiwWTySR9fX2KaZE5dP/99/OLX/yCZ599lpqamuznFRUVxONxBgYGxmw/Pm4ni+vMdyIyu9xuN8uWLeOKK67gi1/8Io2NjXz5y19WvIrMQzt27KCrq4vLL78cp9OJ0+nk+eef55/+6Z9wOp2Ul5crbkXmsYKCAlasWMHRo0dVz56BBm5lUm63myuuuILt27dnP7Msi+3bt7N58+YLmDIRGW/x4sVUVFSMidehoSFee+21bLxu3ryZgYEBduzYkd3mmWeewbIsNm3adN7TLHKxs22b+++/n5/85Cc888wzLF68eMz3V1xxBS6Xa0zcHjp0iKampjFxu2fPnjE3XZ566iny8vJYs2bN+TkQkUuYZVnEYjHFq8g8tGXLFvbs2cPOnTuz/1155ZXcdddd2f+tuBWZv4LBIMeOHaOyslL17Jlc6Lejyfz1ve99z/Z4PPZjjz1m79+/3/7kJz9pFxQUjHmLn4icH8PDw/bbb79tv/322zZgP/zww/bbb79tnzp1yrZt2/77v/97u6CgwP7Zz35m79692/7gBz9oE0AdrAAABNtJREFUL1682I5EItl9vOc977Evu+wy+7XXXrNffPFFe/ny5fbHP/7xC3VIIhe1P/mTP7Hz8/Pt5557zm5vb8/+Fw6Hs9v88R//sV1XV2c/88wz9ptvvmlv3rzZ3rx5c/b7ZDJpr1u3zr7lllvsnTt32k888YRdWlpqP/jggxfikEQuap/73Ofs559/3j5x4oS9e/du+3Of+5xtGIb95JNP2rateBVZCK6//nr7gQceyP6tuBWZPz772c/azz33nH3ixAn7pZdesrdu3WqXlJTYXV1dtm0rXqeigVuZ0le+8hW7rq7Odrvd9saNG+1XX331QidJ5JL07LPP2sCE/+6++27btm3bsiz7r//6r+3y8nLb4/HYW7ZssQ8dOjRmH729vfbHP/5xOycnx87Ly7Pvuecee3h4+AIcjcjFb7J4Bex///d/z24TiUTsP/3TP7ULCwttv99vf+hDH7Lb29vH7OfkyZP2bbfdZvt8PrukpMT+7Gc/aycSifN8NCIXv3vvvdeur6+33W63XVpaam/ZsiU7aGvbileRhWD8wK3iVmT++OhHP2pXVlbabrfbrq6utj/60Y/aR48ezX6veD09w7Zt+8LM9RURERERERERERGRyWiNWxEREREREREREZF5RgO3IiIiIiIiIiIiIvOMBm5FRERERERERERE5hkN3IqIiIiIiIiIiIjMMxq4FREREREREREREZlnNHArIiIiIiIiIiIiMs9o4FZERERERERERERkntHArYiIiIiIiIiIiMg8o4FbEREREZFz9Ad/8Afccccd09r25MmTGIbBzp075zRNIiIiIrKwOS90AkRERERE5jPDMKb8/gtf+AJf/vKXsW37/2vnDllajaMADp+BqIMXlgQtFhX8DLpmm2JfErRoEEyKwTVBLCLY/AR+AkUQEYNdELWJwQWjGt6w7TYvMhk37G5/730eGIyXwzhv/TFOjzYCAOB/INwCAEAH9Xr98/vJyUnUarV4fHz8fJZlWWRZ1o/VAAD4hzmVAAAAHYyOjn5+SqVSFAqFL8+yLGs7ldBsNmN/fz8mJydjaGgoxsfHY3d399vfbzQasby8HNPT0/H8/NyjtwIAIHX+cQsAAF22vb0dx8fHcXBwEOVyOer1ejw8PLTN5Xke1Wo1np6e4vr6OkZGRvqwLQAAKRJuAQCgi97e3uLw8DCOjo5iaWkpIiImJiaiXC5/mXt/f4/5+fnI8zwuLy+jVCr1Y10AABLlVAIAAHTR/f195Hkec3NzHeeq1Wp8fHzE+fm5aAsAQBvhFgAAuqhYLP7RXKVSidvb27i5ufnLGwEA8BMJtwAA0EVTU1NRLBbj4uKi49za2lrs7e3F4uJiXF1d9Wg7AAB+CjduAQCgi4aHh2Nrays2NzdjcHAwZmdn4/X1Ne7u7mJlZeXL7Pr6ejQajVhYWIjT09O2O7gAAPy/hFsAAOiynZ2dGBgYiFqtFi8vLzE2Nharq6vfzm5sbESz2YxKpRJnZ2cxMzPT420BAEhRodVqtfq9BAAAAAAAv7lxCwAAAACQGOEWAAAAACAxwi0AAAAAQGKEWwAAAACAxAi3AAAAAACJEW4BAAAAABIj3AIAAAAAJEa4BQAAAABIjHALAAAAAJAY4RYAAAAAIDHCLQAAAABAYn4Bq+hwoXPnw1gAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1400x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Spread promedio → Tranquilo: 0.4886, Volátil: 0.5116\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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NN91UNH/26aefBqBfIu21115oaGhAfX09vvrVr+a9vCkV27aL3s8CwCuvvDKg5TLMsEAMw1QtL730EgGgO++8s+TvnHbaaQSArrzyynBae3s71dXVkRCC7r333nD6smXLCAAtXrw4nGZZFkkpI8tcuXIl1dTU0OWXXx5O+8c//kEA6P7776fu7m6aM2cOTZo0iV577bVwnn/9618EgO65557I8h5//PG86TNmzCAA9Pjjj5e8rcXo7u6mfffdl8aPHx9pTyHa29sJAF177bW9zhe0789//nM4rbOzk6ZNm0Z77LFHOO3OO+8kAHTAAQeQ53mRNo0bN47OPPPMyHLXr19PY8eOjUxPpVJ56/+f//kfAkD//Oc/w2nHHXcc1dbW0qpVq8Jp77zzDpmmSaV073PmzCEAdP3114fTbNum3XffnSZPnkyO4xBR5lhvu+22kbY5jkOTJ0+mT3/605ROp8Ppf/vb3wgAXXrppeG0wf4ur7jiCmpoaKD3338/sg0/+MEPyDRNWr16NRERPfzwwwSArrnmmnAez/PowAMPzDuXFi9eHNlPS5cuJQB0xhlnRNbx/e9/nwDQ3//+93BacJz7OjeDc/i///u/8z678MILCQBZllX0+zfccAMBoIkTJ9Lee+9N99xzD9166600ZcoUGj9+PK1duzavrdtss024zBkzZtBRRx2Vt9x169bRmDFj6Pbbb49sz0svvRTOI6WkcePG0Re+8IXId1tbW6mhoYEA0Msvv9zr9jMMwzAjk97uQQd7bVu5ciUBoObmZuro6AinL1q0iADQrFmzyHXdcPpJJ51EiUQissxC90pnnXUW1dfXR+abM2cO7brrrkRE9Oc//5ni8TideeaZkXvdL3zhC7TbbrtFvqeUov32248+9alPhdOK3eMREY0dO5bOPffcots8UM477zwSQpT0LDBr1qyC1/xsgvux8847L5ymlKKjjjqKEokEbdy4kYgyx6ipqYk2bNgQWUap+6vUZ4qbbrqJANCf/vSncFoymaTtt9+eANA//vGPXrcpuJ879thjI9PPOeccAkCvv/56OA0AGYZBb7/9dmTe4447jhKJBK1YsSKctnbtWhozZgwddNBB4bTgNzB37lxSSoXT9913XxJC0Le//e1wmud5tNVWW9GcOXPCaaU+G23YsIESiQQdddRRkfX88Ic/JAB02mmnhdOC+/RgP/Xn/jw4ztnLK0ZDQwN94xvfyJv+yCOPlPQMp5Sivffem0466aTIunOfwY499tjw3vdrX/saPfDAA3TJJZdQLBaj/fbbL7I/sjn33HOLPv+cd955ZBgGffTRR5HpX/3qVwkALViwoNe2M0wlYactw4xSzjjjjPDf48aNw4477oiGhgbMmzcvnL7jjjti3Lhx+PDDD8NpNTU14RtUKSU2bdqExsZG7LjjjgWHeHV2duLwww/HsmXL8Mwzz0Tcsffffz/Gjh2Lww47DK2treF/s2fPRmNjI/7xj39ElrXNNttg7ty5fW6bUgqWZRX9LxaL4eGHH8aMGTNw2GGH4a233iq6rLq6OiQSCTzzzDN5w5Jy2WKLLfDlL385/LupqQmnnnoqXnvttTzH4ZlnngnTNMO/n3rqKXR0dOCkk06K7AvTNLHPPvtE9kX2m2DLstDa2orPfe5zABAeAyklnnjiCRx33HGRoYk777xzSfswIBaL4ayzzgr/TiQSOOuss7Bhw4a8t86nnXZapG0vv/wyNmzYgHPOOSeSpXXUUUdhp512wiOPPJK3voH+Lu+//34ceOCBGD9+fGT/HXrooZBS4p///CcAXZAgFovh7LPPDr9rmibOO++8PvfFo48+CgAR5y4AfO973wOAyPacfvrpICKcfvrpvS4znU4D0OdVLsE+C+YpRE9PDwA9nG/JkiU4+eSTcfbZZ+Phhx9Ge3t7GC8BAO+//z5uvvlmXHvttQXXl02QVZt9PHIxDANnnXUWlixZgkWLFmH58uV45ZVXMG/ePDiO02fbGYZhmNHJYK9tAV/5ylcwduzY8O999tkHAPD1r389kjm/zz77wHGcyNDu7PuR7u5utLa24sADD0QqlcKyZcvy1vU///M/OPHEE3HWWWfh9ttvD+9129ra8Pe//x3z5s0Ll9Pa2opNmzZh7ty5WL58ed6Q8tx7PEDf0/znP//pdVRaIXq7n7UsC9dccw1OO+00fPOb3+wzM3TcuHF4++23sXz58j7Xu2DBgvDfQWSA4zihyzHg+OOPjxQd7c/+KvWZ4tFHH8W0adPCnFRAOyD7m4t87rnnRv4O7v2C+7uAOXPmYJdddgn/llLiySefxHHHHYdtt902nD5t2jScfPLJeO6558JIsIBvfvObEafoPvvsAyLCN7/5zXCaaZrYa6+98u5nS3k2evrpp+E4Ds4777zIei644II+90N/7s9nzpwJIsJdd93V53LT6fSgzvm77roLb775Jq6++upe5wvufT/72c/iD3/4A44//nhcfvnluOKKK/D888/3Wa+hEGeccQZM08S8efPw/PPPY8WKFbjqqqtCZzjfzzLVDIu2DDMKqa2tzavqPnbsWGy11VZ5Q1HGjh0bESuVUrjxxhvxqU99CjU1NZg0aRKam5vxxhtvFMzvvOCCC/DSSy/h6aefxq677hr5bPny5ejs7MTkyZPR3Nwc+a+npwcbNmyIzJ9dZKk3Hn30UdTV1fX635QpU7B06VK0trbmDW3PpqamBldffTUee+wxTJkyBQcddBCuueaagsO+t99++7z9t8MOOwBAJN6g0LYEN9Cf//zn8/bFk08+GdkXbW1tOP/888Ocpubm5nB5wTHYuHEj0ul0wUqtO+64Y9HtzWWLLbbIK6BR6jatWrWq6Pp22mmn8POAwfwuly9fjscffzxv3x166KEAEO6/VatWYdq0aWhsbIwsr5R9smrVKhiGge233z4yferUqRg3blze9pRC8FBZKOcryFnrLYsr+OyYY46JbNPnPvc5bLPNNmF2NACcf/752G+//XD88cf32qZ///vfuPvuu3HjjTf2WUju8ssvxze/+U1cc8012GGHHbDXXnshFouFDyW5+5lhGIYZ/Qz22haQ/dIZQCjgTp8+veD07PuCt99+G1/+8pcxduxYNDU1obm5OczIzL1fXblyJb7+9a/j+OOPxy233BK55/jggw9ARLjkkkvy7jGCuIBS7levueYavPXWW5g+fTr23ntv/OQnP4mIdYXo6enp8362rq4Od911F5RSOPXUU3uNJbr88svR0dGBHXbYAbvtthsuvPBCvPHGG3nzGYYRESeB0u/9+rO/Sn2mWLVqVcF77P7czwLIuyfebrvtYBhGn9u0ceNGpFKpguvbeeedoZTCxx9/HJnen99u7v1sKc9GwT1n7jY1Nzdj/PjxBbc/oL/356VSV1c34HO+q6sLixYtwoUXXpi3jwqtBwBOOumkyPSTTz4ZACL3vqXymc98Bn/84x+xYsUK7L///th+++3x85//HDfddBMAvp9lqpuhL5vNMMywk/v2v6/plJWTeuWVV+KSSy7BN77xDVxxxRWYMGECDMPABRdckFfwCQC+9KUv4d5778X/+3//D//93/8dEYGUUpg8eTLuueeeguvNFfBKucEHgN133x133nlnn/PdfPPNWLp0aZ9v6i+44AIcc8wxePjhh/HEE0/gkksuwVVXXYW///3v2GOPPUpqUy652xLsu7vvvrtg1mi2oyR4C3zhhRdi9913R2NjI5RSOOKIIwoeg+Gi1ONTjMH8LpVSOOyww4rmmwUPG+WgWMbWQJg2bRoAFCzwsG7dOkyYMKFXV+wWW2wBQBdayGXy5Mnhg8Df//53PP7443jwwQcjDyee5yGdTuOjjz7ChAkT0NTUhIsuuggHHnggttlmm3De1tbWsE2rV68OH0YSiQR++9vf4mc/+xnef/99TJkyBTvssANOPvnkggI3wzAMM/oZ7LUtYKD3BR0dHZgzZw6amppw+eWXY7vttkNtbS1effVVXHzxxXn3StOmTcO0adPw6KOP4uWXX45k8Qbzfv/73y86Uin3WlfofmjevHk48MAD8dBDD+HJJ5/Etddei6uvvhoPPvggvvjFLxZcbm1tbUn3s0888QTuvfde/Nd//VfevXM2Bx10EFasWIG//OUvePLJJ/Hb3/4WN954I2677bZeR9b0RrH72VL2V3+fKcpNsfu5wd7PAv377ebez/bn2aiamDZtWtFzHsjcsxbiuuuug+M4OPHEE8N7zzVr1gDQL2M++ugjbLHFFkgkEkXvfSdPnhzOPxBOOOEEHHvssXj99dchpcSee+4ZFm8r53MEw5QbFm0ZhonwwAMP4JBDDsHvfve7yPSOjg5MmjQpb/7jjjsOhx9+OE4//XSMGTMGv/rVr8LPtttuOzz99NPYf//9y3KDFLDVVlv1OSz9iiuuwNKlS3HttdfiO9/5Tp/L3G677fC9730P3/ve97B8+XLsvvvuuP766/GHP/whnCdwF2TfBAah+zNnzuxz+YC+4QjcoYVob2/HkiVLcNlll+HSSy8Np+cOdWtubkZdXV3BIXDvvfder23JZu3atUgmkxG3banbNGPGjHB92dVYg2nB5+Vgu+22Q09PT6/7LmjTkiVL0NPTE3lrXso+mTFjBpRSWL58OXbeeedwektLCzo6Oga0PVtuuSWam5sLFsV78cUX+yy2N3v2bADIG5oJ6GO30047AUBYNC+7om/AJ598gm222QY33ngjLrjgAqxevRqrVq0q6BQ69thjMXbs2LwiclOmTAlvnqWUeOaZZ7DPPvuwM4FhGGYzZLDXtsHyzDPPYNOmTXjwwQdx0EEHhdOzC5hmU1tbi7/97W/4/Oc/jyOOOALPPvtsODoscJzG4/E+7zH6Ytq0aTjnnHNwzjnnYMOGDdhzzz3xs5/9rKhoG4vF+ryffeqpp/DQQw/huOOOwx//+MeiYmHAhAkTMH/+fMyfPx89PT046KCD8JOf/CQi2iql8OGHH0aEqlLv/fqzv0p9ppgxYwbeeuutvHvs/tzPAvpeOfve5oMPPoBSqs9tam5uRn19fcH1LVu2DIZh9OkOLZVSn42Ce87ly5dHXNEbN27sU7Qcqvvz3XffHf/617+glIqYdP7zn/+gvr6+V+Fz9erVaG9vzxuVCWhx/8orr8Rrr72G3XffHbNnz8ZvfvObvHvfIHpkMMJ2IpHAZz/72fDvIA5ksOc+wwwlHI/AMEwE0zQjb4QBnb9USDQKOPXUU/Hzn/8ct912Gy6++OJw+rx58yClxBVXXJH3Hc/z8oShctHa2oqbb74ZP/vZz/KqDeeSSqXCYT0B2223HcaMGZM3BGjt2rWRqrhdXV347//+b+y+++4F3bPZzJ07F01NTbjyyisjlWEDNm7cCCDzhj73GATDdwJM08TcuXPx8MMPh4IdALz77rt44oknem1LNp7n4fbbbw//dhwHt99+O5qbm0PBsBh77bUXJk+ejNtuuy2yrx577DG8++67OOqoo0puR1/MmzcPL7zwQsFt6+jogOd5AIAjjzwSnudFXh5IKXHLLbf0uY4jjzwSQP6+vuGGGwAgsj2dnZ1YtmxZwciQXI4//nj87W9/iwytW7JkCd5//3185StfCae5rotly5ZFXAw77rgjZs2ahb/85S+hGxYAnnzySXz88cc47LDDAOjYjYceeijvv+bmZuy111546KGHcMwxxwAAfv3rX+fNF+S+XXfddUXdHwHXXXcd1q1bF2b9MgzDMJsfpV7bhoJC90qO4+DWW28t+p2xY8fiiSeewOTJk3HYYYdhxYoVAPTL9IMPPhi33357QRdhcH/WG1LKvPuByZMnY4sttig4nLw//PSnP8Whhx6K++67LzIqqxCbNm2K/N3Y2Ijtt9++YBt+8YtfhP8mIvziF79APB7HF77whV7X0Z/9VeozxZFHHom1a9figQceCKelUin8+te/7rUtuWTn/AMI7/2KiebZ7Tz88MPxl7/8JTJaqaWlBX/84x9xwAEHoKmpqV9tKUapz0aHHnoo4vE4brnllsg+zL1HLUR/7s8L3XsW44QTTkBLSwsefPDBcFprayvuv/9+HHPMMRF3/YoVK8JzDAC+853v5N17Bs8fp59+Oh566KFQcP/Sl76Empoa3HnnnRFH9m9/+1sACO99B8vy5ctx22234eijj2anLVPVsNOWYaqQX/ziF+jo6AjfKP7v//5vOITkvPPOixRtKDdHH300Lr/8csyfPx/77bcf3nzzTdxzzz152Ve5LFiwAF1dXfjRj36EsWPH4oc//CHmzJmDs846C1dddRWWLl2Kww8/HPF4HMuXL8f999+Pm2++OVJ0oFxMmjQJb731Vp9CKqCdBV/4whcwb9487LLLLojFYnjooYfQ0tKSl4W7ww474Jvf/CZeeuklTJkyBXfccQdaWlpKGtrW1NSEX/3qVzjllFOw55574qtf/Sqam5uxevVqPPLII9h///3xi1/8Ak1NTWGuruu62HLLLfHkk08WdI9cdtllePzxx3HggQfinHPOged5uOWWW7DrrrsWzDArxBZbbIGrr74aH330EXbYYQfcd999WLp0KX79618jHo/3+t14PI6rr74a8+fPx5w5c3DSSSehpaUFN998M2bOnInvfve7JbWhFC688EL89a9/xdFHH43TTz8ds2fPRjKZxJtvvokHHngAH330ESZNmoRjjjkG+++/P37wgx/go48+wi677IIHH3ywJHF11qxZOO200/DrX/86HHr54osv4ve//z2OO+44HHLIIeG8Dz30EObPn48777yzT5fMD3/4Q9x///045JBDcP7556OnpwfXXnstdtttN8yfPz+c75NPPsHOO++M0047LVIQ4sYbb8Rhhx2GAw44AGeddRY6Oztxww03YIcddggLrm299dZ5+WqAjv6YMmUKjjvuuHDa4Ycfnjdf8JAwZ86cyLDRP/zhD/jzn/+Mgw46CI2NjXj66afxpz/9CWeccUaf2bkMwzDMyKPUe9BSr21DwX777Yfx48fjtNNOw3e+8x0IIXD33XfnCYS5TJo0CU899RQOOOAAHHrooXjuueew5ZZb4pe//CUOOOAA7LbbbjjzzDOx7bbboqWlBS+88ALWrFmD119/vdfldnd3Y6uttsIJJ5yAWbNmhdfLl156Cddff/2gtvUvf/lLWDS3L3bZZRccfPDBmD17NiZMmICXX34ZDzzwQKToGKCdx48//jhOO+007LPPPnjsscfwyCOP4Ic//GFJLsZS91epzxRnnnkmfvGLX+DUU0/FK6+8gmnTpuHuu+9GfX19P/aUdlofe+yxOOKII/DCCy/gD3/4A04++WTMmjWrz+/+9Kc/DX8b55xzDmKxGG6//XbYto1rrrmmX+3ojVKfjZqbm/H9738fV111FY4++mgceeSReO211/DYY48VHPmYTX/uz4vdexbihBNOwOc+9znMnz8f77zzDiZNmoRbb70VUkpcdtllkXkD8T8Qwffcc0/sueeekXmCz3bdddfIferUqVPxox/9CJdeeimOOOIIHHfccXj99dfxm9/8BieddFLEKbtq1SrcfffdABA6/3/6058C0I7jU045JZx3l112wVe+8hVsvfXWWLlyJX71q19hwoQJuO2223rdboapOMQwTNUxY8YMAlDwv5UrV/b63dNOO40aGhryps+ZM4d23XXXgus66qijwr8ty6Lvfe97NG3aNKqrq6P999+fXnjhBZozZw7NmTMnnO8f//gHAaD7778/sryLLrqIANAvfvGLcNqvf/1rmj17NtXV1dGYMWNot912o4suuojWrl1btB3DRWtrK5177rm00047UUNDA40dO5b22Wcf+tOf/hSZL2jfE088QZ/5zGeopqaGdtppp7ztv/POOwkAvfTSSwXX949//IPmzp1LY8eOpdraWtpuu+3o9NNPp5dffjmcZ82aNfTlL3+Zxo0bR2PHjqWvfOUrtHbtWgJAixcvjizv2WefpdmzZ1MikaBtt92WbrvtNlq8eDGV0r0Hv4mXX36Z9t13X6qtraUZM2ZEjl3Q5kLHOuC+++6jPfbYg2pqamjChAn0ta99jdasWROZZ7C/SyKi7u5uWrRoEW2//faUSCRo0qRJtN9++9F1111HjuOE823atIlOOeUUampqorFjx9Ipp5xCr732GgGgO++8M5yv0H5yXZcuu+wy2mabbSgej9P06dNp0aJFZFlWZL7gOGcvrzfeeustOvzww6m+vp7GjRtHX/va12j9+vWReVauXEkA6LTTTsv7/lNPPUWf+9znqLa2liZMmECnnHIKrVu3rs/1lnpeFfvd/uc//6GDDjqIxo8fT7W1tTRr1iy67bbbSCnV5zIZhmGYkUd/7kFLubYVIrjeXXvttZHpxe43Cl2j/u///o8+97nPUV1dHW2xxRZ00UUX0RNPPEEA6B//+Ec4X6H7jA8++ICmTZtGO++8M23cuJGIiFasWEGnnnoqTZ06leLxOG255ZZ09NFH0wMPPNBrO4iIbNumCy+8kGbNmkVjxoyhhoYGmjVrFt1666197oty8tOf/pT23ntvGjduHNXV1dFOO+1EP/vZzyL3SMH92IoVK8JjN2XKFFq8eDFJKcP5ih2jgFL2V6nPFEREq1atomOPPZbq6+tp0qRJdP7559Pjjz+edzwLEdzPvfPOO3TCCSfQmDFjaPz48bRgwQJKp9OReQHQueeeW3A5r776Ks2dO5caGxupvr6eDjnkEHr++ecj8xT7DQRtCH5PAcXuf0t5NpJS0mWXXRbuv4MPPpjeeustmjFjRuReMThvcvdTKffnvd17FqKtrY2++c1v0sSJE6m+vp7mzJlT8JlnxowZNGPGjF6X1dtvTClFt9xyC+2www7h/fiPf/zjyG85e9sL/Zf7G/vqV79K06dPp0QiQVtssQV9+9vfppaWlpK2m2EqiSDq45UkwzAMg5kzZ+LTn/40/va3v1W6KWXj4IMPRmtrK956661KN4VhGIZhGIYZYk4//XQ88MAD6OnpqXRTysZPfvITXHbZZdi4cWOfLlSGYZiRBmfaMgzDMAzDMAzDMAzDMAzDVBEs2jIMwzAMwzAMwzAMwzAMw1QRLNoyDMMwDMMwDMMwDMMwDMNUEZxpyzAMwzAMwzAMwzAMwzAMU0Ww05ZhGIZhGIZhGIZhGIZhGKaKYNGWYRiGYRiGYRiGYRiGYRimiohVugHDjVIKa9euxZgxYyCEqHRzGIZhGIZhmDJDROju7sYWW2wBwxhZHgW+V2UYhmEYhhndlHqvutmJtmvXrsX06dMr3QyGYRiGYRhmiPn444+x1VZbVboZ/YLvVRmGYRiGYTYP+rpX3exE2zFjxgDQO6apqWlY1qmUwsaNG9Hc3Dzi3B6jBT4GlYePQWXh/V95+BhUHj4GlWU4939XVxemT58e3veNJPhedfOEj0Fl4f1fefgYVB4+BpWF93/lqcZ71c1OtA2GmTU1NQ3rjbBlWWhqauKTr0LwMag8fAwqC+//ysPHoPLwMagsldj/5YgX+OUvf4lrr70W69evx6xZs3DLLbdg7733LjjvwQcfjGeffTZv+pFHHolHHnmkpPXxvermCR+DysL7v/LwMag8fAwqC+//ylON96r8S2AYhmEYhmGYAtx3331YuHAhFi9ejFdffRWzZs3C3LlzsWHDhoLzP/jgg1i3bl3431tvvQXTNPGVr3xlmFvOMAzDMAzDjHRYtGUYhmEYhmGYAtxwww0488wzMX/+fOyyyy647bbbUF9fjzvuuKPg/BMmTMDUqVPD/5566inU19ezaMswDMMwDMP0m80uHoFhGIZhGIZh+sJxHLzyyitYtGhROM0wDBx66KF44YUXSlrG7373O3z1q19FQ0ND0Xls24Zt2+HfXV1dAPQQPaXUAFvfP5RSIKJhWx+TDx+DysL7v/LwMag8fAwqC+//yjOcx6DUdbBoyzAMwzAMwzA5tLa2QkqJKVOmRKZPmTIFy5Yt6/P7L774It566y387ne/63W+q666Cpdddlne9I0bN8KyrP41eoAopdDZ2Qki4hy9CsHHoLLw/q88fAwqDx+DysL7v/IM5zHo7u4uaT4WbRmGYRiGYRimzPzud7/DbrvtVrRoWcCiRYuwcOHC8O+gmnBzc/OwFiITQnDF6grCx6Cy8P6vPHwMKg8fg8rC+7/yDOcxqK2tLWk+Fm0ZhmEYhmEYJodJkybBNE20tLREpre0tGDq1Km9fjeZTOLee+/F5Zdf3ud6ampqUFNTkzfdMIxhfWgTQgz7OpkofAwqC+//ysPHoPLwMagsvP8rz3Adg1KXz78EhmEYhmEYhskhkUhg9uzZWLJkSThNKYUlS5Zg33337fW7999/P2zbxte//vWhbibDMAzDMAwzSmGnLcMwDMMwDMMUYOHChTjttNOw1157Ye+998ZNN92EZDKJ+fPnAwBOPfVUbLnllrjqqqsi3/vd736H4447DhMnTqxEsxmGYRiGYZhRQEWdtv/85z9xzDHHYIsttoAQAg8//HCf33nmmWew5557oqamBttvvz3uuuuuIW8nwzAMwzAMs/lx4okn4rrrrsOll16K3XffHUuXLsXjjz8eFidbvXo11q1bF/nOe++9h+eeew7f/OY3K9FkhmEYhmEYZpRQUadtMpnErFmz8I1vfAP/9V//1ef8K1euxFFHHYVvf/vbuOeee7BkyRKcccYZmDZtGubOnTsMLWYYhmEYhmE2JxYsWIAFCxYU/OyZZ57Jm7bjjjuCiIa4VQzDMAzDMMxop6Ki7Re/+EV88YtfLHn+2267Ddtssw2uv/56AMDOO++M5557DjfeeCOLtgzDMAzDMAzDMAzDMAzDjApGVKbtCy+8gEMPPTQybe7cubjggguKfse2bdi2Hf7d1dUFQBeSUEoNSTtzUUqBiIZtfUw+fAwqDx+DysL7v/LwMRgayPMgYqXdzvR1DEh6gDAguGLvgCGlACII08z7bDjPAT7PGIZhGGbzwSWJuMi/92CYkc6IEm3Xr18fZogFTJkyBV1dXUin06irq8v7zlVXXYXLLrssb/rGjRthWdaQtTUbpRQ6OztBRDD4QbAi8DGoPHwMKgvv/8rDx6D8KCsN+8XnUfPZfWHU1fc9fx/HwH7tJRgTmxHfeuYQtHbzwF3xPlQ6hZpP75732XCeA93d3UO6fIZhGIZhqoOUtPGHlmdxfPO+mBgfU+nmMExZGVGi7UBYtGgRFi5cGP7d1dWF6dOno7m5GU1NTcPSBqUUhBBobm7mB/UKwceg8vAxqCy8/ysPH4PyI1s3IGUlUV9fD7N5cp/z93UMetI9iIuJqJnc97KYwlgfvAMv2YXGAvtwOM+B2traIV0+wzAMwzDVgU0uHJJISotFW2bUMaJE26lTp6KlpSUyraWlBU1NTQVdtgBQU1ODmpqavOmGYQzrQ7MQYtjXyUThY1B5+BhUFt7/lYePQXlRUkJID4JUyfu0t2NguA6ElHx8BoEggkiliu7D4ToH+BgyDMMwzOaBIoIiBQUuAsqMPkbUHe2+++6LJUuWRKY99dRT2HfffSvUIoZhGIZhKobnAlICSpZlceQ4ennMgCHXA+x0pZvBMAzDMMxmgvQFW0Us2jKjj4qKtj09PVi6dCmWLl0KAFi5ciWWLl2K1atXA9DRBqeeemo4/7e//W18+OGHuOiii7Bs2TLceuut+NOf/oTvfve7lWg+wzAMwzAVhDxPFw+T5Sk6RZ4L8ryyLGuzRXogywLxgxPDMAzDMMMAgZ22zOiloqLtyy+/jD322AN77LEHAGDhwoXYY489cOmllwIA1q1bFwq4ALDNNtvgkUcewVNPPYVZs2bh+uuvx29/+1vMnTu3Iu1nGIZhGKaCuC7gSZAqj2gLzwN5bnmWtbnieSApAdepdEsYhmEYhtkMkKQgoaCoTPeDDFNFVDTT9uCDD+7ViXHXXXcV/M5rr702hK1iGIZhGGYkQJ6rnbZliEcgIu2ydVm0HQzkuSAlQa4LkcivKcAwDMMwDFNOgmgECRZtmdHHiMq0ZRiGYRiGCSDPAzyvPDm0SgJEIHaIDg7/eJDD+5FhGIZhmKEnyLTlaCZmNMKiLcMwDMMwIxPP1UPxyxGPoJQWbTnTdlCQlFpEZ/GbYRiGYZhhIMi0ZactMxph0ZZhGIZhmBEJeZ4ufFWOeAQpAVIsNg4S8o8HO5YZhmEYhhkO2GnLjGZYtGUYhmEYZmTiutrVKcvptOVM20HB8QgMwzAMwwwjyi9CJsGiLTP6YNGWYRiGYZgRiXJ1PEI5nLZQSjs0HBZtB4X0RVt22jIMwzAMMwzoImQ6IoFhRhss2jIMwzAMMzJxbO2QLYdoKz1AEUhypu1gICl11ITL4jfDMAzDMEOP8gVb1YfTlojgUhnuGRlmGGHRlmEYhmGYEQnZFkBUlngEUgogBXJdzkQbDJ4HKI5HYBiGYRhmeAgybfty2r6VWo37Njw3TK1imPLAoi3DMAzDMCMSchxdPKwsTlupBeByOXc3Q4hIu2yl4ngEhmEYhmGGBUWqJKftaqsVrW7XMLWKYcoDi7YMwzAMw4xIyLF18TBVvkJk2rnLou2ACNzKUgIs2jIMwzAMMwwoUJ9OWyLCh9Z6OIpjsJiRBYu2DMMwDMOMTGwbpMojslIg2ioF8li0HRBKAYoAUlCWVenWMAzDMAyzGaBIC7ayF6dtl0xhk9sDCcUxWMyIgkVbhmEYhmFGJOQ6vtBankJkRApUrriFzZEgYsI0ARZtGYZhGIYZBiSCTNviYux6pwM90tICbx8xCgxTTbBoyzAMwzDMiIOkBHmuHo5frngEFThteejcQAjcyiIWg7LSlW4OwzAMwzCbAYrIL0ZW/H4wEG2phIJlDFNNsGjLMAzDMMzIw/O00AqURWQlzrQdPEpqp7IZA7FoyzAMwzDMMKCg/IiE4g7aj+1WBKXKvF7EXYapNmKVbgDDDAUkJdxlb4E8FyKegLnjrpHPVSoFtWkjYtNnVKiFDMMwzGAgz9VCq2lqAXewSAmQ0kIwi7YDw49HELEYiOMRGIZhGIYZBpTvsi3mtHWUh9V2K8aYtWH+LcOMFNhpy4xKVEc7UkseQ+p/H0T674+Dujojn3sfvg/r+Wcr1DqGYRhm0HguIBWEGSuPaBs6bRVIcjzCQCDli96xOMixyxNbwTAjFCLC8vRaLnjDMAwzxEg/z1YW6W83uJ3okRbGmHUgFJ+PYaoRFm2Z0Yn0ANeFMakZZNtQdtTxQ5bFQzcZhmFGMOR5umCYaeps28EuT2mXKCmORxgwKuO0hZKA41S6RQxTMTa4nXiy7XVs8ror3RSGYZhRTVBcrJiDtsNLwlIu6oyEzrTleARmBMGiLTMqIc/TDp94XD/Y54q2dhrk2BVqHcMwzPBCjg3n/XdGleOLXBdQSguE5RBZ/aH9UOy0HTDSdyvHYplCcQyzmeKRgoSCR/wSiGEYZijRWbVUtL+VpCAAGMIA+UXLGGakwKItMzqRUj/Mx+O6MEpOtp5KpTLCLsMwzCjHW/cJ7BefB+xR9LIq6MNNsyyFyKAUYBg615adtgOCsp22UvLLUWazxiMJSYqH4TIMwwwxihSol6zaQMwVENqRC+6XmZEDi7bMqISkpx+8hf6JU47TVvV0h44qhmGYUY/ngaQ3qhyk5Ll+PEKsLNtFSgFC6GtDOUTgzRElQaQAU8cjEMcjMJsJrvLyRjJIUr5wyy+BGIZhhhLpxyO4KNzfer6YawB+pi33y8zIgUVbZnTieYAi7ZpCvmhLyaQv2nKHzTDM6Iekp/vFESxGOsve1i/cAvx+XpimzjEfLKG7VmjHqA8RwXn7dahUavDrGO348QgiFgdJCbgcj8CMfhQp/HfLM/jQaolMD522nJ3IMAwzpATO2WKxB6HTVoheC5YxTDXCoi0zKiElAaE7ZlBUtCUiULpHVwhnpy3DMJsDnqczRkeo05Y8D/ZLz0OuXZM1zQUEtDvWK8MLOCWhLxyIxiM4DqyXnof30QeDX8coh5TSL0yDeASXnbbM6McjhU6ZQpvXE5kuoTgegWEYZhiQJH0HbeFn++DlmYDgQmTMiINFW2Z0ku0mMwRUMpn523VAjsvxCAzDbDaQlL7TdmSOLqBUMl8AdF34b+fKE48gJeA7NbIzcsl1QD3dkBs3DHodox4/0zYc5cKiLbMZ4JAHS7pIyuioLo+kL9yOzH6XYRhmpOD6/WxR0ZayRdvi8zFMNcKiLTMqoWyXVCwGlcqItmRZIM/V2WNcbIZhmM2BEZ5pq3zRlrIKR5DnaVesYeT15aqnG/Ybr+ZlTPa+kqwb+KzlkWODXBfeJ6v6t7zNEemLtkLovznTltkMcMmDTS66vGiEikfaacsFbxiGYYYW5d+fFYuj8XwnriF8py3fzzEjCBZtmdFJ1gO3MGOgZGbIGtmW/lxxpi3DMJsJIzzTltIpIBghEUzzXABaICQvWgRIrvsEzuuv9K+PzxJts8VtcnXBM7VpEyjrBSCTj84CJh1NBDFqnLa//OUvMXPmTNTW1mKfffbBiy++2Ov8HR0dOPfcczFt2jTU1NRghx12wKOPPjpMra0ML3Ytx4fplr5nHIW4SmfX5sUjkITnFyNjGIZhhg7PL0BWrL/1/PtBAQEi4qxxZkTBoi0zOskWJmIxPbTWf6APnLacacswzOYCeZ7OGB2hTtswHiHbGOF5+m8hAFJR0dVz9ba6/djebLduTqYtSQmVSkK2bhzwNmwWKAVtfwYA0oL3COe+++7DwoULsXjxYrz66quYNWsW5s6diw0bCsdlOI6Dww47DB999BEeeOABvPfee/jNb36DLbfccphbPrwst9bhY7u10s2oCA55kKTQ7kVf6minrWRHF8MwzBATiLLFYg8c8iD8/1O9ZN8yTDXCoi0zKskWJkQsph8cfSGXbEvnOnKmLcMwFUAle2C9+PzwDrWXnhZuq9hp66x4H+6qDwt+psJM2yynrS/iCmH4Iyey+nN/W/sjUpOUmcXLaKYtpAQ8F2oT59r2ilRZmi2BRkE8wg033IAzzzwT8+fPxy677ILbbrsN9fX1uOOOOwrOf8cdd6CtrQ0PP/ww9t9/f8ycORNz5szBrFmzhrnlw4ut3M3WueSRhIJCUlpwVKbvkCT9QmSb535hGIYZLjy/ny3W37rkwYCAAPx4BO6XmZEDi7bM6CTbJWXGAM8Nh2mSHThtST9gMgzDDCNyYwvc997WL5CGCeV6WritYqet9947cFeuKPiZSvbowmPZ8QiOAxjCd9pGM8rJC0Tq0p2eJCX8u3lQVsG2cIi/GYNcv65/G7WZQdlxFEKAHLtyjSkDjuPglVdewaGHHhpOMwwDhx56KF544YWC3/nrX/+KfffdF+eeey6mTJmCT3/607jyyishR3mGvuu7TTdHHOVBEsEhD90yHU73SEFChcN2GYZhmKFB+S8Ni708dEnCEMKPbyo+H8NUI7FKN4BhhoJQlIV22kJKnYcI32mrlHYBcaYtwzDDjefpPmo4Xa+eq+NgvOrt81SyG0as8G0JdXZqZ3K2O9m2dREyQwAegZTKmDw9V29zf/ax5wLCAKD8vFwf3y0q6uvhfbIaJCWEafZv4zYXlERotTUMLbSPYFpbWyGlxJQpUyLTp0yZgmXLlhX8zocffoi///3v+NrXvoZHH30UH3zwAc455xy4rovFixcX/I5t27DtjMDd1dUFAFBKQQ3TiCClFIhowOtzpAdXesPW3mrC8bfbgYceN43xZgMAwFUepFKQsrTjWOox+NhqxcT4GNSbNWVpP6MZ7DnADB4+BpVnpB4DT0mYJCCLXDcd6cIg/yU/oeR+ebgZqft/NDGcx6DUdbBoy4xKyHUz1atjMZ1vGDhtLUs7gAYZj0BKwXrhWdR8eg8YY8eVodUMw2wOBILtsOZ9Og6gVFU7bSnZA6qtK/iZ6urwZ8qa5tiAYQLCAJGKFh3znbb9E209fd0QBpBVQEtfOwREfQNUdxdURxvMic2lL7cP7DdehTlxEmJbbl22ZVaM7NErhjFqCpH1B6UUJk+ejF//+tcwTROzZ8/GJ598gmuvvbaoaHvVVVfhsssuy5u+ceNGWNbwOPKVUuj0X44YRv8H4sU7JNxEChu8zS9CpCvdjgk9cQgIbIhtQE2NPg/cniTGd8eQNrqwwep7v5R6DP7ZthTb1k3DdnVTis7D9J/BngPM4OFjUHlG6jGIdbiYkq5DrauwIV6gv213MN6No8ZWmGgnkDQ7sSFVfderkbr/RxPDeQy6u7tLmo9FW2Z04rra5QPoeAQpQZ5+eFTplP5ssKKtY8N97x2YY8cjMXb3MjSaYZjNAQoE234M3R/0Ol0t2qJKh2iTlFDpNISdP5yepAfV0+27bLPjEWwIwygaj4B+xyN42rVLIiKo638TRCIB5TqgVAqYOKDNLIj7wTKQPXN0iLZKIjxGwhjxhcgmTZoE0zTR0tISmd7S0oKpU6cW/M60adMQj8dhZrmxd955Z6xfvx6O4yCRSOR9Z9GiRVi4cGH4d1dXF6ZPn47m5mY0NTWVaWt6RykFIQSam5sH9JDS7ShMqjUwedLkIWhddbOquwvt/gsxGleDyWP0PpCxNWiRaZgT6jF5bN/7pdRj0OUpxMbUhethysNgzwFm8PAxqDwj9RikPGCT6aCxVr84zaXHU+hyFMbUGGhLu0hMaKjKPnSk7v/RxHAeg9ra2pLmY9GWGZWQ6/jDXBFm1wQPj9TTDRFP+KLtIAQM1wUle+BtWI/8RzCGYZgiuK52/w9jPIIu2qUiBbaqCbJt7Y4tkIFK6XTGsZkdj+D48Qi+aEtZL+HIdX2nbel9PIVO2xzR1rH1eg0TkDnRCWWA0qmqLhDXH/Qx0NdcYUQdyyORRCKB2bNnY8mSJTjuuOMA6Jv5JUuWYMGCBQW/s//+++OPf/wjlFLhzf7777+PadOmFRRsAaCmpgY1NflD3Q3DGNaHNiHEgNZJRJBQcKE2y4dMD0EBPkKS7HAfuJCQgqBE6W6dvo4BEcGGB28z3ddDzUDPAaZ88DGoPCPxGEhBEIaAEgSRlV0b4AkFI6iDINCvfnm4GYn7f7QxXMeg1OXzL4EZlVC20xYAIMJcQpVKAvE4QEoXnhnoOnzRRX6yenirwA8Cd9VKWEtfrnQzGGazJsyzHVanrc60HU6huD+QbWmnq5Mv8lEqmclGzStEZuobcKWiIyccS4vU/dnH0gOEoW/0s75HlpUlDqu8nFbV3YXUM0/2eT1xV7wP+62l+duXTuttKQGVSiL198erN3ZAyswxMgyQW52/t/6wcOFC/OY3v8Hvf/97vPvuuzj77LORTCYxf/58AMCpp56KRYsWhfOfffbZaGtrw/nnn4/3338fjzzyCK688kqce+65ldqEIUeBIEnB2UzrBLgUbLdAl5fKmu5pQbuMBdokFCQpeLR57muGYZhCeKRgwAhfIubiKgkDGSFXYmQ8uzMMwE5bZpRCrqtdPpkpWrQgAiV7IOJx7Z4aTMC06wJKQba3affumOEZwjgYZMtayLVrgN33qnRTGGbzxS9ENqwCahiPUJ0iGtlW6LQloohDQqWSfp9uhrfYpJQv2hoQQt+kR+IRHN0/98cVS66n1ytE5HtkpQHD9Nsk8ob8y7ZNkGtWg1wHwiycyQsAcv1ayM521Hx698yypQQ5TkGHccFlrF0D76MVUHvuA3NcFY7xyBbthAC8KhWX+8GJJ56IjRs34tJLL8X69eux++674/HHHw+Lk61evTrilJg+fTqeeOIJfPe738VnPvMZbLnlljj//PNx8cUXV2oThhxFCgSCR9XZvww1rr/dCRFDm9cTTneUFwra5UIRwSPJoi3DMEwWkiQMIUAgfU+YZbQlIrjkwRCZa7UqY7/MMEMNi7bM6CS7EJlPtiggYrHBFyLzXJCSQMqFbN0AYwSItpBSD8VlGKZi6DxbL8+xOeTrJIKqUucj2ZaOM5CeFv7MzO0JpZLa4WpmvYiTHqAUhGn4ObSk++PgO46lh+r3Ix4BUurrhmEATo5oG+STCuQLwX5b0OeIC9Ku3Wz8l39kl1ZsytvYAkr2VG82scotRDayM20DFixYUDQO4Zlnnsmbtu++++Lf//73ELeqevCgoEBZjtPNC0d5IBASRgztXjKc7pL0xezy7Rct2Cp4LDgwDMOEKCLttIUekRDP+kxCQRFBZDttuQ9lRhAcj8CMTjwnGo8Qi2tRwBcGYMa0m2oQQ/nIf9iG50Jt2liGRg8DSkFZ6Uq3gmE2a8ixtcNymOIRiCgjnlXpsHqy0hnxM0dYplQq8xLOF0bJ9ef1YwuIVMTlqUdS9HMfKy+zvCxHMlkWRFZRqTyxXUotVvat2ertzJ7kv/yjAgXYCiHXrdEO4yodhk6ul3G3CEML8YMZ0cKMCBQpEGGzFW0t5cKEgYQwkZIWbKX7iMCBW07RNoyi2ExdzQzDMLkEkQimECAiqJyX6B5JKFAkHkFxPAIzgmDRlhmV5GbaCtMEWWn9IO95QMx3cQ02HkEqIJ6At+6TQbZ4eAjEAX6IZpjKoUW3YcyXlVL3dUIUzIytBsi2Q4EvV2hVqR5frBUZN6uSWqgVmUJkkNmZtm6/4yC04ChCh2iQVU62pbNzg/ly2kfB/u3jAYCI8hy11A+nLTk25Pp12lVcpU5bnQscFCLzM4Crta1M2ZBEoM3YaZtWNkxhIG7E4CgPPVKfz47S/Y9bRoFV+u5dW1VnX84wDDPcSChQ6LSlPEFWknbaGiLbabt5Xq+YkQmLtsyoIyy2kx2PEItrUcBKg6QHUQbRljwXEICob4Bcu6ZqC/xkQ1Lqh+pRMmSVYUYiYZ72cBUi84IogVjVFrAiK63bKfPFbNXV6cclEAoKo8IAFEVeRpE7AGFc+fEIwvALm0mQ9LTInuW0zRvyLz0tTpYSj5D70szzxeUSMm3lplZQKum7iqv0xZuni7kB0C9OFUVcy8zoROpHZniqeo61JIXHN70aKQw2VNjKhSEEEiIGhzwkfdE2cNiWM8pAks5rtKtoXzMMM/Jo93rwRNvSUZHtSv6LwyDTNnebJCkQVOi0JRCkf8+2PL0OL3d9MOxtZpj+wKItM/qQEiAVLUQWj+mq24/9BbBtXwAQg3Oc+g/uor4eKtkD1b5pcO0eDjxPD8uuUuGGYTYHyA6G7g/PQzdJTwt9sSoWbW1LC6ZK5onZqqMdIu6nk4WVyLIE0sBp60cG6OgJf1h+Hy+orNdegv3ma/qG38+0FYahRVhP+k5YGYlHyC0aFjpt+xRtkbd95Lq6vbYdOnsjy3ZdJP96P7z1a6FaN2hxO6foWjWhX2b6L0yFoX93VdpWpnwoX0j0oKpGAOiSKbyfXocNbteQr8tSLgwYiAkTHklYfjzCkDht/fxgjkdgGGYwtDidWJ5eOyr6Eul7aw0IEPKjD1ySvtM2ow0ETtvV1kYsT68bxtYyTP/hQmTM6CN4gI5lft6isQmwHVCqB8akyRlBd7CZtkJAxBNQrjsyCnz5rq7RUhyGYUYkrl2SoFg2fKctTLN6RdtkDxCP57ljVSoJ1dEGUVuXESwB/b9EvjNWRIXMIBu3BKetWveJXu8uu/kREn7cgvJFXE+LqiJRo79gmPrFXzal5rb6bSTXzSwv6JOl1O2PRW/LKJ2Ct+pDUDoFY/yETNuq1WkbFHMDfKet0r8/ZlSjXUw6R1CCqsIRkpQ2LOWUNU+2GJZyYQoDBkQoqCpS8KBgCqPMTlsdj+Cw05ZhmEEgSYX/jXSCF4eGMHS+bQGnrUKmEJmACPtljxTSip+LmeqmGu6rGKasaFcZZYZoQmfammOaYExqhtE0NjOzHGQ8ApEeNiulHkJb5YTCAIu2DFMxgkxbNUznIfkipojFdNZrFaKSSYhEIk/MVps2QqVSEPUNiGTaZrlShRAAKIwMIM/TL+QMM88Vm7fedAqUTodOWRFk2vqFzch1dJ8ZOG1NAyo3f1ZJ/V8fTlvyheDsl2aBk7dY0TRyXZDnwVm+DN6qlRB19RFXcbVBnpfJk/djJjgeYfQTuD/1kNPq+G32SAsWuUMu2hIRXPJgCsPviwCHPEhfxDZhljnTVi93NLjjGIapHJIkvFEi2gbXoODFWa7TNixE5vfRBkR4rXLJg0PVeW/MMAEs2jKjj8BVZvT18x7kg6/vHhJCaC2hSh1sETxPFyPzRkBbGWYUQtlO9xJyTMuC548+MGMFhcFqgJLdEPFEnngpWzcCnpeJR8jkI+TE2wpQ0J/7zlcRi/Up2lI6DbJS+gUeEWD4zl3fpRsUCgviEUQBIViLxNR3PEKQRZt1raDAaVvEeR2IxqK2Dt7aNRANjVVd3IukFwpXOmaieqMcmPIhSYUVu4dDAGhxOrDJ7e51nh6ZhqUyoq0ihfdSnxSMIRkMHkl4JGFmObhc5fkigUJMGHDL+JIlU4isOvtyhmFGBlqwlWUdCVAqaeVgpdVStuXpft132gL5mbZ+dE+QaSuEgAvdL9vK45dgTNXDoi0z6iAlM8Nc+5x34BcqFXHWij7FgWqAgkI/7LRlmMoQxLeYps5xHQbIL5QlYjHt3CyzaDFYSClQKgUkElr8zBpOL1vWQpiBcxOhUKs3gbLyU0U4ciIQQhGL9TkCgqwUKJXS1w1SejnZYqNj6xEKhu+0NQwg97iVmmlL+U5b+Jm2kIWdtnBdkJIwm6fAnLYlROMYf59VqRAqs4qAGiIT/cCMahQFPtvhcW39q/NdvNrzYa/z9PjxCEF7NrpdeKr9DbR6vYu9/cUhDzInK1FP00K2KQxIlG+fBC4yl7yq68sZhhk5eJDwoMraP5XKB+l1eKzt1bL1YfoVGWAKw78SRZcbRPiEoi0QvkxzyC3rizWGGQpYtGVGH56nh7kaou95B/Mw6dhZwjCNiHgEnfXI8QgMUynIHwovShAUy0aQuWrG/AJb1eUoIMcGeS6EGdOjFnzxkqSE98nHQF29PyMKxiOEH4ZOWxnGQfT2Mo2kB3IckJ3WoqkfqyOCLFb/80g8gmHmHTdS0hdR+xZtdeRCVjyCl8nfLei09VwtRpsmjMYx/sgOEUZBVB1eVqZtUIisyn5vTPkJhqYqIrjDEI/QLdNw+nCa6nm80GnrkoRLXtkdqq7vqDWyHqmc0GmrRdtyCgKeLwZLv/AbwzDMQPDCTNvhFywd5cFRsmyCcZhpCxGO+sgmtxBZdqatozx+CcZUPSzaMqOOsJJ3n/EIGNSDL1kWEDjACMM31HkQkNTiwoiIcmCY0Ugg0sXifbrz7Vf/g/T/PTPoVWqhmCBiZnVmjNoWyAuKcImweJjqbIfq7tI5riHZ8QjZN9iZeATyXC1Sx+JAL8I42Y4fxyC161llFzbTDtFAQA6G/MM0QK4TcY+S42gXbV/3+0RagM3ufz0XwhB+bE2ReARSmeKZARVwr8pNreh54A+9jtSgiNPWYKftZoL0H5gVhiceISVtWH0U4mpzuyFJhaKtRxKuGhrRVpIuOAYgLBImSUERISaMsooiyi+oo6CGpcgawzCjE+lHu1QiHsEhLZSWqw8LnbSh07b3QmSGEJB+PIKl3PBzhqlWWLRlRh/Sd5UNcTwCOVZmyKwAlDU8Q50Hhe/a4ngEhqkQUvku0Dhg9y7ayo52qNaNg1+np+MRYMZ0n1dlzkdlWYB0daE0gdBxqlo3gtKpjGgrKOOECBXSrBEVQWFJPx6hTzeza2vBVnr6JVxWPEKwn8hxIqsQhha+I/swEFv7Um0V5Ymz5LqAESveL7tuRgTNYjDXroGiOtuhksneXzZImVWITISOZWZ0I31XqQINy1DbtHJgqd5fPrd7ST9GQLfHJQmHBp5d6PoCRy6BQGv656kJAynlZJy2MOBBlXUYMPmuZhZtGYYZKDJ02lZAtFWe36eWZ93k/58BAQLytskjCQLCQmTaaRvEI3h+Ec2RM3KBM803P1i0ZUYd5PnZhH3FIxAG5QAiy864n0wTZKUHvKxhQ0qOR2CYQUBB0agBf9+PKInF+na8WxZUcvD5i6Gz1jC0m7TaRLTAaWvGAFAoanqtG/yom6wRDbnCR9jNZ+IRwtEWsRjgOkXFEnK00xZS6v6bAqetEQqseU5dw/BzaZ3ocvwiGL2jC4hF4hFcJ8x+LVyIrEhfXQH3Kllp7RIusm4i0i7p7EJkQNW9JGDKT5BoS8NQiEySgq3cXsVXV3nokWmorKG/Hkm4JGEN8GH3qbbX8XzXe/nrIs+vWq5/76YwkFY2PNKFb0xh6v1SJjHb84f5KijOYWQYZsAERRQrIVa65MFVhV+EDQTttNWibCDg5n6efY8mIMLtdpQ3ol6CpaSNO9f/HRuczko3hRlGWLRlRh/SK60QmSEGJV6Qa2ccRWYMlEoOeFnDBXlenuDAMEzpWC88C+fVFwe+AClBSkHE43oYfy/im7ItUCo5eIeW5wEICmwpLZBWEWRZui82TX1P7Yt8cv0nujhZwS8VmBSI6a7rRwqYeloxkdGxtaAtJSidygjEfjwCCvWVwZD/LCEy/HcJTlstzmYJvnbmOlI0HqHgsiog2tq2LmRX7DerVMatnP09FpZGPUHRLYWhf/C1lQsJ1avTqEdZcEjnK3vZTlvl9ZmFW4w2rxvtbk/edJ2VmIlHMISBtHIhSYL8TNtyxkYoInbaMgwzaMJMWwx/P2IrNxSNy4FCkGlrhJnf2UhSYTQCoMXdIB88ePFWiZiIgZBWDhzloUeOgBG+TNmouGj7y1/+EjNnzkRtbS322WcfvPhi7w/DN910E3bccUfU1dVh+vTp+O53vwtrJAxLZ4YPKaPurGKIgYu2RKQzbP3iNGLEOG21oM2iLcMMDOrpgUoP/AUNSamH8cdi+cPsc+e10nooegExr9/rBCIFtqoJsi1ACJ0bSxl3qersgIgXEW39TNvwJpwQirNhrqpp+Jm1hfdfUGSMpITKctoKw9D/DuIRsu79hWnmCa/hv0vJtM0tROb4om1WLESEIk7bSuTEkpXW145iTnOldHZy7gtTdtqOeoI8QDUMQ20d8uCRgk29iLbSgqs81IhY6Mj1gkJkA4xHSEob3TL/Ps9VHiRUWJU8JgxYygmLs8WEUVYHcpDdOBwCOcMwoxePJGSFxMq0cqBQvuuF8vtFU+h4BMoZ2ZBbIFNA6Dxyvw062mdk9KfBtcwd4LWMGZlUVLS97777sHDhQixevBivvvoqZs2ahblz52LDhg0F5//jH/+IH/zgB1i8eDHeffdd/O53v8N9992HH/7wh8Pccqaa0UOB+4hGAPRDvTvADs93rEbiEdLpqq48qYd1a6GD+sjSZBimMNodO4ibTP/FiYjpfNligiIAwLa1O36w56vn6S5R6KzWaisMRbaVETwNAXL97U6ndfZvZOacTNvsrj4sRBbEQZi9ZviSY/sitgRZFoiyR2j4xcGsdKbgJOA7bWWO09YtLR6BSO/7bNHW8rPRhSgYhaCKZfJWItPWSut9Wez3478wjTptRfUVvmPKjoSC8IelDrVoa/suVruXQmQ90oJDHmqMOByVEW0dkgN22qaVg6TM74sDMSAoVmhAi7ZBjIEJo6xZv9IvsaOIC5ExDDNwbOVVrB9JKQeKKE9MHShBRI8Bw78O5Thtc/pfAZ3FHgi3ej+MDKet67e7XPuOGRlUVLS94YYbcOaZZ2L+/PnYZZddcNttt6G+vh533HFHwfmff/557L///jj55JMxc+ZMHH744TjppJP6dOcymxmBQNEXQgxYvCBXF7oJCpEJ09QP7tXsKJIyHLpKNrvTGWZAyME5VUkq3T8Zpl5WMRcokS526HmDd/FLT+uJgdO2yvoplc7aPsPQw/CttO5T432ItmFnT9F4BCAshEXFttdx/AxbP69VZQmOpCA3terpQcFJQAvBucetxHgEIgUQQWX1v+TYobO3oIBvpzMxPNlUwmmb7NH7s0jcASlVQLRFRdrKDC+KVNnFyWLYfqVvT+lYgkIk/WGjMWGEbiTPFyfSAxBtiQiWcgoOR3XJiwy7NYXhxzD4hciEUVYxW5KCCTGihvMyDFN9uBUswJWWTllHC0hSUERFM21z1xNk2gYv1/R+GBn3KkE++0CLajJRlrS/gRano9LN6JOKibaO4+CVV17BoYcemmmMYeDQQw/FCy+8UPA7++23H1555ZVQpP3www/x6KOP4sgjjxyWNjMjAy3Elua0HbADKMiizHbaVntWrP9ALWJx7e5iGKbfBBmoAyZSFEwWFxSl9DOovUG/ZNHroEymbZU5H6m7K4yagWFq0TadAjwPIhbLmhFZoq3/76CrFyLcl8H2CcOPMigmjLsOfAsyKJ2OCI6iaRzsV/4N2d6mIxECguMWKSbm/7uvkRbB59n9r21ltr3AbyF04uYupxJO22SPFp6LZdQqqT+PiMxU/DfOjBoyD/1i6DNtyfNzGFVRp1EgrhoQYfat67vKkgPIAXTI84uYOXkCh5PTBlMYkFBIKRsAwRiCeAQDBiQpHh7LMMyAsf0CXJUQbS1yyupu1QEHCF+g5W5T7t+GEFBEughZmBE+Ml6CBdEIXIhy8BAR3k59jE+ctko3pU9ifc8yNLS2tkJKiSlTpkSmT5kyBcuWLSv4nZNPPhmtra044IADQETwPA/f/va3e41HsG0bdtbQ0q6uLgCAUgpqmB56lPILNFTgIWtzRHkuCIh4PYKakdnTSBhQ0hvQcZGOo4cZ+w/byowBMg1pWUBt3SBaP3Qoz9VvE2MmpJ0e9t8jnweVhfd/eVC+aDuQ/ah81ycJAfKH7kvHgSiwLGVbUFLPL9NpGIM4bmGfKARIEZTrVtXvwO3sAOJx3T8bBqRjQ6ZTUK4LxOIZL63QRXiUUn5+me7TBQASItwu5bpa1zR0HIR03XAfZ58H0rJCN4a0Unq68G/5J0yEWrUSZMYA08xcOwxfgHEdmMGyPFf/L1HBYxmgFIEg4NlW2A7pOCDD0PXXbDvvuEjbAgwjeu0C4FXgGMqeHv378QpfN5XraYd4ltOWICLzD2c/VE2/8dGO9M8jPeR0iDNtlc60VaRF2xrE8+bp8rR7XwgjFFWD/EYtpvYPW3l+7qGApRw0mLXhZ25OTIMJAZsUUtKGlhBEWQuRSajQTTZSRAaGYaoPz3faDnc/QkSwpOv3i2WKR/DdssJ/EZ87CiN3PUG/7JB+mTeSMsI9UnCVhMcv7QaN5xco7a2wabVQMdF2IDzzzDO48sorceutt2KfffbBBx98gPPPPx9XXHEFLrnkkoLfueqqq3DZZZflTd+4ceOwFTBTSqGzs1NXNeyrOBYzaJxkCk5jE0wzcyOvAPQYMT1C2J8mG5pgkkCqSIZyb8iONqRrG2DU1EOYcVBtA5Qrkd6wAYZTnSe+SqeRqqkHxjXDUALpAWz3oNbP50FF4f1fHtIwIDyJ2gGcP0opdFo27IaxMGvqoOoakdrUBlOY+fOmkkjV1IEkIdnWjnjjwM9XO23DbRgLM5aAHDMWyc4uxIf5/C8GESFtO1BN42Gacd0vKyC+sRVWXSOMRF042l42jkXCdpHYsAGyox3p+jEw4rUQZhxyzDjEXYmeDRv09o4ZCyORv4+zzwM3lYbbMBYQgEkCsqEJRqwmk5AwY1vIlnUwxk6AkXU9kWPGhfuQlEQqXguqF0i3dcDo5dnHIgFn3ETEPYnUhg0gKZGKJQAzARIxxC0bPTnHJS0VZOPYyPVMNo1H3HHz5h1KSEmkhAFqGINUewdiifyXk6qnG6naBoia+nB/ycYmJCwbCb+tw9kPdXd3D+nymQzZD8hDnmlLLnQKYfGH7HavBwlhwoAIM2wDoTdVIJe2LxzSOboCApZyo6JtIactKaSVo5NwIPzCYeVz2gaMFJGBYZjqwyU5LJE2uXj+KIlyuluDTFuR9Xc2rpKRyIRAtLWVO2xFNMuFqzw/HoH7/8ESxExYLNoWZ9KkSTBNEy0tLZHpLS0tmDp1asHvXHLJJTjllFNwxhlnAAB22203JJNJfOtb38KPfvSjgg8AixYtwsKFC8O/u7q6MH36dDQ3N6OpqamMW1QcpXSBhubmZhZLhgHrw/dgdXfCnDgxnBa4scZLNxRtVboHhtuIMZMn93sdnmujp6cDRn0dhAGQcqG629FYX4fYAJY3HKiuTnSnukFWGkZPDGOam8PCGcOyfj4PKgrv//LQ7dow4gk0DOA8V0rBfe9tNPZ0whw/Dqq7HQ0NdYgXWJZs24Senk6org7UmwI1g+hXUiThpLphyomQPV2or61Bokr6KZVOobunA4jFYUgXyk5DmAI1MQPpZCdMlenHZU8nauMmaidPhkcSyWQXRF0NhAHIZDfiykPD5MlIveXB6emEMc7fx4314T7OPg+s12046W5AKZjjx0P2dMCclFkfBEDNkwHDgJBuVju6UJeIoWbyZJBjoyudBKw0GsePhdlcfL8mIWF3bEI8NRljJk+GstLoTnUDsRgo3Y24Y+f9rrqS3SAnDUM2Ztaf7EKCPNQP4zFUyR50J7tAPd1oaGwo/JuNmehJdgExA0ZM9zGyuxMJQWFbh7Mfqq2t7XsmpiwED94i699DReC0lVQ8HqHd60Hc0I84wTxBfmNaOeFyVtkb8Km6Lfpcp+2vE0Dew52j3IgYkC3aArpAWTnFCRnu66GPomCYaiElbbS4HdimdkrfMzMloV2mGbdrj7Swye3G9MTEPr45OIKoGoXyFUEL+0V/tJTKiaty/ZduAYYQkEpp0XaEOW11ETKP43HKgEseHOXBklUcb+lTMdE2kUhg9uzZWLJkCY477jgA+mZ+yZIlWLBgQcHvpFKpvJt80x+eTkWy5GpqalBTU5M33TCMYRUuhBDDvs7NFUMpCJEf2KwdD5npJAQMKQd0TIT0IPzvCkAPdZYSwnOr9hgTAEEEmDHddiUh4olhbQOfB5WF9//gMaQHobyB70NFEPCLJSgq2gcpTw/pFxAQjl14nu4uiLr6aO5roTa7LoQhYABQAhBqYP3eUECWBeG6EHX1MACQYei/06mwzw5QAAzhX7/9G3MDum9XQsCQ+rgYjgNhmDAMQ+9jL3q8gvMAVlrn1QoBoaSenttAs4ALGpllKiIYpEKHR2/71SDSdc9sS69LSn2MDRPKMCFcK/J9kh6E6wCGGd0PQoTXn+GCXAfC8wAiGEoVXDcpBUE6wzN0uxgGDNctuP+Huv3V8hvfHFC+zwkQQ+7aCkRTBcqLJgC0GNsjLSRETA8j9R9sbaULhmnRV2KFtR5Pt7+Brac1o8bIj1jIxlZuuF25wyht5cLIEgN0QTYVxjAY5Y5HCPsbFm2ZzYcP0uvwr853cfYWc2EI7tvLgXafZhymy1Jr8FrPR/jmlM8P6Xod8iCh/JdZZYpHCKMRgr+j/a1LMtJPh05b8kKX7ohx2pKERwp2gesf0z/0C2CJbjXIgs/DQEV7vYULF+I3v/kNfv/73+Pdd9/F2WefjWQyifnz5wMATj31VCxatCic/5hjjsGvfvUr3HvvvVi5ciWeeuopXHLJJTjmmGNC8ZZhlOsAfdSDAaALzgy0oJDr6krj/kNhWP3b6f+wu2FDSr8QWSyvkA7DMCWiVKaY2EDwXC0SCqGdnEWKZMH1ix2aJlQ6/2aCiJB69CG4773T5yrJdYDgIYdQsOBVpaBUUguCcS2aCNMAlILq7iryheB/yf/Dvwk3DL8Ipb+9hpG1jwtvL1lpXazMjAFe/64FYf8pJUipaJG0Yt8h0oXWpAQ8Tx97v6ClMAyQlXP9cD1AKr1PshHGsB9Dsiy9H5UK93PePEpfY2BkjeAwhL5eMqMaRSp8YB5qIdEhF4YwwkzbXHqkBYckEiIGUwi4JEGkh8HGhQlJCo7ykJQWLOWU9OBrkxtWGrdU1JGTJhdmlogUOm19544AyhyPkNnmYk5jhhltOOQhpWykVPU74kYCRATXd9oGowBckkhJu6gRrlzYyvUzwssYj0DRQASZsw36upEt2up+2RmBTluPJBQppAeQz85EcX3RvmcABUqHm4pm2p544onYuHEjLr30Uqxfvx677747Hn/88bA42erVqyNOiR//+McQQuDHP/4xPvnkEzQ3N+OYY47Bz372s0ptAlONuG5O9eoiCAPUzwf1APJcQCAaLyAEyKnim4nggToe19vtOgAaKt0qhhlRkO+OHDCR/qm4oEWeCygJkagBJfOzOSmVhGzdCNmxqe82+yKmXiWBBiM6lxmVTmoB0vRvRwwD8FyojrbMtCzChwkirZH6XbAQIhTAybGj14Ai20vpFBCL6ePZnyq8RHqfBstWJT7gEGlnr1Ra9HVdQCkI09TFyNzoDTh5LkhJCCNnRIQQw34Mybb0tgpRfF8pCSIFRK6LRmZfMaMWj3SBOSHEkLuV0tJBDEYoouaSVBYc5SIRa4AjPb9CuYRNLuJGDB70v3ukhbRyShpi6igvjECwKNpnW8qJiLaBgyuIYzCELl5YLnEiM8x35IgMDDNYXJKwlIsemUajydE3gyVw/2ePAtD5nu6Qj5ZwSYbrLJvTlijLR5vvtHVUNB5B+MUcg0xbAwLeMGf7DhSXdKr7SCieVe0Ev8XkALLuh5uKFyJbsGBB0TiEZ555JvJ3LBbD4sWLsXjx4mFoGTNicd2o06cYQgByYB1eMecWqli0JSl9gSAGchx22jLMQOjFaVgK5GWJtr25QH2hS8TjUMme/GZ0doDSScgNLXmfFVqWCNZJosqctqmM8xjQTlRlQXV15sc+UPj//P+NqLahOBvZXoiCbmaSEmTbgGH6Img/jqlhhC/oyJMAKd2WvtwpRIBpakeq64SiLAxDxzDYdih8BduhnbjRkURCDP8xJNvSLnPDKD5CRSq9jdmirWHwtWYzQJIKT8VyVQMvRkrZSBixopm2PdKCSxJxEYMhDHgk4UG7awOnra1cdHlpWMqFU4Joa5MbPvDnZtrqeIRo/EdGHPDzFf1CN+XA84f5KnAhMmbzIXC59/QhruiXGkCsQIHXocZVHgxhRF7iVCtBzAqB4Pl9YFDgaqgd/I7S8Qgxv38uB7lCc26mrUNeJFbDgNAjMMgL++uRE4+gHdIjoXhWteMqXYwvKa3I/Xc1Uv29CsP0k8hQ4N7wMyVpIK451wGQf2JXdTyC0k4YcDwCwwwcKQcVj0Ceq4fk6796jUcAoItUJZN5H6uuDpBlQbVu6LsPc7LdvTTwWJghgFI522boeATyPCBeIGcyy2kbITvuxnGi21tgREUgiArT9N2vHgr16QUxDC1iAnqdSvlpDX2JtkqLs1JqwdZ1tdAZxCMoGRVjQyduzvXMMIq/OBwiyLb866rQ7Sw0jwpE2ywByzCK/8aZUYNDXvgQPNSFyFLSRkwYIN/NmkswzNEQQoubfm6iQ16Yc2srD+1eTxiV0BfZ8+S6m9LSKSjSkP+SSUCUNS/RJakz0UFw+zNCgGFGMIHTNtnHMOYn25bi313vD1Orovx108t4uXtFRdbdX/QQe4IBA44vnHqktHA7xFmpDnmQpMKXauWgL6et51+jAsJM26z+fKS8BHOVBwXFom0Z8HynrevfI1QzLNoyo47IUOBeEELou+oBiLb6gTnnAZ0AZVdxJor/QC1iMZBUvvDMMEypEFHoWB8w2fEIveTLhi9VzBjItvJEOtXZAXJsqHQK1JMfnxBZludGMm1VFZ37qrsz0l8LX7SF50LEckVbKmq0hRDhPiIneg0oKBo6jo4YMM1QSC0tDB3aDWzrF3QkvYzTtq/vB/EIKhqPAMPU/wWxCcHsruM7cXMcQ1mu4uGCLAvhNsoiv38ldVRETmwQX2tGP9Ifsi/E0D/4JpWNmDD9Qlz5v0Ut6uhz0RAizCrMdto65KItEG1Lcdoq1//1E9JZTj9H6ZzNRAFXX1AsTDt3ylegzfWdYQYE7Cp/yGSYcuGqwGnbe8GgTi+Fbq8yRYVanA50y1RF1t1fPD8aISaMrGKNLrwisTPlxPGjYwTyHbIDRW9N1t85L9GDl10BOh4BkUzzkeK0tVTmeDGDw/VfXhTKq682WLRlRh3keVlDY3vBLx7WryzDgELFzmImkKreizVJfxivyU5bhhkQSotzg4tH8CKibbG8zzAeIRYDSS/j7Aya0roRqKnVbtvOjuLrI/LXmSnYVU2FoVRnR1ScNXR8ALmeHhUQQUQybaPxCHrYPkmphdRA6CTo4m85hEXATF2IrD/HVOQ4bUllt6kXsguRuU748k8Iod2zSkbaqp24fhsjDRADzmMfKGRZmWtesWumX+yS4xE2PzxSMPxYgKF0aRGRdrb6jy+FnLZdXgpBv6Cdtko7yMhD3IhBQaFbWkhKSztsSilEplzAFzh6VKYv1kXP9HJzWgoFBTPrXCiXIBDsa0MYsInPLWbzwCUPtvLQ3YfT1iG3IuKLIoUumUJSVrfwE+CR9PsoIxxJYJEDhcKxM+XEVfrFk/D/XQ5y42dUzkO6o6JO22BkiBP2oSMnI9xSDgwIOMorW+zO5oouRKbvEarducyiLTP6cJ3oQ2MxhABIDSgeQRXKrjVMKKsyb3dLIqzsrU97fpBmmH4SDP8eoNM2I6D6l16jl+KFWU5beJ7vdMwsR25sgdHQCHgeVFdH8ZUGWdbZ66wS5yMRQXV1AvGsQlu9OW0FfFcrEHHdAlqU9jz9X/b2gqDc/IcCsm1d6M2M+fEIsmSjbZA/C2S9DCvJaKszbcOXZtnXqmwHboDr5ouggC9QD7PTtqc7FI+LCtz+Sw2RI9rCc4e8GjVTWUL3pzDgYOgefD2ScMkL4wgKxQO0eT2h89WAEQ6B9UjB8KWCNrdHD9GFKsmtqt29BmLCjFSZ7pFpOErHLkQR/nBd4f9VPtE222nrVPlDJsOUC0tpQbHDy4+LysYhD6kKiLaWcuEor08ncLUgoaCIEBNmKNI6yis5MmYwBKMbhC88loOoSBuNoyHfSRkpRObHI1iReISRIYDa5CImTMhhENhHO/rlReC0re7rKYu2zKiDItXZe2EQ8QiwbSAnZ1CYJihdxRfrMG/Qv2hViXDDMCOG4BwaqNPW84fSBy5QwwjFv7xVOTZAvtPWizptKZ2G6umCqK0DAMiO9t7XGRSQ8tdZVCgebmwbZFkQ2dm1YaatW8Bpi/xM2+x4BFJakI5srwkUyBon19FuVT8egaQsOdJWu0f9fSi9UKzs02mrokXGsiMvdCyEjEQ5kJ+dnlcYwReoh1MIVakefTwIRa+ZOus2X2AmqQY2ooUZMXikQiFxKJ22tp+FGIi2hZxR7V4ydL4aQjtt077gEzit2rweOEoP0S1FNEhJGyYMmDAiVaaTyg6LnmVjQOjhuFmPWeUaBuwpf1+L8gkeDFPtBIJKu5dfmDUbV0mkKyDappUDl2Tkpc6S9jfwid027G0pBUkSBIKZE49QrMBjOQkiCfRogfL0YTLrfiiIsgk/gwozdAOEnwse9KGEkROP4Ch/1MgwHKvRjksSMWFAkqz6uAkWbZlRBRHp4aUlirY00Exb28rPGTRjIKt64xGCoasZ0aC6OyeGqTaItGhLUg5IMCPPzRMUVbHihZalXwzFYkBOPEJQhEzU1AKxmI5KKLZO6el2+zerQhhV88JGpZNamMwSbUOBUvn5r9kEL9qQKfITiIRBRjnZth49ERGpC+xj2/YFdMPPk/VKd9oaJsh1dQxDEAkQtqc3sl+auVHHs2HqdufGIxTCF6gHla1cqHVE8D5eVXB/UbIHIhbzLYPF4hFUAc3WjyEa5jgHZnjJDNkXQ/oQGYgKQWX43HU5ykNSWqjxRVTDLwJmKUcX3REGAEK71+OLrWbBiIVcUsqGKUzEhBlWmQaiRc+yMf0CO8ZQxCNA+kXWjKovnMIw5cJWHmLCRIeX7HVIuEteReIRUsqGSx6SSl8/JSm81rMSy9Prhr0tpeBRltPWf6lqKRcKNPTxCH6mrQERyZQdDDrTNnipH+1vpZ/fWzAeQWXydUu5FlQDNrk6nx1D74oe7QQvVxXAmbYMM6woqV09BSr55iGELpoyANcc2VZ+bq5pgoLiNlUIKRUZZssVvRmmnwROWwzQoR+4I/2+QxQTFJF5MaQdmBQVbTvateCXSEDU1kK2thQXkQs6bavj3KdUEuS5ENnxCAHFXK/hdubEIwh/Pzl2Sc7iMDNYiIywWKLTVph+hIPraVE8+C30mWmbNVzPdaNF6Aw/kzc3HqHQ+v1tLbdo661eieRf74f1wr+izZYSKp3WUR0AVJHieQXdtIbQzulB5EAz1Y9HQUahGNIHX4c8eH4OI4HyXL3dMh3JmDWEAUUUihGGX3xG+ueOgChJ+ExJB6Yfj+CSDLNks4ueZaPda9HhuOXKHgyG+RqifIIHw1Q7DrmoMeKwVUYYLYRLFXLaSkcPsZYOpO/uT0oLq+3iL9UrSTAs3IQBz4+0CUYyDPXLIFu5END9c7muF8of7QEAENH+VpICEUULkQG+zEuZa9cI6U9t6Yu2RCNGaK5WXOWF9g+ryjPiWbRlRheezhcsqRDZIDJtybHzisMEuYhkV+mbmuwHakLVuO0YZsSg9I3fQGNVKBhKnx2PUES0VZaVcZoKEcm0DTJshRAQNbVQyR5QsvCQwcw6MyImvOo49ymV0sJlgYJjhU2r/os2ICOeBzfhgdPWcSKZtrpoWAHnaK6QS1Tayz4gUyzNL2bmj13oU7PNHh1NrhPNRvfF+Wwht2j2cOA4LqMQqqw0rH8ugdzYAvvV/8BbvTLTDtsGPE87bYGiebpF4xFIDXsGLzO86HgEPxZgCKMwtNNWIgYDBkTeQ1ZSWpGMWQMCMnTaKhj+91Q4gJbgyN4f1CQp2Mr1M221gzYYRtmZVfQsm0C0zRYJypWX6ClftIXBmbbMZoOtXNQZce1mLVKMLMguDbJZh5OUH5US9A9BXMIae1NVDrvWTlv9AsxVevSYq/yiTEMcZ6RHLhh+jEz5M20FRKS/DYquZTtthT8KIygYWc6ohqFE+oU144LjEcqB5wv6AKo+07ZAYBzDlI738SrItlZACMS320EXxvEhIngfLkds5nY671VKeKs+RGyb7fMz+npBblgPb90n+R/krNN9/12o7i794BsrtRAZFXQH5a1TCMRnbgejaazeNtvOj2AwTS2suDaA+lI3b/jIfsAXgCogZHhrVkNu2qi3d9tPwWgcU3RxJCW8j1Ygtu2nCh5P1d0Fd+UHABHM5skwpm6pm9HWCjIMmBMmDX6bqgjV1QmVSiI2dYt+f5eI4L7/jh7yHoshvtOuEObo6p7dVSsRm7oFRE1Ngb7Bg7dqZV7foHq64X64POJgNCdPRWzalpXYhIzTthfRNnc73ffeDkVDmezRgmLCP7aGCbJt2K+/En7fnDAJsekzANvK6mNynLabNmbcujW1UF0dcN54FSKr/w2gVDKnEJl2nmavM1x38xTEttiq4HZF+vo++oZw3a4Lb80qxLfZPjI96BvkhvV6G3L7D1L5/SvgayM5mbbhZzoywFv5gRYPs7fXTofbq4jgpi3I9k2IiC2lXjf8ZQZFw8jz/AJpmbapVBLuivcBpWBOmIjY9JnBSkKRWW3coF/+hbEVAhDa7arSKcS320GLtoWUYEMAnv/C0bHhrfsE8Rnb6uUWOmemTAv7JW/9WsiW/OGasmUdvI/1OSjXrUH6n0uQ2G0PANr1TdKDqKsLC4vp7UzBXfFeeC7I9evCfZC3rzwP3vq1gJ/DzIwuJEkYgft1AA+RjvKwyt6AT9X1fv0MCoqZwtBFz3IesnMzZnXfEnXa6ugCD4CAASDdx4OadvdKxPx4hKBgyVhEi55lY8CArVzUGJnreG4184FARPCgoygEMsKLUeoLp1EAEeG99FpsXzc1jMlgRj+28lBrJJCWDrqlhakF5vGgIEkLcQ55qBMFRvEMgg4viR5pYauaiXmfBSKtB+30TUkbHkl0e2lscDsxvaa6nnmk77QNXkRJKP2/w+DeTEtXv0ATpY10KAVJFMYj6MKPmeuQ58cjZN9rBv9WRGH2+EhwrQbHKi5MOOSNiDYPFWnlYLW1ETvWD/yZ0FauPwKHqvLlSjajSxVghh3r+WfhLn8XIh6HOPp4JHadFX5G3V2wXvgn6hoaEZu6BeTGFlgv/BMNk6dClPDAH2C/+h/YL70A5FQSF6ah17nLZ0Cug9TfH9diBgBzy+l9LlcIQ79dkfnii/3ma7CffzazTlKoP/wY1Oz1OZ1n6Tj5TttYDCRdqHQaxtjxJW/fcKEdxf4FyzB1ZmYO1r//BXfZW/p4Hvnl8KG9EGrTRn08J02GGDsu73P3w/eReuwvgOchvstuqD/uqwAAe+nLMOMJ1M05tBybVTW4778Db90axI75Sr+/S+k00kseh2rfBNHQiMYJkyonTA4B5Hmw/vk0avc9CPHtdwR1dUb7hpZ1sJ5/Nq9v8FZ+gPRjD4MCd6XnIrHHZxE7+vjKbEeWaEu+syz3c+u5v6N27/0R/9ROoO4upJ9+TDtjhaFvJxuagMYGAICoq4NsWY/Uow/rBSgPsa23RePXz9AibdDHECJOW9nelokUiMcBKZF+9uniDVcy7MtEbR3khpbMOsOFekjstgdiX5pXcBGRvv6o/0Li07v3sbcAuW4NrP97Bua0LWFkiXXuiveRevwv2ihbIBpB1NYBiZrCC812z2RpIKKmBqpV90kgFQ7lF/UNkGvXILVubfgVu3EsnJ5OGLW1me83NBRfZ277/BcN5Nj+yzBftfWFUm/1SqQeexhwHMS33xGNXz3db6//QFFXD/uNVwEQRGNT1nJjsP7zfwCA+sOPLvxyEPDdq/qFo/fxGlgv/BOxrbaGMGN63z72l4xoKz0kdtsTsS/pfsn+z3Nw3nwt3D+ZfUkwJjRDxOMwp20F7+OP4H28KutzCWPCJC2O+25gb/VKpB/7SyT6QCSix1MIQ583SsJ67h8wt9kO2HJmSfu5mvjlL3+Ja6+9FuvXr8esWbNwyy23YO+99y4471133YX58+dHptXU1MAqcM0dLegogMDh1H/RdoW1Hk+3v44tp05EvVn8PLSDLETfpWXluGQLZ8yKLKetgClMpJWDhDChQEhT7yMPghzdGhH3RVuVVRQpiYQRz/tOkGmbLRrJMjiigorvhj8QWEG7rhKbkWjbLdN4uv0N1BsJbF3bXOnmMMOAdhfqDOoeUFGnbVBcS5GCqzzUGeUVbd9OrsZ76bX4xtQv5H2W8gsUer4zPxBxFQgtTkcVirYqLEQWjCYICnYNdTyCpZzQaVuuTFZJMrwnFxCRwo8eyYg4m0GEL/OA/Iz0asQlCUVatNW/8+pv81DxYtdyvNT9AWbUNqN2gOe6RQ5MIaAIkSKC1QiLtsygINeGaBwDSqfyhqCSbfnDR/0OOchW7GcBH9XVCVHfADNHxPJWfZhZlj+s1JgwCUYBAbEgwXDaQh2eUkA8gdjWM8N1qbQuMkZWGvBciNwH/HhCZ9oWGaZccaREqHKYBpSd3zmRZUE0NIKsdKSyeSHI8/whwkWGyjoOAAqXl72O4at5PnyQ64LS6b5nLIT0QJ4LY9JkqLZW7Y4cRZBjZ1yJ8H87nhtGdJDjgDw3r/ASOQ5IKcR8F6G3dk3Boe7DBvXhtFXK3w5/u1wH5NgwpkyDUVcPBcA04xC+0GA0NMLYJuOOVZ0dUJ0dOuvVdTMxCqYRKXJI6XQYKSCEQGzrbUrehNx1Bsj1a6Gs4r9fSqcgxjRl2lYC+pjnZLcC2qlJFB7XXMyibvVMIbLceASRqEFsm+3yvmE0jom4goNjYE6cELl9L77OAsTi+jdsWTmxM8H1SOnYhIZGkJcTSwPtFi+EudXWAABv7cdw338XorFRF6PLJSuPnVzH38dSC7HS8/et/k3IjS1Q7Zv85hFkWyvEmCaYzVOKbp6Ix4seGwgjczxdneFedF5Au4JJgdJpqI42mJR/jKqd++67DwsXLsRtt92GffbZBzfddBPmzp2L9957D5MnTy74naamJrz33nvh3/0ZXTTSICJIP09QCD3clYj6tc3ameYgqexeRVtHuWFuoSkM2DmCa0+BjFkB7aZVvkAREwbS0kHCH2qdlr1fUwJ3b3Y8gqUc2MpFSloFnbaxIB4hCE8hKks8QiC0GH6mrav0cOzEZvQ455AHj+SIEFiY8uCS5xeS0mdUMdE2cJ4PlfDokMRGpwuuyuRmBySljXiWEz+lbBB0RMtauw0o3as0LOiXayKrWKML5buUXQztuZUORFu/n+zv9aIQXlamrRDReASJ/EJkgJ9r68fmADQiinp5oUPaHJaicdVKWjl4qfsDtHtJdHop1CYGJtrayvNd38X7lWph83k1ywwNnvQfmimvoA65jn64C1w4SobV1/uD6umOVBePriT3Ab4fCzaE71YqcCOdW5TGMEDJbv1RIGjm5DAGw49VT3c/GjGMZG2nMMyIcy/Ec0NnV5+FynxhomhWoePoZyfTjAhtZFujMt+QHGfAgiJJGckdHXWirW35/YH+TWnBNkukdfXfyPnN5WZ6CsMonvM5HPgvnYr2G1LqYmP+dpHr6mgCs7QhnKKmFmRbesSAkrrgFQAYJlTKf2kkZcFM7UFjGEAvv19yndL7huA70ovsj3B6Hy+EiqLvsP2FVPDVTzDk30r58Qg5GbzBv4X2wmWmZ2Xw9rb4pnHwWtZCbWrNCPfZhHnsMixoFhTA1O3JynZLJHTmsW0Dtg1KJvNfOPaHLKdtScXFDAOktFhc8JozArjhhhtw5plnYv78+dhll11w2223ob6+HnfccUfR7wghMHXq1PC/KVOKi+QjHYIWbfWQfQFFFHE5lUJa2kgqq8+HpuzCW4VcWl1FMmYjTlsYodM2+HdvOORBkgxFBoIWcnv8/Nxc8Ua3zQgLhgG6SeXI2MwuqGP4brKBOJtHMo7SQ4I3V7Fic8QlCUmZAoTdvThtFfQLkqEQ4FzykFI2OmUq77MumUKtEdeZtuQiLbVxpd5IYKW1oXix2ArhQQH+qAUVRsjoPmoo3ZtEOmPcDPLF/ciXwSKzRFsDItLfFipEFn7mO211Ec3q71OCc0FH4pQvXmKk8W5yDdY57bCVgw5v4M/Mjh+PEBMGO22Z0Q1JGT6w5om2juO7MXXHqYdIUr8etsl1w5zPfDKuK8o8JZfe+DDTtpBomzMtFtd5udAuN/JcGLHCQrLq6Sq9DcNIpEiMaerMzNx5AmGGkO+Oy0VJ7fQqMp8Kfg9+IaDghoXs9KjMNQyd5QMhUixKhK7u0QLZdujKAxA6iyOO1Cwnbvg9x472F4ahxd1KIXt32obO81CMdnQfWUh4K0QiAXJsyNYNIKUg/O8J0wzd6uQ6gPSK9ImDwDDz+vAAkl7U+VvqMXA9vT9yz4vBvLTJflFXoWcg7QgR+piEwmX2tS2rYVTk370tv6ERqnUDqLGpoOAfRvsopX9j2S9HpQQo6zoYrwF1d0Ilu/ULB9eBqBtb8rbmrTsr0zbvuBb+AqAUVNumSC7zSMFxHLzyyitYtGhROM0wDBx66KF44YUXin6vp6cHM2bMgFIKe+65J6688krsuuuuRee3bRt21kuTri59H6GUghpA0cOBoPxCi/1dn6t8Z63/fwoEV3owjNLvx1LSRtKz0eWmoBLF128rV59epKue29KNtLfN7dau08h5B1jSgSKCICAG7bRtjjfBhYSVs4xcLM+FVAqmf88pCEh5DnqMtC56BjPv3DZhwFOednYRwSABR/W+HqD4MXCU5ztrPX87dOEcpXQhNWWU7zfiKv0iKl6lebGO9OAqqbe7zOfGQM+BkYSjPJjCgFnBSA1buYgLs2AWc/YxSCsHdUYCjueGsSAxmGh3uwseI1d6IKXjEYK+oZzb60gXKc9Gu5PEBDM6YqnTTSKOGFxSSHk2UtKGIKDRqEWb24M2pxvj4/mjnADd/+WOMAiKTNUUiF8pB56UECQgSEApQtqzIRUhDhO2tIfsPHCVB09JLdqSgAcFR7ow+3G9KIRHnhZt/XtDT0lIKdElU9jkdOuXdv61I4T0780gAYKAW0If3RvB73Ww9NYPZc4F/X5+KPrBaiR733ok8e+u9xCDAY8U2p0kVO3A9oElHRik+4cezwr35XBeC0pdB4u2zOCQvsuogHOTHFs/1AU/xsBN2I8nbe1qdXXGYaHPw38M4AG+l0JkulPPCiyPxUIHrY5HKFTxHIBpQnW097Mhw0R2PIJh6CHrWUNSyC8WA2FoPbyveAQptSBVTIBJpwHT1KKDlBmXpW0PXNysYnQRuoGKtlI/DFa7W3ug+PEIcH2HnuuLgFmOVD3EO8eRadlRwbPCTlsiv/8iCl9GRVBKC9KhGO3q/qVQLmkBguMvWzfq30QYj5ARbeFoIXhQbslCmHrfUnbRsgDXCx3DRCg9HsE/prl9iXK9AQuulPPFyg07J1AqFd22yMgPZK4x4cclirZC6LiddKrwb8fwlysDp23WPs7u5+E7bR0H1NMNIj0ixhjgMLJgm0JXbym/A8MASOnYlxEo2ra2tkJKmeeUnTJlCpYtW1bwOzvuuCPuuOMOfOYzn0FnZyeuu+467Lfffnj77bex1VaFC/1dddVVuOyyy/Kmb9y4cdiycJVS6Ozs1I6kEvssQDtVGru081MIAakUNiQ29Ets6OnsxJikQLuxCRuStUXnS3Z1YkIyhhpHYZwXQ0xItMRbdCyD8pDa1I1mlUCNnemfJ9gxxBwXE+04ah3CeBlHyjYw3okhoSQMSKyPry9azKvdasW4bhMNtgCEwgQ7hk20EWbCwZguA2MSJoSIXg9MZWCilcA4J4YaU2GiHYeSaWyQG3rdD8WOwfNd72FCrAHTayahqUugxtD7G0qgdcNGePEBRjMV4JXuFYgLE59pnFm2ZZaTdrsddR0K3aoTG5K978/+MtBzYCTxf53L0Jxowg59FP0bSpa0v4Ed67csWNArOAZr7Xa8nlqJQ8d9BinpYEyXQKNhQKgapKxubKD8Y9/h9mBMt4FaZaIttgl1NYRnO97G1jWTsE3d4Ec7OJ0pjEkJtJjrMaYuc+9BREC7jYkqjjpF6Dba0eMlMSGZwMREAtJJ4yNjDdyaCXnLXGe34+WeDzBn7KfRFMs8665It2C1vRGHjPv0oNtdiFSqExO64xgTE0gogTbRqvsWqoOjUuigjiE5DyzloKFTIGbosAJHETYkWlBnDO6eljosTLBiqLEVJrgxGI6D97yVWNLxBmzlol4B9QkBQ2RfG+KojwG1FAMRIWEobIgPrE/pkRb+2fk2Dhq7CxrNwRmTeuuHNjmdaOoy0BgzMMGNIym6sCFd3n6w2ujy0vhX5zs4cOwuaIrVocXpQHdbB7Yxx2KT1402asUGq6nvBRXA7PAwQcb8nHwP6+LrYQpjWK8F3d2lPfOzaMsMGCLKOG1NM39It6Pdc5l4BOUP6eyHaJvWAqko6GrNcrsNJB5BGH57Cg1zVpFliVhcO2xdVz9Io7BYIBI1UG2b+tGIYSQ3HiFwZwXis5QAacGGkO+cLrg86RUdIqustBadDBPw/ExTIj1Et5RhtSMMstNayC4kevX1Xf97EAYQj0F1dgxNIysE2XaYWwtAi7PZw+Z9ATfPaWulo5mefp5mOfKvBkRWIbI8Nz4QOs+zHcQA+vd7EAKydUM0HsGM6SxopcLiVyK3kNQgEYapBWbXBWqiN8/kuSAldZEpwyhdfJNFnLZOkQJbfbcy2udXOCZUBde8IB4hItr6jcu+3pEqKR4BAIyx4yDXr9XFv3IJ4xFU5rzxhVTluVFB3NTHVfV0hw7xQf12hMiMwiilH/fzd1UqWdk86mFk3333xb777hv+vd9++2HnnXfG7bffjiuuuKLgdxYtWoSFCxeGf3d1dWH69Olobm5GU9PAHkb6i1IKQgg0Nzf36yElKS102goJw4QAYCmJsZMmRASIvuiid7CWknDGxTB5XOGcYADYRG+jxyTYtQZ6XAIgMaF5IuJGDK/3fISVqQ5Mr5kIO6v9bWkXE+oMtKU9TKgzIFCDKWoyPCOGlGtDQmJc84SihUzW9qTQ5unvAoDrxPC6sR6fa2pCm+uG06MYmKImA0YMNoAOS8JpNDG5ufi2AYWPARFhlfsi6urHYGzjeHTYEmNiCcSEQJvjoWHSOEwuIAYNlA68hxoDmDyp97ZWiraUi03SRWxCHSaPKW8bB3oOjCRa5Guor23C5PGVOb4eSbS6NnYaW4vJjfltCFxnr4r3sZq6UT+xCYby0Oa4iCVqkZYCG4SFic2T8tyz0o6j3fVgSRuJCQ1orm/GWjeJKY1TMHns4Lc3jfewBklYY41IP5VWDtps7axv8xyo8TXosrrRbSpMqDXRmnYRG1+Xt71EhH+0vo837PXYtn4GDhk3I/zs35tWYa2ZLJqbPliWd7ahTblIJAS6PA/G+Dq0SZ0XnaonjBPjhuQ86PB60G57aPRF2h4lMW7SBIyNNQxquS5MdCQlxtYa6LAVxtcaQFMNVtpdmJYYh7GiDm7OqLe2tAuKJfyijgQTCpOaJxV9gdcbltWKNqn34+TawR2z3vqhnjRhk+OgoVagzXIgJtSU5bddzWxIrsZ6Lw1jfC0m101GS9JCi2NhTO1YdNuETQ3OgM4TIkKH7cFWhIQh4CiJMZPGodGsHdZrQW1t8RfV2bBoywwc5bsDhaEdpjlFmMixw2JVgD88v99O25QWdorFIyDzkKwfk8sTj5Dr5kI8rl2/tuUX6ymynngCqrsL5LoQxXJ4KwRlF4EzTe3Ocp1wmDUFQ/RjcS20On04GoNM22KFyGxLu2wNAyS1uBCKvKMx09a2QiEb/R0e43la0DEERDwB6uoYkjZWCnJ0PEJw3IPh9pF4BM/NcyqTlQojAgD4vyX/d1ruTNdS8HOxRNF4BKWzTgNxagDOa1FTqx2cUoVO29Ct7jha/JZySDJtg+MgckVbP5sXhtEv0TYQbPPEeNfRbtH+ktXlVzTTFtDFyHq6IWpr9X7JEjCjLaOC/+wL0dAIUVsLo6HAg0wQjyA9XVDSy3p55roRQTx4uVE2975hhMdT9XWNCNYvgpeA1ZXpVwqTJk2CaZpoaWmJTG9pacHUqYULyuUSj8exxx574IMPPig6T01NDWpq8p1GhmEMq3gkhOj3OkkJkNAv0gwIKEEgo3/ulC6VhicUOmWq6PcUKWxwu1BjJgAhYBq6iI0UhJgAXkqugGkYSJjRey/SG6b7D/98iPvzmIYBRznwULy9LrzIdyclmvCh1YL302tBonhOdTyrHULoYcCl7JPcY5CUFrqkpXN5BaD8fW0KA0oQpChtuaWSIlcXZ6lS0dKDhAtZ8v7sLwM5B0YSST+TtVLb50kXTh/Hr10mscxdCw8KNiQ8IaEEwRAmEkYMlnKRJhdNOY5GKRQUFDyh4AoJR0gklQ1LOWXZXt1uiVavO7I8W3pw4aHRrAVJHf/QpdKIGyYgBIQAHCHz2rDWbsO7qU8QM0y83LMC+47dEfVmDYgIH9kbYZELEhiSKAspFCB0nqsSBBseFPTLN4s8CGNozgMXChIKpqHziUkpSDF4N6MH38whBAyhi48lyYYQQGOsiCjm96dxYeoRQVBQAogNoC1p6EKaSbLLss+K9UOeUOG5QAJD1g9WExvcTrTJnnDfpsgGhDbE1JhxtLidEEL028zjkYT091/MMJFSDlxkztPhuhaUuvzRfZSZocUf0g3Dd9pa0RxOcvxCZFnxCBS41EpEWWktDhcUKCj6AN/Ph3jRW6atUsiNR4DngdIp32lbeF3Cz6RUyZ5+tWU40ENa/W0yDP2Qny0qBfnDgTDTh9M2iEegIgIsWWnAMLTgpKR260np/3s0ira2FvUG4CIOX2gIAyIWh0omSx6CPhIgWzutVeis9d2XYTyC4zsGc0VbK3LuC8PQzsVKif7ZmbayUL+h+8RM/uwARVvbivZ7pqnzch07dNoOSSEypQq32R8xIQzTLyxYotPW86IZvz7kOKXn/EbIqLZ5L9aGGRHXOefkONoBDkSdtr7IE4lEyInd6XX5QiC21QyImgIPG757FUoBlqVjO4JzwiksiKuuTu3gH6xDXYiMQN0Px/RILUKWSCQwe/ZsLFmyJJymlMKSJUsibtrekFLizTffxLRp04aqmRVF1+XWeZOGECC/envJ3yeFHmkhJky0ecXvnXqkhZRyUOvHLugiNroQ14fWenyYXo/J8fy8ZiF0sZtCv3xDGJCk4PZSzMVS0f7LFAZqjQQ6vVTJRgFDDLzITYeXgqUcdCtLiwrhvjb87S9v5l5a2ejyyhe3UG5cklyIbIB4JOEoD+29nGdDjU0uHOXB6+WcW5Fejy6ZgoSCrVx4pKD8QmQJYcIhD0mVf02R/vkB6LiUtHTgkIcuVZ7fs61cGDDQ4nREru0pZcNVEnG/uGG3SiMprbBIoY4ByL+3eq1nJbplGtvWTUGL24G3UqsBAG1eD9q8HkioISs0FfQbht8/WsqBhEJMmLBp6J4/XJLhsTT8DPRyFFP0SIWinfALkfVV2BJAWKBS+AXZBtqWtHKQUjaScmhHFLnk6eut0Fcfu8DvarSx0t6AtHLCQmE9Xua41hpxJKWNpOr/fnd90daELkTmkeyzMGklYdGWGTDkxx2E8Qj+8N3wc8fPLs2OR1CqX2YbSqf9t5RFboxzhdr+PpBm5fNFl4vos3Us7hdFS4N6eooKJiJRo91q1ZhJ6nmZh3nTzBdopKeFACF80bYvp630nbb6+KqebthvvKpjM5TKCG7+sOugyjmkqhqnrbPsbci21kEvh6TUDkiivgu4FcLz/BcghnZ1u04YwzEaINvS55n/myLffRkUqyM/MiNbzCciLQ5mn2uGHh5PXmUe1jJudfLzbXPwX2QFouZA8nczom3WUHrT9OMkHL0P+5GTW/J6/T6hUHEpHY+gX+iIEl7ohN/zhfg8Md5x+h0hkvlyTm5spYjFQMnuqGu4UJG0vHiEMqw7iEeQUjttVabfIc/NiMgBiRqotlaotlaI+CCLZAihR9AQ+eJ7iaLtCMyzDVi4cCF+85vf4Pe//z3effddnH322Ugmk5g/fz4A4NRTT40UKrv88svx5JNP4sMPP8Srr76Kr3/961i1ahXOOOOMSm1Cv2hzu/HYplehShQDJSktigZOW1C/RFtLuXCVRINRgw4vWTT7ucNLwsoWbYUBSQSXJF7t/hAuybxiPgDCNhVaqikMSFCvD76O/5CczZT4WKxxNiEhShuwKCAKVmT/2G7Fk21Le8277vSSsMlFUlrwgtEe/r6WoF4F5/5CREhLB0lp9esYDicO6UJkxcSVjW4XHm97reQM8cHQ4SXxt00vV+2+ysVRHiQpdHqp8Px+qu11rHeGrxaHo7xeRfcuL4UPrRZMjDfBIwlLOXDJg/RfViSMOFzlFaz0HpwfJgQc8pBWDlwl0VmmlxA2uagzE+iSaVhZwmZaOfBIIi5iiAkTm9xuOOQh5hfzIwC2f57aysX/bHgOv1v3NF7q/gDj442ICRM1IoYXu5bDJYkNbieS0tLFyNTQPC9JUv77ZQECwVIuBARMYcIaonUC8EV4qTNEhQFF1K8XT//seAcfWfkZrpJkKGoJISCh0OUVN1lpSBf1CgRkIkgM7FwO+s0eObQvvDxS4ctCAwasKhYZy0FK2ljvdMChzDnfIZMw/aNda8RhKQcdXrK3xRTEVTI8/jFh+v1N9YrgLNoyAydwzgpDZ+TlODcpndYCiy/kkp+Z2r94hHQvs4vyPMAXctpS1Gkb5AJSOg3V3VkkYxc6xsHzqrOQlOeFIpAwTL+ITaazJ88/PoEw4/YhzOQ4beX6tXBef1kPg/cL0AkzpgscSZUZHq+KRyoMN/Zr/4G3+qPBL8jztyuIjOgvQSEyoeMR4LqZvMxRgLIt/XsJhJsg4iAQN610vmDoF1mKxCMII+oqHG4oy2lbLB6BlC6gBgysMF1Njd5PWS+rQre642jBdADDgPrEMDIvV3LIjUeAXdpNonYFq3xnvTvATFuBrEzb/n+9nIjgRV6yR0cEIcv9G16PBKLZx2VqtGGEv8FA4A8c/lpEju5bkUhAdbZDdbYDgy1gJ4J1S5BjleaYFkLH5ZS7eN4wceKJJ+K6667DpZdeit133x1Lly7F448/HhYnW716NdatWxfO397ejjPPPBM777wzjjzySHR1deH555/HLrvsUqlN6BctTieWp9eV/PAiSUuiInAr9fMhPKVsuOSh3qyBpZyiTpcOmYJDXiiUmhBQUEgpGyusFoyL1Rf8npHreM/ChHba9uZm65GWLvqVRcKIYWp8HCYnSssbFhAFRcaPrA34d/f7+Ngu/vK4Q6ZgKRdJaUNRxmmrrwEEp4wCS+BirWbHkUtasC0mZq1z2rEs9cmwtH+904EP0uuHXKgpF5ZydeSAcpFUNtLKwVup1VjndAxrGxwqLrq3eT2wlINxfvSBRa4v8GZiQSSoiGgrIf2+yFEeUsqGRxLdZTo+tnRRbyTyRKK071I1fMdej7RC5y2g7w0sqX+PnV4KbydX4730WkiSmBhrBABMTozDKrsVy1Nrsc5uR0raffZNg8ElT3t0/JdagbvW9Is6lvrSrr9YytWOXgROW1Wyu5WIsDS5Emvs/NoxMkvM1P2tQruX7PXFGvkvvgyIQbt+08qGrVx0eENruMl+SWcKo6pFxnLQ4nagR1poNGrQIfU51+b2IOG72BMiDps8dA5gv3ukvfmGEPpeAKpsfcVQwJm2zMAJXGeB09bVgkKQh0jpVFTcUEo7gvoTj5BKoq+3ZPp/KNOWgWxH3mKjRW7CXMB0SguyBTN2M/NVo9OWpJfl3DP0kPw8p61fiMww+sy0pZxMW/JcLSrZduhgFrHaiNOWPD8eoQoKkZHrQnV3l8UBRq6fM6pUmOHcr+8rmTk28Xik4N2oIKkvtBQ6bbXIHQyZDoWnbKet6ztKs1+QBEP4KyX6+30eFStEFnzu/6aUY/dbpxOG4Tv9s18axXw3t923A36gGKZ+uVLAaatfwsjQOU+OVVIxOHLsgu5dct0BDtMXWbuzCpy2VjrjNhW5LxH9a8gA4xF6I4z2kVK/+KDMyyJy3bzjIhIJKMvSL4YKxS30Z92GH83gjy4oyTEdOI8rkUNdJhYsWIAFCxYU/OyZZ56J/H3jjTfixhtvHIZWDQ02ebDIhaXcgs7VXCLxCL5rS/bjwTetHLgkMcasC4dAFlpvp5cEkHlhFbi0PrHb0O2l0RwvLKAGwkAhr61ZQjxCl5cKxZdsJsQbS9xCLRx7yN8nm9werLE34dWeD7F1bXPB77a53bCVPh627/oNznABUdaHdptcf39IpKSNRnNw/cVQ4CoPHlTE6ZiNo1yklR4uW8rvdzCklI20L36OxeAKKQ0HDrmQJCGBcOh4UloFh+4PZRtc5RV92dDju7xjwgx/37Uit2YJFRz6LgNjkNCOzqBvSUkbLsmC53GpBOdFvVGDLplGh5fEtMR4AEBa2v5LK+E79pTvvNXrM2Eg5b9EsHxX7haJ8agxMve3tUYcRAovdn8AAqHGiEGW+aVMNq7yYEC7XYkofMlhYHAxAX2RVpl9ZaB/L/m6pYVOPy4mF4nseAQde9Dm9YQRFYUhHY8gBBT6H+2T2zYJhTZvaJ//s0dsGMJAepSLtuudDnik86Lb3G5dPMxLIu6L8Yb/8rJjAJEvLnmQRDBhaNMUgvuM6oSdtqMQ+41XyzLku0+UzAyn9wvlZAsKKp2KPEwiiFPoh2hLvQikeUVpBvQMLyKRDuF6izxcU0+XdgwVc9pCt0n2dA2kMUOL52WGzRqm74DLckbnZtr2NbRbKV+A9W8oXF+0tdL6u37uZihkh4XIBuhGLTNkW4BtlUm0dTMvMQYaj+CjRRACjSanbToq2gb5ySp02tr5LxEKFNwSvmhbMadtcIyLZdpKCVKkxdXASWwOxFEqgOwb5qDQleMMKHKhJHpz2vr9hBACInDOl3AOkx/lkBt7AXegmbbIiOUVjkcQsXg4oiB0thYqkpb9b0Xl0Gz9Bggt5Oe+8CjotK3RL+EcZ/BuV2GE0QwoNR6ByrjdzJBjK9cXCUvra7yseAQh/HiEfgwxDQSVBrMGbpGsSgBodbsjPyMdD6Dwsd0Km9wwNiEXQxjw/NzCvM98d5XTy8vWLpkOhzkPFAEBr8C9ZovTgZgw8HrPR9jkFn7Yb3E6UWvEIX3xifzhnAHlHB6rs0a1OFWtTlvHdwEWi7QIxLpS8iwHS1o6SEsHKVmd+yoX2z++jvLQI210eCkkpT2sbj3dBln0+OlM0MzLGVu5BaIUBHoKRB5ooVG75tLKRdrvWzySSA/yGGlXHoV9QbazT58r+lofDLN2s+IRTGGEWaeWHw9QqE+ZnBiL5em1+MTehKZY/ZA6bW3yfKFK94HBbyB4kVXurOyAlHLCF2jBuksViDtlEilZODfWy3HauiSRlFavTlsB/dLRgOGP3Bi4WN3lpWBAoMMtHvFTDrLPBRMCdpX20+XiE7sNAgbiIoZOL4Wk72iuyRHj2wYSj+DnKwfXUwGB1iLX4WqARdtRiPvOG5Dr1g75esK4A+EXm5JeJOtQRxtQ6Dwk6YuC/ejLVHdXcYGUkPVA7DubBkKhm/UiHa5s26QfjosJyQCQiEO15Q/dqDQUiUfwH7yzBaBgyLowwgrhvTpigwzS0Gmrjz/ZthbflNK/C71GwHUyDkspC4rlwwmlU+VztPqFmrKHKferLVLfaGYzmuIRKJ3S4o4fuRGK3HbUaauy41V84T83HqEanLbwc5vzP5eZ0QWeq53EAxAnjYmTYIydEP4dVMTVTvaheRAV/pD73PxZAFExPXTO932jSI6j91P295XUjvsBxSOIHGG0gkpgLAZyPT8iKGhX9vVIIDsegQKHdhkJHP7hqAcA5Hr5+zauC2SS6wDxXl44lkIw1FypglEMhTDGT4AxsbCLkKk+bNKibanFaFQYjxAUB+tfPEJaOSAACRGDS7LgsGdAC5zZwmxQiGuj24lskScXw48mMHKznoHQXVNMGNFF0tJ9uLX6JmhDNi5JtHndmBIfh3aZxD873saLXcux0ekM55H+9jWYtfD8faOynLbZYks5sP2hyy5JpPpR2EWRwjvJjwc8pLrF6cBGtzSzg0UuqJccYpt0AapgmGunlyyYgTkQcrczrWykeon0qDYc30mtf0tpdHpJJJU1ZMJgwTYoTxcY89dJRHg3tSYUo3pUGsG1lEBISzuvaFlcGGiX+ffIeoi8Fh4DB7SCdtKnB1CoKJuMwKPPvg434+xLSiu8+seEAekLvKbf58T89gD69xtEnOTS+P/Z+/Og29K6vB++7nuttfd+5jP0OadHQBAQJIKBQCh//jRVGCq+aqGpkiQaDFGrIqImraVQRhG0JJYJhWVE3qAkRmPkRY1BQVFbUcCGbrppaLDnPkOf0+eZnz2v6R7eP+5hDXvteT/DOdwf60g/e1jzsNd1X9/rSxvoiwRtHmLDWwbXjePybCYHC8kgTiVTMStQ2znJibbzNDi0+3OIQ7jPY7utKFGVGZMKpSbXvOoeIfS+B0zVqyzE6VRhYhQomS3aJ0+bh1jy6oikGjSKRYpH+lcX/rsvv60ooYgPMX/4OPlS7wo+234cl6JtrHh11KiPWKTYSVtIJLNOW0C51LdmiHgx8QiePnIatDbTdI4KJ9rehKgH5SNwMmoBg5h4hJzT1jaiqopHmFBclVJC9rqjBVJzYzfNXmYpua3sAi8Gp+X5EAf7QJqCjHjwJbU6xMHekTRBmArOig81hBQziBlDlmnrjXU0SsGzZmTQbrw0sSXDkvOCYCXTVL3GefG4OCaUIziF6M0vjkqmzrmZ81YrviN6x9fdd5FIKSHDPkhQsy5OmW9AJkQ22JMf9ElNSX7uNkWPN9PWCrVD4hFspq12rIo4yg1cTA5dXQM9fWbgdZnE6rpaIT4shNI1wc43L5JTqtZzEuE8jQfEeOjs7NkbkZ2QTFuz/Gagq1i5mWm2A8u5OKFZRqG6f0mpBkWlBFgycHzkt/XM291OgGSDEvnqjRHQjdOgq2vzzddxZCSS2XL8SRCQVoSYpRFZXyTqdNGur6oH8lRy7KWdomir59XjMVbo8AZ7VHeFrhJJDMNKkE2TtHnKqoGsMU5e1GyzPkKRYMmr4ay/ik+2H8Hv7XwaX+xftp/p8BChSLDqNcCkyu81+cGAclr1F+goTSQDN87EKYTIrbSFe5pfxHbaGv/hCj7ZegT3t5+Y6LPGWTxsUCHmxmmrfk98sXcZf37whZmWq8xO2sZfNr9oM2A7PEIs0qkE7uMkFkxnOFL0eIQD1kNfu4WPbBlkCpZzSndFhL88+AIuRVsAlIPVnKs+oeiKyGbaGgLiVzrTmRbuTNl4j0cItPN1XmHdNEPzQOETir1cGXybh/Ya4RMPac71CQAe8QrxCMMGmQghuBBsgEmOJVpTVQA5wVpIgY/sfQ5/2/r7udYFABLJtVipf6wANuZGXatm0xEOWA8f338IF4cMlHR4CL8gP1XnfVehohHSyntEMdMWEFJFS9RGDLhRQsClctrOcu8yCCnQ4xFWaF272CM8Hj6LP977HK4mizVxpSJrjOkRilimJ09vmJNQJPjI7v34ve1P42qyjw1/GTXiI5HMNiWr5e7JNRLY6IRpUAMxWeVKgwY4YN1DiySZFyfa3mRIoUvej6L83LjOKNHl9lyVZgKqbLLkAIIVNEZfENkzlxA//HkgjlVG7tAogrzbbbqs3Pw0hjciK0J8XzmbxjhtSa2mXJzR4YVZS84RfvqvIfqTu0SViFo85Qul0NopqpLpJ3A0alepSHMl7zrTNh+PYOfFUvWgb46boxhYGIEMQ7U8pW1ot+0UoqmKfhA263HqZeHFH6TwA8hWc+rpnEjSBDJlSrQ1zsskUY69NLUuW3he0alfEY8ASvRxeUzHjhRZdmnVdcMMSOgmaoij2Rylw2afJsq1fGjZoKTSaVtw1VY0MRyGNA3L8vvVOPrp9OIlARZTXbFICvEI+Yx1wKi2UubuT4s0B8c6VsSI6IKr6IoFHnMDGEd2nOhqCvcz8mYj5InKtZ1QtDUd24kVAKYrMQ1zzisMyapss74uicx+D+ZF3lHZq3k31TCGZdqqJmnVpczTkHUmz9bUCBANEuCWYB0vXLoN6/4Suixbf+UsS7FK62CSWyHSCD4+8dBeoGirOrsL5VSsKEEeRpeH6M8RE9BifXSHxGKUMcflMIdZX7vcjLCzn3axm7QXktHZ4VGhQ3yb9bWL8wZx2gpmS9I7PMJ22rLN/I6KWKiBAbMfE8HQ01ENALDPOvBpJoB2eWRjDww16qPDwwGBjUl1hnkgiLRjtUFrasBjiuO5ChUDo64jAfHRzjUsarF+IQqBS17I0PYJRSQSG+sx6mfAhr+MFy7dZs/xvGj7VLSFp8NNbCWzDY7kUZm2mchpfqLYnO8pIm7ybKVNHLDu0PO5zfoIcoYeAkwslO6nHSSSoVc6XqWUpUxb5eBVOcajnbZcN6KihGiH8fTXiUikSIRqppnoiJ+tuIlL0TYe6Dw99fRGzkumdr95UMs8GB9yY9PnMSKZ4Pb6abx46TYs0Rpq1EcimM64Ld6TfUKRSDb1dlCNC7PopDoNEIm00GTwJOF+bd9sGCfjEYi2WTwCycp3Y1P+rJyHBLDihmnUNA529Qri+z4N0WmpUs+RTluzMLlu3dOux5B4hIEpBYEt7x9Z8uz5SlRKDu9HkAz7YE89Ab6zNfmX2GDzn7zwYuITiBZtB8qayxiByrgn00SLtjrTFjLn6tI5ltZpO1uMwCIRUagiHaJ+YXRO9ntIn3gMfHOKiBHjCp11vUriOAkCiHZz+umcQJT4ylRZtnZvCzMYIzhkv6+uFX5QEG3V8SKK5xo5AZm2o0RbOyAhlFgdxwsVWGUcQ/T7M7l3J5xD9TnPmNVHiUczkXDUlEx2LVCMdLDZ2TOsw0Czr+NGibGElm21JYHWiraLjXQQUWivp7bqQcpKNy09c8tiIgr0PlBN5maMuXCcaELdcX3SrNQsHiE7tqdxK/V4ZL9JQSsfmJqsh0gqgXPw+zFWRoi2HtHxCEMeeSQwtNReNTJi8zttKxq0NXkPTDdcMtSIj0gk1unTYn2kkqNBa+CQOu83284+8dCfUOycBFOyToCphMguj9ET0cziX4f3h8ZilIlFCo/QoW6ovlANgUzmqHJmpQvJuFWCbWTF8zYPVZQEO/z83EVgmrcFxMMB62I7aYGCHqloqxpxCSR6WVLJ0OexzQJtpn14yBp49XiMJOcuBNR5EmuxN4/J0vaIp0Rbljlg53baCqYqCgiFTzx0WGhjjzoDTlteuNN7UEKoGQyraopYBQGxMQNSSnyu8yQOWBctHRMw1/pIXrhmqzJx1ZhMQILPWA25GR/ggHWHnm+diozwSYXSzbSloiZ4XLjHcOiBQ+RFW+0cHjFYR0Ds8192jZ5+vU3DuyVaA5McHR7hYrwNCTkyr3wWEsmsM5QSCi7lyEaaNyKhSJCKojDrgYJDYCdtwzSyM5jmf9NGBalzK5tWgwaIRYpWRfTKScD92r7Z4FyV5h6FqCG4zvPLDiMjAsoktk5LYTJPjcg35mFbpgn43i7Spx4H2OgoguwBXv89y/Nwhchmcwpz2MYzI7LT1AdzjVoOC65drdEUeaycD0Y+FJy2xRJo5aQdFY+gy3LtPk+0czJWTsoSIo6ty04OE72OEBlpp20SFwQomSg343RO20SXDc/mtFWCb+7vIIDodo7mPD5kZBwBjIHUauq80I5s+L6qDOj31DYLAjvoA5htisK5ZnJXZ2r2tgAKVQJVDQxzucYyipTbdtaGW2UIUcdsHB6i07bkvjevJUWnrZwk09ZUWvh+4fvSNO+aMeJBFkTbY+5uRalaH7MudtEkQMzy5QTbRffjiuPMpc6YGiysivYBQNfWFxJRQEyutGm2d1hRHY5joy9i8BGNgsqoVDiZc22RwoOvaZ41jBbvW8GjRn3sV3SBbrH+0OY9AsJmR1aRZdoOO/tUGS2XArtpG7tp2wo8IU+GzncaqM6CFrnt0GJ9EMjCPa5GfTBdagsosTqLjlDbMr8WPqEFsbPN+thN2yOdQkKKoYKP2ecUBJ0pRM6eFjJnEcaMg3hSUTUSKQLiIxlSFmzcvntMuWv3WQexbryVJxXVzqxEpEOFmy4P0eMxuiKyJdEA0BbVlXVMcntMTXI+GTemoc3CsfvTwEc0ZzOY3NIa8bGZNNHjEZa92twu1GkIdSMq45SOBUMsGXb0eRfJtOC07ekIiny8iSmV7vLidmfa4WpE/fy1ZdyxOW4bpJKDSyVsBsRDLBliqZqkxSK18zHzzjs8jfs2Eak+hyf/JWCctptpE4/0ruJ8sIFIpIVGaIDOo55CcEwEK+R8qzJxYgVmhtmeYS/Hu+jxGO0hjeJ6PB4YBJtEtGWSYy9tY8VrFI71Lo+wm7Z1tIOC6KzccVvZiLtAFrczalnK56dBVWSowT0Cgp2khevJAe6oncEB7+IL3Uv2s5Ocp6OIeGozWI2QuZ220GYL6M9yQjADx/njxNwnWYXRztcRSNMOZJg4lWw6Hjikdf2fNNyv7ZsMadw2RxWPIHLipkSWVZkkSgT0g0wMNJl740TbKIZoNZFefFI9EHsjnLZ5Z5OUU90IC+sx8FrFMurGM+phfDiEElsifVhIxnW+5eQRDJLx4gO2lBBJyWmrIXS8m86I8FaQiZXzSvR7SvjJPyB5HhBpcVTI4U7FI0T0e5nAVijLj5Vo25msKQaAbH0Jxgqt0f1/B/bs1eL3WTEeweS/yvDwIjaOChnH6lgJgiwLNY3VYAznEKHaD8QPimX0FcI/ACVeHqfTFrqqYFgjMv2/ar344srHPQ+y34cID1G0HdKITCZxFmdAKcDHN4NT4ixXsTJ5B7UWFmfOVhWmQckJwA+Um5hSFOIapASkvhuZBmXzDCwOQcYhpGnWx5m+xx52PELeaTujY9pxounxGEyKiXMujVCQFx+N8yeVHL+99Td4Irw+9PttljmvasTHQdobeHDe106l8oC5gES9wn2bJ8u0rT4vqC6lvr/zJH712sfw3qt/gg/v/B0A9TAugJGi8CRQUO3Ayu7pO2lrYJlqOn8zK+3vFC4Z5e3iEw+xFh+7PML/9/qf471X/wTvf/bj2B3S2Ovv+1fxoe1PV75nRD2feFOJAB0Woj+jaGtcar0x4j6gBsSMQGYaag1OL0aNBGimPbR0bnAq2YAo/BcHX8AnDr40MP2/bT2Cv+89Uzl/E4/QYaEtia7TAJ0KgQpA4Zj6+MFDY9ftf2190p4rfR7jv+X25zi33sO9y/jD3c+M/IxxedaorwRSkWKFNsYOrCwSI1omkkFIYf93K22iyyMleMI08FKu1TYPC+egKZXulVzm5lrkESVmJfpYkcCAKzfPTtrGf9/8K+ynw80aLNeILNDL1edJLkIle1aVkIUoF087AWPBtNN08uuJcZQ/1n8WHR7iQu1UpWj7+zv34vPdyUvx8znfBNBl4nTq5mB5IpHgarwLj1A0KwbfzLlejixIJxCb1bmc6nxvlVHMpcAHN+/Bf732p9hnPXj6PqIybfXv9REE1Mu2gREFh8RCJILhf259An/fvzrwXnlw71K0jR6Pseo1sEYbeLD7tBV7v9C9hD/a/ezY9R1GLBMrtgfUQ4v18JvX78H7r//5TSPchjwBr2zWR8AxmE/v6/vmpM1TDdUOZYlm6py2jqPACLZHkBeaj0cAoK6NSc51ydUDuxUvWYrCg+2w6cYhIAVEu6WE2KECRUWp7LQPxMO6wGOY0zYB5JiZGCfSoTptuc63nELU4xVCapz7PldlAgB0PAKv7iRvMO9px50wgn23q1x4+R+A1INIIiX0mFzSY45HkJ02UKvrLN5SlmqaTJcpW260NAL29BPgm9eKy1Luwm5yQw8xYuOoUK57lWlrcpJlnCjBy8QjcA4SBEWhNk2HXyqOyWmrRFtzzRkSj+CpJn4q9mFxohbxfIhOSwvB83UyHwqlBbezQUZhth6UqvvLqOgUIItB8AM1oGOmxU3Dw1nVy9w1/5iNtsS4iO3AZf5+ZJZPZgNVC45HkLGJKPDUQJ6JIDpM0ZYQSClsFvXcjc0cJwopJUIt7JQFkWGUH45lzqnSZn1spy1cjaubsZRLi5e9Ojo8HBCoLsU7qFdkEz6/cR531gebNuYxmbbeEKetRyjaPMRn249bB9Sz8T64FAh1k7R5WfMaaIsQD/eyJmNbSavQWA1QDZaYFDazcTNt2s9U3Q69nMOoxfo4YD0s0Rq20zaeHdJhvsX62Enbld3dY6nK0APiFTI7x3HAekgkmykmwAge6QQP3RzCOrCElANOWaH32bJXQyRTbCZN1UxO8oGMzWfiPTyb7Bdea/EedtM2dli14N1kPXAI7LNuoSS6NWRbdXmks4sTHIwQBAE1wNFiPbR43363yXrwCcUB6xUE/yraPBwq1BtCkYCCKKeqYEgkw7JXQyL5ULFq0fRFghr1dX6oQCoYOAQ6PMRO2kYimRW/jIOuw8PCAIdHKATEgHvauPA87fY3edTekAaHht20jX3WxfUh5wygmxZBgoIioB5SobKMMyEy+6334uXbcT7YsH/7Oic2kSrSYVLnvtRVAICKFaCEwCNUXWNzJdxCClyN93A52p1oukIK1YCLmAZk6rX8NXKWmIDtpIUej3HKX8F+hTu8z6sywouxMcNosT5ikWCFNsAgbAPA/bQLn3i4s3Ya694SAHXNj0WxWVUVF4JTeNHybfbvcpVInkf6V3Ep2hkQywEzuKcc3hQEfT1QVKcBlrw6+iK2pftN3sOmbmQ4C3Eui7hBa3he4xzW/SVsp62h1/wbDXPfLQ/S+oSiz5OB5nK+HsSb1mlbVWnhEw87Y66jx4X7tX2TIbl6cDuSRj0mv9GKtkRl7AHKMce5csmah3uzTGOdthHo+gZEq1lZ5pn7ZO4/zUPxtD+vSbV4WHXR9n21fuMydql6qD1M4Vxq0UT0JxsNkkJAipIQTT3Vid58hjHYbUqpEhpGiWPa7SgTnWmrBUbR7w7EIxBK1bySBPA9nIRGZKLbAWk0lDiaF6r0scv3J/vxA6AgUldmJOfnG4WF7Q5AnSO5kfejcGsfFTKO1OCL79uu82CJEmm5jkcQXDVfY8yej6PK749N8J8kHsH8t4l9WJQT0fNUg8Nyc7ZFQmkxf1Yjk2xQwXQaHjmgA309EcI2cLQwpptlzZppq7e7bfZ1jPhBbttU5e2SzGlr3LaL0mwlMmeUR3XzRzY0HmFhEHVvkLGOR3Ci7U0F1yKBT7yJy+OV2FPMm9xOVaOcFuujw0Nciavvp5FMkeQyY5dpHX2RYCv3UNvnMa4nB5W5tT7xCiW+VVCbaTtctN1jHTwT7+G22mmseUsIRYI27ysH4gIuNIQQbHjLuL/zFLo8QiQSNFlvQLSlupFbl0dIBcNe2kWd1vS7csANqR5WVXl2j0dIRIoNfxmAxGZc/QAfitiW+JeJuc48pT66PKwsBa5in3UgIYfGBIzCOBXZBJEciRb4AuJZAbfwvmRgUmCJ1pAIhmvJnm2slhftTGzCdtoqrOOmFp2GiZ/7rAsKigPWtSXRy7SGkMeVzsQuj+ATigatjc3sjbQAaOIdzHbZ8Fcm2jaRSNRxM0IA6/MYHqGoEc+6zIzgkcxRsj0NygntQ0jl5kwk04JLqvcXt65a66ATbCDeRDUhLB5viVSN1mwzLe3q9Ik3MqeypWNFNkeKtsxmpJrlUvsrRiqYjXQwy51fXjO4YhrkTSraeqDoayGqnWt2BqDgBuyLBJFIcDHamuicZVJA5BowScDm9QImUmZ60XYzbSKWqRqk0pE2eUKRDJS9ywnn1eQ9PUgS6IGqVB/vDOteA0tevdCILJYpAjr6ed3syzxV57GQAvd1nrARHmWUyKjmXaMql9wMMgTEQyq4/V6Px+jo6/ssJIIVXOcNWsOatwQuReG+eSPTHyK+1nRcSq00gEt1Q7mpM20r9nWDBthKm0dWeTAN7tf2zYbJVBzzQL0QhNAPofrGpMt3AWTuI5qJosqZi7EP2jKOQBpLStwZd9LMm2lLSXVTI4FBp63nAUmixKdRkAkEz3nhysUmJy3hFwKQQjfMUZCyQMNz3VmJctONLIE2IjzLdYj3fcheV4nbA67eCCJNlJB/zPEIUkrIbgek3oDkrJilql3iot0aWwJuv1MSpUbNF1EEERZHalX2aV5QPwK39hFh3bPaoaniElTWqYnTABcggRF11fYTcVx9PhNyfE7b3A/L6ngE8xrR8RsLjkcwlRSHJtp61U7bOCxWPBBUZt8WMAKiH0CyNLsPsFQ7bWfcLnLgP44N47Q1btNs0YY1Isu/OC+59ScUSBJ1vZKH7H41wnmSHL6r13HkMC2g1GkwccaokKIQTVWnAbYS9dDT5D1bMlvlgrFlpVrwMKLl9dzD53baQpdHWB3RbGwUFBSp5EPFXQ/KvUOgHrgbuoN0i/XRmzJ/chS3BGvYSVv4cu+Kdl+mOUG2SFdEaHHlLDPCrmm2kiffgKXLI+v2atAAT0fVjWo7WjSuKhfvi8RmdqaCT/QQzKWwERdVOZbjME5FI8SMwpSoB9SvdNqqbGLlfk0kw7V436ZW5iMMTGxCj8cFt+ZW2kQsEmylzSHr2ceKV0eHhejyCEzPy5TKl+lpgc4nFD0xOoIgEqkSbvXymO1SIz4k5NhtYxp2jRJ3+yKBTzwE1LfTU1EC3GbMHiZSSvR1pimHQCqZbawUixTXYu181qecOb6rcqullAOxFKlULkQj2pprS0C9kU7lg7SLHo9xKdoe+pn8sWayRPtCRYJwCPgjJBUPqrlXqMXVSeMRPEIRCtP0rp9rdkaxpQfGAJW1nEiGFutjryKWoAzTrmGSWw4uiyLuJO7XMs/qgaIa8SsjScwxnRdKCSZrpGUcrmaQIZZpFqdREmcJUY7UquqMcVQ5bZ+OtvFUuIkaqT6O8oN7NeJjP+1ixasDUKItk9w2+2uzHphkMzX/k7rpWNW9rEY8XIl3pp7mSaQ/5LdHjQboimjAaWvE+mlFW5OBnadBa+jwcO7GhYeB+7V9s2GafR2BaCs5KzQKItSzjbFsWTehNn9SmniEcU7bOAYoBb1wG+i5C2MWQrsbZdHpMTGEDHEzVguK3h13gZ65ZfQ06VE0IlPRFKIzYUdKc1zkL/SeVxBt807bSRo+mYEBI97IJAGp1SGTGKLXGSj3l0kMpKkSvQ97+4wjSSCTGKSunLaFLNU00dEECWRvsu0r4zgTqUetlxAqdqJbnK5kSXHfEKqO6ZugEZktjadUDTREoc06NTEC6n1PDxToa1cUVgtCEseWaStzomx1FnZO1O33Z3eUVkA8z8bfDI+MmXMeQ5y2SJLBfTFGtJVpap22hXxsU8I/ixuUkLH3j6OErK7Bv+MuFbNCULFsphEZco7bRc2cZJUulGbXLSEPPR4BUtp4BCfa3lykgoODo0GCiTJGAYDLYsOXBlXf7YlYlZNLiR6PsZW00Ocx/s/uZ2xjpZ6IkIpixmGD1nAxJzhuJU2kkg24ayZlEqft9eQAF2qqnDnQLsSmLlUvN82ZFZ94aNAAf938Ev5w9zPo83jAaasg6LA+mlrYzURbOvCQmTVgSdEVkRWYV2gD22mrUnhvs75u4jT4Xl9E8Ai1WaKhSHDPwRfxVLg5dL16PEIiGVZofapIBYMR7ifp/q2aQan4BqFFvzyxdto2tBuvq8vqa8THQU7MMqK5cjxnr1+Jd5RjmEU2M/NPdj+H3bRtS5xXvAYSybCdtFSmMg30thoUYYzT1iceEpGObXKUSm7dyipTWjk7CcjYbWNE5FElwmb/eqAIRYI69eFDO20roilarIf/u3vfXI2T8hhx3sQjpJIjzZV7hzwpDJIYh6qQg/mWAfVwUCrBTwS3zbSEdmL7ehCix5So/ce792M7aRW+t5224BGCZ5MD6+z/H5t/hQ9c/0v88e79AJTAY5aN6H0S6kzbcjf7MuY91VBRTOy0pYSquBotUJvc3Aat2YExAOhqwb4nopFu4R6P8Ee7n0Wb90vbVDVJzAvjo9yvn67IfeZS4GK0hVWvgRr1K5v/5Y9pu46gIwcMPtt+HB+4/pd4qHsRHqhtMqYGXSJwyIHtSUFU9vUYp20VXHJ8tv04vpiLsnmo+zQSybDmLdmBKS6FPZbyg3s1qq41ZpDRXkv1oE6bh/baOvkyCfzhzmfwgc2/RCgS24gsz6rXwDPxnqowiPfxx7v3D416+GLvMj5w/S/tdjV8svn3eDqsHuw7SlqsOvc5IB66PBrIRAZMJEbxOvVQ5yLuaz8xdD5V1QUN4ldmRp8E3K/tmwwplJg3qUNwLsqihe9nTlvjPCQkE5A50w+vw28EUnelBvVAl5ZBl1dGL0O+HFUCU7uYhrn2hrhA6dqGaqA0bprikBuRca5KVPudiR6q1HFREY+Qd5iWhX4yugRacpOlyHQzr0Q10GIMstUqNJAjHtVZptHJcNpGfdVUzveVazAvXiex+lGQxhDdSUXbSItzY5pkCbXfyrEWMk2L7jiqjqEjiTk5ZOy2pTrrNY6yrvOEQIY9ddpqUddcLwo5qsUpHnOmrV6GyngEvVxEqvUSC3TFUk+5wjk7PKet5xXyZwHtSk/iAXFubDVHLtNW5qo/JGMAGf2AM5J8dcVxZ9oSAnr6jFoXicF4BK3ZWqftIpfZiLa62kUylotHOALRNolRyLR33BQw3SFdCVFsZKm1QXm2MpRTVZX/76ZtLNMaYpliK23i4d4VfKb9BB7qqAfFR3pXlXiUewhbpXVsJy0rKl6N90HHiCKjaJAAz22cw6rOOyxzxl/FrbVTNn7BCDJN1h8oSZ6XW4NT6PIQV+M9nA5WKhucqQzTLlo6PzXL9/TAUHQ1G8dfJBJ0WGgF3VWvgS6PKrMT2zxEIthAaTkAnbdJrXB9MdrCp1uP4uKIB/muFm2XvTpCnVk5DaGI4WGy7t+JZBB6m3CdiZonFim4FsWM0NmgAQLiFUTbJu/Z0vymzpBVTs8DrPlLOiNYHb8P9y/j6WjLlmKv0joSwbCbtkFQLJUv0+MxPOJZx2g4QvyMZQomhRULQpEJQRIYu216PBopfEspEfLECl931s/ifLChhdHq732+cxEP9y7bQZZ5MesYEB8CUucYq9gBCYCVmgyp/FbdJKt0rtRpgJ20XXgGMk5bqp22Rkz19fH8xd4lfL57sZCxLaTAdtrC2WANPR5hO23hvvYTeLB7EY/0n8EXe5dV5nJF9Fko4okbNhIotywfyHQdjqebJMYyRZyLkckPjAHQ4qU6F7bi5tDpXYl38fnuRTzYeVrn82ZxAmrb55y3GH4eP9h9Gn/d/FLhXH8ivI7ryQFOeSsItNO2fI3JH9MGSshIp+2X+8/g4d4l7KZt3Fo7ZZfXRE1U3RWWaR131c9ilU5fndFkfdzTfLgwUHUl3sOq19BZ3yZzOsQXepdwX+eJggt63VvCbbXTWKHKaWvyl/vaad9h04u2T4Wb+GznCVwMt8ClwLq/PPCZFdpAh4XYTlu4t/0Y7u08jieHNAC9Eu3g892n8VD3aTyVu7Z/qX9laJTRUdIeMli67i3jjtoZLFdUqKhqhGybxiLFXzUfLojvZSLB4JWkUE/fW6a9jx0FTrS92eBMOW2M+5Ez9P70j8APqptAzDev0gFNPdXNWkorBhJCrPBknJwjNUbTcXwSUUIO5ntNH2k7RGQr579ONUn1pD4u23Qc4SfvQfrkY9VvaqetTBLIOILotNH76B8Ob1zFuRbK8pEFyp1l1z9NK4QZJcj2/uwj4HulCzlL1X4SuaY0tZpu7JUU96FxUXKmSooPWdQehwhDtfxBAIAWt1uSAEEAMFYQbfnBvtrGFVmrMoq0kDZ6vUz5sux1i8duyor7RjezO+7c30Vgc671YIaM8g49E59CskgIE48QhtXXgWN02o7LtLWvSTOwskBRy9NNHRfo3h3AODbz6Ix0Up7nOKctzzJtwUVx8G4eBnJjTxIVmbb6cVRau+2CjgdzjYBUDulcPMJhul8JIeq+qasLZhbfHScSkwlat7mB4x8syxmKNRLYUt2tRDXSIiC4Eu3ivs4TaLIe7us+iZ20jc91n8Ipf7lwHK16DXSFEhyFdm8t61LTWSCE4FywPpCJaQioj1uCteJ3oJoTKVfP4q63AfVxR/0s7qyfxblgvfozxMN+2h1oXGXEwfxvByMwxyLFAetaN3KN+kglHxBthRTWGVt2wQE6HsGKjBwPdi/iWrI/tDEXoNzSiWBYpvWCo2xSQpHojvUY6+hMhYrvyES/4v3EZN6aZk1GtK1RH20WWqdri/XtlbilBcnttIUOC7FGlxGJFE3Wx2bSxHbSxrV435ZiG6ftrs7xDYaItub8MfEI47qbh9qJa0r+y9Ob3Glb/TnjcjUOttP+Cuo00FEC3Da8MvR5jPu6Ty60VDjR+69GfBtfkHDVdLZu8irLpc+QqklW6d5ZJwHavF9YtkTHoFCQwlBSoN2O93WexLVkv9DEq8tVxvOat4REMjzSv4qHupdwPljH+WDDCmxlEUdCVRCEE1YkSABtLdhNE49gso7zzc7quYExtQ7KZV8nAS7GwyMetpImtpImvtx/BjLXiExl2PLCNTIZ8vyh5tvHpWjbioJSSnyu8yS4FFjyalqolAMRLH2RDJSjU900rAohBXaSNs76a7izfrZwH4hEim5uoCoPIQTnaxtT/z6RAC5HO7geH2BfX38TwdDnEerER0B99HgEIQU6PEKPx/h89yJ20rYV4imhA/MmIAhz4nsqquNUKpdJSnyu+xSY5HhO4xbcUT9TKfo3aIBYpni4dwVf6l3GAevi/s5TlcemiRva8Fewx9RzbioY9tOujWc5LqSUaPOwch3piP1KQArb9JH+VVxN9rCbtoc6jhOZDv1dcBJxou3NhhHzjKspTsC3tyDKgtsCKGc6Ek91sAZLlUtOl21aEcs4bUeUiMpUZx9O/NCZf0ieMR6h0rU3pyAwNHZhMmSaIv3yF5Feeqr6fc6UaM0YZBiCb2+Cb21C9IfY+ctN46DiLMCFEgyh3dGFHxJq28goBN+6DtEqltzYhkjSlLwLoFZTbkBR2oemtFvoLNNjbkQmo1CdI54PQBYcxyLqZ4JiN3to4tvXwa49A9EcLD2ScWgjJUbGPmjxXCZx8bhjJcHcuOhuhkzbfg/wfHuTlVE/J9oaR6JUx6PgWVZqHFU7SikZn6d6WOSveVU/Asz7hFjBdlGilo1HyEXSLBzq6WtwdmxKPZCGfDavBMS4faDjEUx2sRHj1b1pxuXPxyOchEZkeYyrFsDAghUybRc1P5L9GKdUZYvrCoyjcL8OHSB03NAw3VVclZdP1tij/EBkHoK20iaarI8GDbDi1fF0uIkr8Q5euHQrtpImPrb3AHbTNm4piZcB9cEkx1bSxB7rosX6M+fZzkqD1nA13lPNbBYo2k6CT1TzoWvJfuHB1ddu1KrLZyQSHLBuYVk9EFxL9kqfS61wVs5mFLr7tkeoFV22kyY8QrCVtIYKUx2dpdsYERMwig4LVadwYKQTFTDxCKoRmZBiwP1onJweqM4qjlGnNdSIjySXsbmTtqCkPWLFmc1ENVGqa9GwxVSX9y4PcSnaRle7Gc02ZoIXyuL7JbEjFqkuhacTdTePtWgbigSpYHa7AOphfVjOIwDb5IpJMVT4ttumopRcQA4Iyn/ff0ZHk/CBdZuVWKTgECoeAVI1aNLCSZ3W0GZhRekzUaX8JaFziQaIRYoWz557EpEW9ok5ZpXzk+NavAePkEKjuRbvIRYplmgNFARPhZs44F2c9ldtaXu/otGcr/NNWyIsNCEbRZv39aDChE5b4qnYAz1/M596bmAMADo8hIQa8LquIx6quBzvYMmrY0tHexinrYqQEdZp6xGCdMgAg4kW6YsY97efgJQS15J9PNq/hvO5azkBGWh22GXhQMwFIRTJEKetGjAYjJGRkIh4ggPeW2glBCDRExFiqQbBpJS2kiCgqqFdIhki0/hRMuyzDiKRjLxPmDiHfH73pNfJZ5MDPNK7OnSQz2CaBD8VXkeL9fHc+jk82r+Ka8n+wGc7Omu7Rjw0WU+tp4gQS1Y4n46DRKpc7qoIhFH4hNp7GpcC93WeRCRS21S0ikikBXf5SefGWVLHRNiy+dTkBzIgTSqby8zNgHPTs02dZBgqwSUfj8A4MCbT1uQgTlT+W3qAl/mmaJOSy9wtLEc5SmAW5ijh5vu7EL0u+NUr1T+UjXNWC+Si1YQM+0NdbNKItiUhVeYyROVAbqVUDYSiUGW+ltdHl2lLIXQncQ4SKKctyiXc1DhHhY5HENWNnI4IGYWAlNbJad2gAGRfH7tSgney3CvRakK2mxCt5uD04tge7yMFRc507AEr5QmnBcFcudlwNDEnh4zo97LmfQTWaUuol2lbErl4BKbd+kPiEQgFKtzOR4GUIhsnqoxH4Nl5JgQWWr9vGpEdIsQsd5o77tJUrWt+X3gUiEdnF9rMc+PGT0v3gVmR+YPmhFHVGFOW/i3qkKB6wJF6Nh6hnDN/mNwM1ybHIKkuPzfuwVEi01bSxLPxvo5HKJ6PEhKXom3bbGuFNrDPupASWNFlppeiHTRorTIiwAPFE+GzuL/zBHoixjKd3Wk7Cw0aWOfipILMovC0MLCVtgpihU+8Qv6nQQLoiRhtFhZciqteAxfD7YLYZESDJa+G/VQ5rPbSDp6Jd5HoJnSmXJSAYI91cVvtTMHR+Hj/2YIo1NMlysqdy6Z2ZbZ5aAWPUU5UwMQjqAxLU16fxwiWhBDlruWhddomgqGjhc+tRG3bOg2sG/l6vK9Kt3XazQHr4WK0hYZXwwHr4pl4tyAIspzz0YgyeSItwvo55/KoQZBIJGBS2G2Y3y4+8QYEsMF5iZHnrBHry+ebcWvnnbZMcny2/QQCHTMxq9P2aryHnZxAqo4xtd1UCTKzAwUNGqDNQyuaGySkikcoSRY13TAwH93AkLlFuRTw9TONTygSkaIvEpz117CVc6A3WQ+xTFEjPpa9Oq7F+1j3lkAJKbioU8EK17mAeGixvm3CNx6JVDCbszsJqkmcQJP1kIosHsE40826N1kPPqFY8eoqP1w30pNS4u97zyAWqW30dsZf0QMkiW1ERrTT1rPOW4ouj/HZ9hP4TPtxfKb9uG0S12Q9xCLBnfWzeCx8Fn/T+jI+2XoEPaHcytnaDjaKa1aUvVMQ9Hhk5/OZ9uO4HO3oeZmGjUXR1icUHRFiP+3OnHU+jM2khdtrp1XTOJmqJm9CZaqbBo2miSEArNIG9tPuyGOAAOiyCH2d362a2E12Tn2++zS6PML6kHifPCu0hmvxPjb8Zax7S+jxCJ/PZdYa+kJlbdeIb53cPR4jFawgcD4RXl/YgM2k9EVsr5vT4BMPPX2NfDrawtPhJu6qnx2ZTxuL1B7zNwJOtL3Z0E5b8Cw/UJXQT98cYLJ55X6oayeYTBPIsAfi+Tp+QMcjGEFxlONIN1MZKMWtQkKV2Zs/ZngiVtmlQ+IR5oLMFY8gdncgwh546wCy3Rz8AOeqJDbVTtjmvnaPDnmQto3I8pm21O4vAECaDHYd5xwyDNUxVBaEGcsEGeO0NeIcF4XSduMSlHmn7TG6SGUYZtvC84CcQ1lGfXX81QKI/Vzu1f4eRKcDUdofNg6EUiUojssBllqY1KKtlFIJWrTi2NXbiO9sofcnf3CsQvfMhP1MwCcEMtKZtpSq09UM/lAKcF0lwFJVkl/ptKWQyfE4bQui6TDRFlCOVTGnOFnGOG0Pk9JADqAHFMrVD9SDjMf84DTXopwYD2AB0RYnJ9O2QC7TVon7agGlulEhu0ctCDPg6FG1b9JUC+JHwUna8I5FYprtmAzOUSLa37UexUf27kcqsgY9hgYN0GJ9xCKxTttYpLhNZxLeWjuFA9bFhWCjctpnglV8sXcZ9xw8jBr1K4Xdw6ROA8Qi0U3Sjtppq9x1kUhQJ3nRliKRg9sakNhJ2khKzdpWdK5tXtTqixipbhpmMl4/034cf7r/oBb1stLtBg1wyltWmcTa0djnMf5k/3P4+37WhKjDVCxaYHNbpxP4WlzlBk+S25rqRmxUu8rK7sdYMLt11r0lLOtBgSDntDV5tQ0aoEED7LMO2izE3/evWkd3jXi4HO9gO2nhQrCBHo9xLd6zop2ERCJZQVgoixuZaKs8vSZ7eBixSEH0OoYisdsFUPu+qnFc/rtMcjAMF4aNy3VYaX6cczs+EV7H5XjHNuebpdM9APz5/kO4t/VoaTnVoJAE7PHiacExIBQrpbzKqtJ9APaakBdkUpFl4q54DWx4KvuTavf4hWADDRpoMTCx3zdi/Gl/BaFIrKvRZOEaAS8/YBJop22bTdas0NOZ1MDkA6seCLgUNt86n79JANtQzUSjmCxyI5S3eR8f3X8AD3Uv2viPFa+B22qnIfQ5a7aPataopr/mLeFavIff370XH975O/zv7U/ir5tfAqCEVAFgw1tGKjn+eO9zuL/zBM4H64X1qhEf+6wY8dKpKHtf9Rq4Eu/gwzt/Z+f18YPPA1Bu91TyAWHWg4cOC9Hm/YE4jXlY95axRH0VgSLU9aInYh1N4RdEfDOIcq62oa6pIyJ8fJ2Fa8T/gHgTiaGp5PhS7wo2/KWJjpnT/goikeAWvS/W/WU82r9aMH8JKdDnsXLa6sGsnojR4SESyWyjNSY5/nT/QTwePjt2vosk5DoKZMrBUp94NvLnSrSDWDJ9jLLKTG4mOVqsb5v73QjcOEvqmAjbcIplTlt5SE7bsihJPF81pCo7bc3oLedjn1llmqrpehP8QCdAIR5hlufhIIDsqiD74gVxAYrAHAIL39kEAYUM++C7O6AbpwvvZxESUn1me1Ntt2GCiD4uChk72iVr84+TUom+lOrYicLBcn6zDOVMW/19KThI/oeXEbGkBHwPx9+ILMwGDzwfIswu6LLfB3xVzi8O9u3Njm9dh0xi8INSqYkWtYjnQVJSmXlr0eK55Epsz79GBn5IZ3nLotVUAnKaAvWjdRzNg0xTiH4fxNcPnsZBa0RbSpUoqP/bCtqpLsmvDYbNV+auHhWMKXF92PHLdZMtI7AuUqPT7utDxeQK593iuvqBlJzz4wYCbQyCib2wFRdziLb5SICTFo8AoHA/MjsrF42gXl1QXIaO9iHUU/uDs/miJ6ai5Ch23DQY56IqmR7dOGkzbeJStK3yQ0uD8XWiMhcFMnHlRcu3Z+/TAC/O/V3mlL+CU/6YRrSHSIMG2NbrPm2Z5ryYkuxYpDjjr5ZeZwMCkU887LMOEsFwKtegRuVettBkfRtBEWqn17q/rBprCdVsbD/tYp91C+Xzd9bPAoAu61eOxkgk2EnaeDbeB3QM8AHrIaDe0JiAUZiM3YD6oDn32jBYboBACZylTNvcIMO6v2wb9phjsMdjW959yl+BkAJdEeHv2o9iO23hq+rngFDt/2baQ1dEuLN2Bvusi1Rk7q8a8RHyrCSaggyIqso5q76Tzx4eRo/HqOlokC6P7HYBtItsxLYJ9byoblxVRSxTcMkHGu/YbaeXTUqJ+ztPQkiBBq1BAhPnb+bp8xjXkn1Vuq+fP1TTMdiog1QyhDwBhYqQePHyHfp+mf2+MoMYw5bbZD9LqTKOzbTv0sev4QVLt9rl2mc9tFgfjVrmOAdULEr+ukT1fgt5glikhYgGn3h6W5OJRFs/1xxtUjz9nRbPhGXDilfHxWjLik9GvCQAWqkSspusj720g892nsA/wlcjlikaJAChpLieJWH8TLCCen0JZ5ZUw+CdtI1n4h2kwghgan9+VeP80GUPiIdmTrTlUqiM8JLIuuEvYyN33dpPu9hMmujxyDYJLAuWqlljD7FgA9EJ82AGKRLBdO53ZM9rSgh8ZHEZHda3mdYvXr5j5HQDolz/oYhVPAjxB+JpqthN2ujwsHAfGMWSVy/cZ2vEQyxSJJLZAcBYNxj1oZy2pmFcT2d2R1pY7otYidYjBosOg7ywPQ0+oYh4Ai4FdtK2qhLINRUts5u20eYhTlc0dTupOKftzYbJzLT5gQxI04Fu9QtBiOLzoS7flWE/K23WjcikENqFNkE8wjSNdkT+4VFO/bxKgpoSJcPSCS2nn1ZpAjOXMkspwa5eAVleBoQA39sZ/JCdNoHodpSgJ+RQQUSaaAJScsuJnNOWJQNOXJkkan8myeD6cJ5FHUSRzrH1cu+V4hG4yMriyXxO5HkRva5dV+J5KncVxjWrjl0S1CDDHmQc2WZvpF4H394sTMsKjNTTpftjnLYmAsAMpBj37UCOc+ZGlpzZfzcSMuyr4yvIflTJOM6Jtp5ugJc98EmWZsdbxXWAEKKiPI6DfORBlWibE6APJcrgkPNKVc41LxzDkqUDGdXEm8Rpq6/3ugGdddqm6XxiX6G64gSRz7S196Pcvlp0ri0hOpfbUwM+Qmr3/lFulxO2Dxxzw3SFgHnYGSYAmaYlB6ynGk+VLksNXbp8ox4jpvxelWUfrbPcXDbKZcGeLs0tiz6+fl0JupkgEuh1aJWctgISDRIgkRzXkn3sph10RYTL0Y4qKS8NIOcdjZtJEx0e4mK0bYX6fVYsUZ7GaRuJ1LqZlVNqtJBRzr4cjEcY/RupKyIr2hqnbSRSfKl3BXUSWFHWNHpikiOgvhVZ8o3eeiK2nw+IP5AFGWlna15sHBWP0NVRDqnkONAisREuPOKpbTWko3kssiiGYds/Fqwy0xZQv30jLcw+E+/isf6zOKdd8B7IRAJTme20hS6PsM/UdcIspzl6jas4EunIxlw+oYglq2wYFBAP26lym3IIlX075nw1LnrjvttMWwPl92X6IkZciiYxzc0mLeX2QIc2RBr6HS3aVolOK7SBJu+p7G2RZW/7xLNO2xbrIZEMz8R7eKh7cUD4NZhM22EVDau0jg6PsJW2sJ22JookqNHANl4DoMXA8ZULq7pCYDNpYi8nqOcxA1vl6oJFYfZtj8datFXXOpX1rdzh5eveKHyinMF9noCAIKAe2kNK9vNspk2EIsESrTCwTDRf3zr3DSaGxcS2pHqQqMtj3YiUoy9idPW6d45YtO1rYXvYIM0wTARNLFLbABVQ15n9iuNoK2khEgmWjjh6aR6caHuzYZx8OhcSnEFKAdk7BNG27CTzPCCJ0f/YH4G3WyrHklDt/E2zB9Zx8QiiSsCqgBDYZkDWdTVlPEKtrgSibumEXsTD9ayiba8LcbAHsrwC+AHYs1cHP8MZjErAt65bp+tQoYjzwZxeG4+gR9fTcjMsCiQJRIXT1ojwyq0rs3gE833OivEIpumUEJmL+hjjEUS7lUU5eL4SF6VU+c+6LN8cG6KlcmxlHIGun4I42Cs6PdMEkpecoznCT/814i98Tv1hzkeWOW0lZ3rblY/dXDM7xtS/42rAlSN59Mvo3/OnE31W9HtAmqqsY43UAyKEEB3xkRZdnGmaxaR4FT+ITNOl44Axfd3RJfAD73P1vudpV+6Cb7EyF0FyGOgog0I8QtVAGqWFTOYqzDSyfGZznUmqo0AmIlNG1XF0ggShcjwCSoKtYVGiu2nymXepH9lgRtZoz3FzkUgGmTt2hzkDW1wJXxeCDWylzYp4hFpB5LoRkZBDRY6jmDuAgohCiWoYVRavfEKhkl4xILpIyEJpaCiUaKDKYlM8HW1ph1WKK/GuzrUc7mi8Fu8jldwKcUxydHJZuhKDHeOrME5iE9egBITREQDqe0VR1sQjGHdvLBIMGyiQkNhPO7ieHEBAwtMNwpgU2Eqb1mUHZJnGRjhY9VQms1nPgPjaCatFWy3C7KRt60yLS02xADlGtFUiMAHBXtq12wUwLs3hebVGIK7r5a4iEal2uVaLdkbYebD7NPoiwpqOigioN7SRDy/FYZj9CqjGbolMCxmrSWn9E8F0ruTw30qmGVe5ERmgHfFpC0Ln+Qp9zo7CI1TnwfbBJMde2h7p1jR5xbFMCstpSuWr3O/D5st0vMekeFAiYVu7OvOY/Nqnoy3tpFTHZp0G2EqbkFKiqR26kBJ7aQfLQ8Q/k2k7TPBu0BoikWAraWIraY4VuQHl8sw3/+uLBKwUKVL5PdOIMm0VxLc8RqBLBVtoPIJBDVqqgRQlruaqVEHQFzEOWG/ieQd6W5hrsWliN47N5MAuzywY8Tlf/RCL1MbgmOZlPR6jzfrwCLUib49HiEuZ0YdJn8f2ejLLfdcjFAwcTdZT2djaWdygNWzq60+cG/i6nuznonZuDJxoe5NhnXxC6JJU9bfoVY9WzUXJaUYIAb3tDoBS0LUNkLV1EF1KrNxVcqzbSKbJdI1UzDJMOXppqdUgkxiiLNoKjrmsthLDowrGwPd2VEn58jLI8jLE9WuD5eA2o5ZCNA+UgCLF8NJj04isLNrqeATrzi7kVlLIJFYu5LSUaWsbm5lM2ygTbT1PNzWruDHnGxodZzxCu2WFROJ76jxJkyy71/OARkPlBV97BrLVhExikPUNyChSoq+ZlnbaEs/TGcnFH6VidweirUa9zfkIQgpOW6n3ZWkp7TaXjGWNho4Z0TooZP2OQjlt04LTtpyDrUS8bN0l05Euw2JSjjPTVmZCVdUAiWkoR6her0liXqbAu/M58M7fttBpFmdA1X2jIh5h4NqQJkO7iQNQ1yL7NskGHJKk4lifgkI8wkn7saWXTehKDdMsc9EuW8A6bW08ghBqcO1I0hFk8VruuGlIJLMPBnKEyGQyIc/XNtDn8YBoERAP/TkcQieBOvG1FHr0eMSrdsTpvOE8RsCoIu+6A9SDsSnpTSTHxWgbHAIB8XHAukMdTgHxbBzGuWDdCnF7qeqcbsR5D+OFVwC4r/04PrTzafS5yYv0xkYAACg0y5K6EdlW0sR/3/wrtFgPPRFXOkkBJfDd13kSf3HwBbuGRpyBREGIqmtn7Zqvmv+seg20ed8KSEs0QCRTKwzUiY9n4j38ytU/wW9tfQJSKqGvLLSNio7o6o7uALDHOna7AEUXWRWRFjpUB/Xq7R9LNvT2oJr4qFzLL/Yu44y/Zo+/UQLTQ92L+ND2p+xvgb9tfhkf3rkXUkpci/et6LgZH9hlyG8T46ob1cG9TgOIIcdlg9a0G1IJPkJOJsKYwYztpIUej0depygIOiwccNr61LdO20kzbWPBRrqKB+atnbaJGBQ7letT4mK4hUQwGzvQoDV0WIhQJNaper62gWfiPXs8lzEN54YJ3qby4slwEz0eTxRJUKMBEsGso7THIyQTbisKgkvRFvbSzhDRluqGXvLQ8s4lpHWK5wcfJSQ6PESHhRNH5wQ62mYvbevrr48ej4detwFlTLgYbQ0V2ieaL1XNK4tO27TgDid6PQ9YF8u0pkXeBF0eIZFsIJf4MEgFw//c+gTuaz8xUxQLADsAt5k2EeksfUBd9/fTLhLB8P/b+TT+4uALkFLi6WgbjRvs98mNOwTuqMaIeabRk3bxyRnjEUzjo4EGVagWLehyMYNMEgJILQLkXbHD5jeVk5DknE3ATPEIer3Kom0+knBW5IxNYcTOthIB/QB0eQXiYB98bxf+rbn8N87V8vm+Elt12fRQUU+YEvzcaCEh6jtpYo+T/H4mRpjpdNS+zgvCJiPX85RzVOdbEkJA/ACi1xt0GWoBg1AKScjYplomt3eYgG+cvtMidVyIzVn1fMg0VFnMpumSFmAR1JA+8Sj853+1WoXGEsTuNkSrCe/sOTs9G49ABxuRiX4fZFX/UBccECq/NnPa8uHucnOOcab+HVmjoeFYId/8rQX8qn2hrjsyO67MQIE5uahy56PRyL6j4xEwJB7BOG0Hc6iPAOO0paTSKS65cdpSoJ8uXNQitUMu49GDMCg3IkNxIM3GKLAUCKp/9Ig0VxpNkEX2lET6qSBYvPi5MGQub7fkQp2kymRaCFHXA5sdr+MRjmLzED2AsWgnuePYiUQK3zMPc2SoyNTUAp9PPJsVmYcQgpcu3zlxl/STyJ31s8cW7vCc+tlKJ/uLlm8bELh8UDBR7eBraNedocdjEBBQouSnHlNC4TKtaUdctcOpQQNs6ZzJDX8Z/eQAm/EBrkZ7aPMQt+oGcz7x0OLjnzc2kxYe6V3F+WBD5SsST4taaUGsLJMKVhgsTAXHTtrGPuvi2eQAPR4PLau9o3bGZjTXaeaqrcrlJITgpSt32eO3TgP8g+XnWGFsxWvg63J/n/ZXsURraPMQu0lbldOXmvjlu5uXUbnBCXztAjUNmPyCaCuGDqJEIoWEhE889IfMo+xyzeMRir6IsZkcoMPCQh5sQDx0WQReUT5/JdrB5WgXHR5i3V/GU+EmrsS7uBLv4mK0hRWvgVikuBzvAgBinvttgcxdF4wQAU95y3jZynMqxVjVVKyHFu9hw1uGhACdQNqoER/baQtf6F1CV8S4nZ4e+tmAeGjx/oAj2AcF001GJ4lH8AlFR0QTfdagssXl0HOirrNS84MtDRJgV0Y4YD3rVF31Gvja5TsH8mQNZ/xVbPjLI39TL9EarsQ7iESCdX997LLXiY9YpthOW3hO4xy2khbSCeMMVr0GLke7iESK9Qqh2ZwPh/kEQEHQZn0cpN2Co5ZANYBLJJtYUA2oh5Rx7LEOfOIh0HEnoUiw5lUL6aFIsJt2seI1Kt+fBA8UHKJCtM1iUigomqynRFuvji6PbaM1I7pXnfuL5JHwGp4MryMUCZ7fuDCVG92gzkeuYw+yaKE6DdBmfTzcu4xH+9ewRHfwdSvPxU7Sto0nbxRu3F9TjmqMOCdFJrQJoQSpGUqrk4c/j/Bv/qLyvXIZeCW5eAQ5ieNommUkyDlsZ4tHUF+VEJ127s8FuKLIhNunvCicIb34ZPYwXG9AxjHEQdHZKBhTQlkQWHcygOGZtjln7sB7aaoEFVnOvKWQcQLebatjKB+PYHJYPU+JBVHuR2IQDAjA+lvZcppBhaHbgaP3h/8bfLO6ayXf3Ubv939npoZUAzmrupRdJrFyv+bK8unGKbDrV8EuPaUaTFF1PItWM5ugiUfQXdwHXKBxpMr9Ae0+VIKOsI3IWHWpsTyZTlsZ6rgMTXTfpxF98p7Kzw5kaWtHoFWWPB2PYMRNCZ33Gw0XsglV2/sYMpGtKItq0dY0IgP1BmMfbgDyucKWNB28rNqGZSOOxyTOidYyi0dI4vnEvrwAepLiEYBqcVba/6dY1EADIZC82MRPxPHRiLYSOjLD/YS82cgLE8EIh10zza7tnu7MXsY0ArlRoUPW6ygYtk194lXEI6gc0yoxpE5UrqR5aG/zYqf7Lo+w6jV0jmQ89KFQlUen6IkYy7SGgHh4MtrE57pP4lRO7AnoZGW/W2kTu2kbT4TXbayDcc+NatYVS2bnZRp7tVgPu2kbW3ETfR4P3WeUUKx4dax49YJwNunxWxa88n8TQrDk1bHuLyOSKZqsj1AL5IZRjtV8zqQHlS+aj7sw22a4aJvYefR5DFFRfRjL4fdrj1CEIsFW0lLO69y6GZdvOStXSIGno210eWgbR23q/fqJ1pfRYj27va/Ge4hEgr7IiepSoifisYIQIcMbfdWIb8vOU8m103b8OVunATaTAzzYeRqnvdFiZUB9tHm/0OTMLBemiFDxCFXX1ymkF+NwHebmNfmv+WWoUx+xSLGXtgtO1WGCrZnPODF51WtotyxDjYx32pplfzZWzZufjfcm3lYrel55x2SeLGri8KhRH5tpE30Ro5bbNj7xsJeqxo+1CZugmXMoyeV3l2MLyhywHno8mku0NfugL3LPbCIpxKQE1Md2ovKna8QHARCKGB0W2iaU+e8vGiEF7m8/ASYFrsX7uBzvTDWwYTDbeEtHSphrisktv7/zJHoixh7r4K+bX0KXh1i9gfJsASfa3nRI04hMCN2UjOsMzXRsBmHl9LodiOZB9ZsmT28Uutu3jUcARo6gTCfCkdJD8oxNejwPMi/CmWnO87BR4bichPiLn0f61GPwzl3Qi6DdsEnpgmkaHvm+cjPW6gBGOW0r4hEMaWob2A2WQMc277ewb4TIMnIJtGirpk1Pn4X/ghcOzie/2wkZHY+g3bCyV12WIXpdiCjKIgamoJyzSjxfnTdxrAXYrIkaWVmF7PcgWi2Qenbj5Af72WoVGpGRQiyGaWxmltOKfr6X5ShrAXxA5CYkE8VMpu0Mx9SiMZEHxiktux2kj325cl+I8v4zTk7NYIyAhEwT8D3lyqj6cUdMfudxuI6F3n+EVA6QSMZ0Vu9g7MMNRaERWcU1xVNNDEcdj4XsWi3Gm9erKjcmI8u0zXLMTyCmVEM/1EmTd7tQoy21TltiHOxRNEde8DQzh6oGuVGPb8dQEsnsw45H6NBy9R3WnunByrF4fO2SrMpXbOiGWqYZWYv1c/tNlfmu0DqWaF2X81djpqMe9ilWvQa2kha20zZuCTLXXUA89Fg8suFSopvYrfvL2M1FN2Ru0uHPAaFIcscnQSxT7LMeujzC5WQHoXarHhd1ElghuSuKArJH6FCRJrI5kx4COhh3YRxzwzNtdTwCVCZllUAb8cG4BoNPPIQ8wZVod0BUrMrFBFQDuqaOpNhKm9jSws/52gYuhdvoiwQrtG7FPhNFYLYJIQRdHs3UdMhgfiO2tBtQYHwjMkAdz30eY5d1cDZYG/lZP3dMl6dNQCa+rftQou0s1810SBasEW3zUEIhIXE53kUs0oWVgK9oF6aax2S/M5ZpTUWwaIF/xZtMJFumdds0sWq9feIhEgmCQzzXa8RHm4WF6AlA5VlnTdAm25fm/DWxBMGQgZA8Jq5mkjiJcYS5yIF8M0BAZQ+3eR+J5Hbgr68brS17daSSTRR5MyuXoh08GW7izvoZUBD0+HRudIPJ5+3z4n3MNBXdTJo4569hhTbwbLw/MDh1I3BjLa1jPJzrfCbtZDSl85wr0XZ19M2pjEhTW8Y9QJqOFzZN53DTYMws2xDy4u5YCLJO4nM8EJNaHTyf0WkE4HkKLwitFjtgyuF5oTkTAPC9XcSf+SRIYwmkkS+XkEDZ0WayM/0A4mAf5NRpJZIME7K007ZKBJNpoiMWSm5PnWlrmyvlm9yYkn6b75ktH6FUi8jlGeX/W450jUqWKnf2MFEo1e/P4B4fyFn1PNUgzLg7RU60JQQIAohOC0SX8JNaHXxnM5temisfpxSSsyy6gaWQjKtyf0C7M3WEhHahSsYgRYULmlLr0JUsVdMdlllsloWrHFFyiM2qRL+fldDX6kAcgx8cgF27guD5RbFetpqAn41EE0KKDlm9jawjk1LV/G17E6gN+aFJCcAEJGcgUMeZaaJ32M5WybnKLSakuhEZ17nQHi2u1w1GwVVfNZBmnbaD55+MIpCGqhBAzkFtp5Oks4vZ5Wv+kQS4ToG5dwlerCqwVQwLVG1pLtNWV53INF6ck3fkvNV17oYdlHBUIqVEknOC+boz+3+7/ue4q3YL/tnZf2g/t5W0Jso1dBw+vs4PvoUMlizXtcuoyfq4EJxCl0dWBKjp0uq76meta3DYNdV89pS/DECJRRejbax6jWLJuM6l/cD1v8BpfwX//NxrBx7AVal5gltrp/BsvF/ITi27ST++/3m8aPl2fFVDGRmUU1EbBLQIpoRoiqvxHiAxNNP2KDBiVpP30WVhQUAOiIc+TyCkwGfaj2PVX8LXrTwXgBJtU90Ezrjw8vcL45jLu5C3kxbu6zyBbz3zD9HhkXYMe4gE013Ri7+hemJ4dISnxd4r8c5AyXBQ0YEeUI3G+tp5fSXahaf334XgHJ4Ir4MSFcNRh8r//eO9z6HNs22inKfJ3KXXqnFbB6yhG5FNcA9s0ADPxgfY8JfGzjsgHhKhnq2D0m+6ae7oJv5jFkGKSV6Zu1sjPvqiKpOX4Fq8h0imuIWOjzKYBJ944JguksA08Hs62kKL9SYuRzfn0bBBBo9QxDLFOqmOFlgENR3vkJQiHcx1SjWxmuy4NeevaVpnzvH8OXV/+0l4hOAfrr0AALCTtuEH81/LpJSFAZew5Nav0QCJZEhEipq/Agn1+QOmohkSoUTbRDB8bP8B/L8bX4szwSoOWBcf2b0fsUyx4S3ju869tlJgfqR/FZ9qPTJ0X4Y8QSxTrHgNnK8RXIq2xw6kDIMAlWK6hEST9/Cixm1YkxxPR9sLEcOPGifa3mRYJ58QymVry6tnc9oiiYEhbsasVHgEhOqHyXwjshHLH0fTPQgWBN4ZH4hrNYh2U7nkfF9NZ/p43CKUZEJdifTRLyG99BRW/j/fVXg9+dLnIfZ34D33BQPfKYuXSqQiILUaZNgHve0OyE57qBAqh3X6loCIo6xEv+C09QCuXNqkVi+IN7Lg3CXZxEYRlB7wRjhtTRzAsLgM+/4sERRDclbzgxP5H3104zT4lYvwX/Ai9UK9DrG/lwmzue1CCFWikhZ+lSOVKzEFRtyW6r2udqGaqImyQ043GgL0/uZ8ZKQEAET3/R0gBJa+4Zun3i4TE4c6LoOD1ACRxBCdFtJLTw2ItqLdBMnvd8/LXN+AyhVmLMsXphSy0wbf2gRdKuZjW4iOWMgJi+Hf/AW8cxdQf/krF7qqA/DRTls7wOH5agCtfMzfIBSEWh3FkodQT7nTS+cf39tF/2P/B8vf9l2QcZw7x7Lr4bwOZClz2bEnzWo7EI9A7N/ZSwsSVf0AREjA99T0hVCDP0chpJo8XSfa3lSkkoNLYUWVM/4qdtI2Hu8/i+2khW8+/TIs0RpCkaDN+7YJk+N4CaiP59TP4rQ/eM80glSL9RBpAcKIRudrp7AuEvt75/ba6aFXVEII7qydwbJ2ytVJgFuC9YF5rnlL6PMYl6JtPEMo/t9TX4vbasW80CbrIRIpztMAt9fP2If5cgRAn8e4v/MktpImnnfhPAghiERqhRJKiG22dDZYQ5dFWPJqx/4wLiFxkHbRE3EphiETpe/rPAkC4CVLdyDQ5ewmI1qJhGllU6i80/aZeBdf7j2Df7z+Iu1OowgIBa+ImJBS4tl4f+hAi0coUpEiEgnO+KuF94xIVS6R3kqakJBY95bxTLyrkqFAQAnB7fXTdvkJITgXrOPZZB8EsM5sCgIu5dyirYo6aIJDQFS4YSu/QwKcq60PrGsVPvHQl8ohXM7LvU1nOU9CQDw8p3ELNvTAx+SoTNv1iuOaEII7amcGolHqOjKFSb7QXPHbglMTC5WAijnYSTv4QvcSeiLG+drG+C+ZeZWuG2WeU7tlruiAcQTUR8j6Ok8477RVguuwpm3DkJBWfKe6AaJxwEop8bnuk+jxGC9ZuQvNpItn432cHvYcNAU+9dAW2fNtVGqQWNORKqZJnKczbjssxBKtIRIJejzC9eQAD3UvYoU28C1nXo7Pdy7iwe5FLNEAHqH4xo2X4vb6mYH5Xwy38FD3kh3wq+LOmvreilfHrbVTWB+S8zseWRmpYY4lFbXi40Jt44b8/eJE25sMadxd1mnLlRDJeDF3dNLpxdHQyALJWWVGah5i4hGYEm1NQMKo+U3+IEiyC88ckQakVofs9SB7HZCN09nizfNsTYbHI/CdbQhd/p1H9npAUKsuOS0JRDLVTtt6A/6LXgoSBBAVn7MMy/8MlFPXZNqWG5EZtzap1UrxCMMzcodBb70d1A9gc4hHxSNYp+2Q9Rn3/gjKOavmgYXv7YKuDY5I09U1kBd+TRanoHNtsyZ4ueOZKjFDcg4SIGuoVXDaAvADdW5xnVMrxOC2pDQTrZNkIFe4CtlpH2rWq5QqvzhfGq861hOwJx+D/H/+iW2WJTlTDf7ywiXVDnTtViCNBvwXf20mblIK3jqADHugZwebg5jPQIjCAIVoNUFXxv/4nptcPEJVI0apM22J58F/0UuBQ3Q8HxpSFq4jomrwyWQTlwZV2OWnwbc3wbc2AZYTZykF4lgJi2z8fWM4Fc29ThLWaWviEczrKFwzFgFZXoH/4pfaeBc1GFJxHTkMiHba3mCZzY7RqBJtaZ2KNerjjvoZxCLFZtJU4lnjvG3KM4ng4Tga8hEFZSRUPmLIE6SSWbdbgwaFh9txAsjpINvfRogr4xGqhFgp8VS0hc2kOSC+tFjPlj2v5q4hpoTYCI5baRMdHuGx8Fk8E+/iOY1ziGQWj0BB0WJ9hCLBhreMrbSFmvTROOaH8TpRTdv6vCja+oQiEgmuJwfYZ130eYRHwmv4upXn6kxbJbD5xCs4og0SKLiQm6yHPdZRsQS6wVVeGM5zwHrYZ92hTkdPi71hhUOXEvWsVXbaXoy2USc+Vr0G9lgXV6JdO/1yc6XT/sqAwE8JhdD/N4nQOowGDbDPOogFU+7HCaY17Pitwoh00A388kzTyIgQMvI8HYYECk3pylSJwHWdQT1phuykrFU0BRuFp/fxdtKChJxKnB+3bfPXo8NA5SXzQv4roBvzzRgXkJTE91APhHRFhO2kjSbr4pHeVWwmB+iLGGe9s8MmNTE+8dBiWfPocrNGkwtNoM7JgHrYSpu20RrRkQWJZNhLu/hc90m8fPV5uL/zJDb8JdwanMKT0SY202alaLudtrDuNXBnfbJ1mdVlC2TXyHpJtC0fS6cqBjhvBJxN4iZAdb3XD9mpfpDSjciMiADI2TJtk0SXZlcIQWyCeASqc2fTVIt1ox9cZRRNXlJMUIxcmDkeoQaZxkpgMtOaMx6BEDJUYOM7W5X7QowQrAeEE5ZmzRiM4DUqcmCIQ5PUahDNfRUPUJVpq/OQUasVS6FN3ALVJXUTiBHE83INp2T1MaWRjEGmbGg8gnl/FqftQM4qANQb4NcuD2YHm2UvRFmQrOQZKK572QWqRVu77fT+Ib6nBNsosttyYN8TaoVymcR6uqPXV8az5fxOTJJYkdkea0ms3MgH+2DXnsmWJQxVM678tiNURwhk51bejUp05q1MkqHxCFY0z5fw93tDne0LheWctlXieK76gATBDdqEp1QlUGgopvE8QBSdtlJKpE88Cr6/B767raZhRVsPIomto3/mLFSV/bNwAXQhlOJflGZLcveTRYwGZhBCCoMdkHK+bTvdzJWT/AaN/3BUk8oUAoOuN1UmyrCVtABkTsnyg5HjZFLTMRd9ESMV1Q2NFg3RQt9mPNgTo5n2Kn+umxJi4ybdTJpIJUNfJHiw+zQAIOYpKDKnrdCNchpaXEgEm8u1uQgaNMBW2lJxB7nHbB8qs/dyvIMejyAgcX/7SbUOMovZCoivs3nL+6konO6kbTRZD9fjfYRcfT7LBS7+VtxKm+iOaGqkXM7CLkMZAlLIxezzGNeTA6x6De3GS0dOvwoPBELHHM3zW6lBAoQiwT7rTNyIbBqMaCsgbDTHUeKBIhbVmbbDaNAAPR7BOwG/QWvER4eHqFc0SjzJZI7a0uvUQ0/EU19HTQ6v2Y8SEv3cta7LQ1BCcG/7MXy+cxGrtLGQZ4iAeOiwzGnb5eFApE0+Q9snHmKe6kZrPiQkOizEtWgfHqHYTtv42P4D2EqbOBes22WsutYLqQT7+oJylcfhgaLHo4XlOJ80nGh7ExD+zV8gefjz6g+W6iYxuUxbzUxO2yTW+ZVVTXf4+AsKUQ+tWTwCskzCqvnF4RS5lCR7DtYPxjNd4PxANb6yoq2YV7Md2ohMcgaxt6PK5ksCq0zi6odgSoGkuO+kaUSWhwyPZBgmkGYu457aL6Qo2oILJQT4QSEGQFpXl94HphHXFIwSbU1m7VDn8BxO23LOKgDQ5RXwnR3Idmv8BPJZlfn/BTLxRK+bZImKR9ADH3adPRULIONMtC0fu3nhX+pM6FE5wIARbQ8vMF6aRm1C2JxlmSSqSRtn4JvPZp+1Dd9yoqxXdNoOYJy4ZMSPeOu0zY4fmcSHK1ab+ehjnlQ4baVZphPwI3kuPA+i3bR/inZTleDnMRE8vcy1Lvb3wK5fBanVwK9dsTnDgBLaZRJbR//sZfVZ3MCJi0YgyNz35gZSyLWV2ecWPWt9nx2IuDkkiGm4eBRNzxxHRixMPMLgvYiC4NlYZf8b185xi2OOyWjQANtJCw/3rugu9EcjnizRGp6OtyClRJv18Vj/GgDTxG74sWMEx2vxHigozvqr+EL3Ej7VekTnvqrjUzlzpc2JXKY1dEqCxHHQoAFi45wtOW2Z5Lgc7UBC4vbaaTwZXselaEevs1ovk31bFoX8nMNPSomttAkhBZ6INq1AbFyxkUiwlTTxTKyq+jbjg5FOR4946PAQyyPEjlDE6PEIn20/jr9rP2pFWqJLvXs8xvIU3dgpoeByuozUKkx3+L20M3Ejsmkwjb24FAsXhCfBIxRCiqmebxs0QJP1TkQJ+IpXx1baPNQog8NADTwNVoT6Ok6gqvHjKAIdWWGuCRQEXS2mbut4jztqZ3E53sEe60ztah4331SoZ7ZuqdGXWk/A/KbON1oLiA+feNhjXVyMt7HuL2GJBrgc7aCu3wNUw7mnI3OtD/F4/1k7r35FXMFhYfLdb7QBgkk59l9cv/Zrv4bnPe95aDQaeM1rXoP77rtv5OebzSZ++Id/GLfddhvq9Tpe9KIX4WMf+9gRLe3JRLSakKH6ES1ZqkRPKZTDj6X22XYmMceWtFY4/PgEmXYkc2tK++A6SrSNp3voNG63OVxXpuOgNA5Maf7fHDd+Wt2ITLTbEFFYEL0sw5y21BsUpFhFE5h8OX0JGfarN7uOPRCt5qCYQql2k+oGW/lpFzJt5aBLdxyUWtdp5fLqJmRDozlS3aRshkZkAzmrAMjyMkS/B7a1OeRbhU8DyDm7S07bvLhq4xGEdoaynNOWKadt5oYvkduf0jjVhzWaM4uSxEPdwotAxrHN4JUsVdcG46gkpBA9Ifo9tf/yArmODRnqBqQUstcFWRqR+aWvKWZbmmWQ8ZCGiYtEN5IzTsMC+pwgN7iQQVfXwC5fhOh1IVoHYM9eBV0tlvQRQgBCwS4/bV9jz1yC7PfgnTsPvrOtmi3m4xESdexMfa3IzxfIrs8nTLMFkItHEHphcyKzxFz3qbEY4faoGpGx6QfqHCcbZkpBKx4NVrw6ntZdwB/vX5s6z89xfKx5S7iW7OMvD76g9+/R7LtVr4HdpI0OD/Gp1qP4w93PYD/tYitpDn2IJ4TgYrQFLgUu6m7zp/1VtHmI/7P7WeyyjhUGqRGztFPztL+KgPpHJkoPo04DhCLVom3Z0SbQYj3UiI8Vr4FYpnig+1Sho3tAPCx7NayVRC6fUHS0aBvJFG0WYsNfwW7aLgjEyq2c4qP7D+D/7H4WqWC4HO8O5J4Wpg2KGvVxekjkCQHQ4RE+13kKH9r5O/zp/uchpLDTPO2voEGDQhn5OCgIRIUoNi3GKbiXdiBnNe+MgYAciiA8CeveEtb86QTPGvFRp/4M+bmLZ8NbhpBijpzS42OF1gdK6T1QLHv1gQiQcax7S1jzluzxuURreDraRiQSXIn34IFiyavBA8WGtzzVuTSKgHhgkiEUCaSUOmu7eI9foTW7nlkciBowqBEfm8kBmqyLFdrAheAUDlgPF3J5ziteA7tpB23ex6fbj+Aje/cjEUxX5RydaLvuL2HNW4xD+SRyrHe2D33oQ7j77rvx/ve/H695zWvw3ve+F69//evx2GOP4fz5wTzDJEnwLd/yLTh//jx+//d/H3fccQcuX76MU6dOHf3CnyBk2Lfl8zbT1jQi0w2rICVE2B8zpYppp4lyW1aJtpPEIxCiBKs0BYQupx/y4CqlVE3PJnXaEmR5onM/DEuIdjub1ryTI6RSUBTtps3tlSwFQXYjVuJXtdO2LMTJtELoo3SoyCk67UpXFKnVVCOp1oF22ubK1ilV2aWQVrSVxhHKuXJzE5orlZ1CiCFkdKk/Y2oew5zD2mU7LD5hGJU5q9DxB4xBsmT88acdddI4BHLHHqEqw9kKela0VVEl0mQB+4GKpDBO2yryQnkyqdM2Hp0VPCfqesAhuVCiuyl39yik7xecl7LfUyJmfnvqwQzSGHIDpxSi1YR34bbhC1HOtGVpFqlw2BiBvSoewezbG9x9SNbXwa9eAXvmMpAmkN0u6HNuGfgcXd9AevEJiH4PZGkZ6ZOPAkEAsrwKvrMJurScCfbUU8J6ms7nBs1lxMrDFEBnwQ72mf8hmfs2995hil3zCOJTYZ22N/YAhWNyVmkDLdbDF3qX8Fj4LM7PkM3oOB6WvTpetDTinnpIrHgN7Ke7eCK8jge7T+F60sRn24+jzcOhubPn/DU82r+GL/QuocX62PCVePHVS7cOfNYDQZIrX17yaseynmVq2qkGYMDRBqAQI3BLsI4v9a7gBY1bbY8OQgheWLEeykWmRNuWFkNuCdbQZH34hOaEGIknwut4MtxEKhm+2LuMq/HeSKfjsHnm572btvFUuIkVWhvIrjwbrE2dRakcpHJoV/lJMdu1ww9v4F5CqiZnxzAofzpYxWlMl99KCMFXn4BzAVANvV68fMdxL8ZM3FGRw0qGXI/Gse4vYz0nop8L1nE53sXDvSu4HG3b3NXnNG5RvxvDxTzL+VqENXnViUgHojby66k+n5n8alTFI/V4jPPBBjxC8eLl2wvfL1zrO0+jJ2Jspy00eR+JZCMHjBbJKX/lhs2rnYRj/cX9nve8Bz/4gz+IN7/5zXjpS1+K97///VheXsYHP/jBys9/8IMfxP7+Pv7oj/4I3/AN34DnPe95+KZv+ia8/OUvP+IlP1nIOAIidbOSuUxbcK5K2glVkQmlBkxjp2ucuoJXukYnKgUmRLnyjFOQ0OECqy4hnzwnLxOAJeZ0GAUBhC6NlyZ/cJ7pEaq2X0lAE62miqkQouBclZwrQcwbPCUJpZBxLppAStXkp/zjgZTcsIX5HgDBYNkT8XyAC/U+KWVZ6Q7xAJR7UIhMYLSNyEjmKp6mKY3pPj4E4+LEkJJ342CdNh6hMmfVQAmQpIA37uaSL9FG8Xgule7LVLtRddMmI7YT87ko1OJjxbGmXalSShVLUNH4qbBuUgJJrMSxwxJuk9jGI9hcYS0UEc+HCPOibcUgEfV0PEL1rYfU6kAcjXba0uKxqIRAfuhOWymlHqgglcev1A7kI2kEdYgQzwdAwC4+geTJxwCPVg7IkPV1iHYb7Mol8KuXwa5cAt04rQZE9HFv4xF8T7nKe10l8s/ViCxXsXGSdNv8KSzL59/hxiNYqhoaHgY6HuRI8nMdJ4Jlr46eiPHZ9uMIRTJVAx7HVyYB8cAh8LnOU9hjXZz2l/GF3iWdQVst2q55S/Y464t4ZLk+JRR9EZ+4/EKiK9DKTltAXf67PLLnzylvGW3WR5P1RkZGAFlZtpACTdZHJFKseUtIJQOTIpeVqUVdngAS+HT7UfR4hFVv8uiCMgHxVH5ucjBxA69xUKIazy3iPu5BRU8c1qAoAQGfs2Gaw5EnoD48QvF37UfR4eGhxUcE2oneF7GuABADom3586lkdjClRnwkusnfsHiVgHgQkHig8zR2WRuhjmdpsR7mzax2ZBzbL+4kSfDAAw/gda97XbYwlOJ1r3sd7r333srvfOQjH8FrX/ta/PAP/zAuXLiAl73sZfjFX/xF8FHZmDc5kjMlDJnog3zpMeeQSWoFFWkyWyeFaUGmJDBaxKSirRKdlMhHh96fjfhSJVyOmrb68px3feMcWsS0AO0oFgMuStHcV+tYFuCYadAzxGmb5sRLIwKWHH1kiNNWSgnRbg1EAhSWqyrvmOqMXD/IhLJcSbqNUyC0Oq5hFFrUHobU20MMK/U3jtJpnbYVOat2kZaWIbrt8ZnKWjcaFo8gpbDHknGmWmdomo//IMr1O9RpS5Qz1zjmtVA6FMayvNkZGrRNgo17MPEELFXLSD0l2ufc/KLfHTiXCB19rNDVNfhf87KR+8De/FnmtJVcKDfyYZIfqCBE7efC+0IJ5zfBjxOyvo706SfBrl4G3ThV/Rk9uJE+8QjCv/0rlcm9sqr2T2k/k9U1yE4b7PJT6vic9Bo/MFPk4hHk4Qqg05Kv0LDLpuNjTDSQnDcsfdwyHFEjMhNv40Tbrxg8neu4lbRw1l91D2GOifAJxU7axgqt43ztFHbSNuIRTewIITjjr2I7UZVvo5yNlBD0eXxkpbfTQECGZKBKJJLZzEVCCDb8FeykbXgY/dvTB0UqOWLJtBiizksKot1zukEbiDpPgzWcr23genyAWKZz5ZsG1EeHhQiIh2DKLM9hUBAwyRdSBm5ybQ+LgHhgYrpcWYdjHLcGG3g2PkAk0pEDVPNgnbY8QSwHY1uqPt/nsXXHmkZy49yyXu5aT0HwbHKA3bRzon6m3+gc2y/u3d1dcM5x4cKFwusXLlzA5mZ1ruTTTz+N3//93wfnHB/72MfwMz/zM/gv/+W/4Bd+4ReGzieOY7Tb7cI/ABBCHOk/KeWhTJfHMYTg4FGoXmMMkiphlDMGnibqb98H6/emm3YSZ3+nafE9zsEZgyQEAhj+j6hycaFL6yUlw+cZxxBcQFBv9DT1P9XTzHxfqj4s4z4/9D0CbvYRFxASEGT8Mgxfbwoh5MB2S3e3gcYSBOfgaZLbjxEE5xCUDi6b7rzOOdf7OFXrS2jpcxQiN037L4rAoxAyCKrXXe8TidK+pJ6KZfB9tVxSgLM0O86kVPuXUgiWqv+dZJ8BkIRk06r6p92ihWOwcNxH6v10xDQq/rFeV20jf3BbyOUV8E4b0ht3/KlsK8GZmq4U2bFFCKSQEIxlyylV5q9IU/A0O2ckAVi7BZ6mqvRqYL+oY4iHkZ4HGbo9iucrB08qjoMFXId4HEESovZfmqjrixAQlEJ6PlgYgut1Z80mZHk7U2qvUUOPkQmPI3P88EQ1e+NxlJ0j5nzb3y2cZ3P9Y1yV8hGizpXSvPLnxKzXoZPyD2sb4O0WRKcDubo+/HPr60iuXER6+SmQ2+60xzaWlsG7HXuNkn4AIQTiK5fUtiLj9/HIf5xPdM0/yn0gCQE354m5ntr+YPoeBcx3Xxm3TkJA0DH35AWtq2B86v2o7tny0H4PVf1bFNP2XzD83u/9HggheMMb3rCwZTkuGrSGfdbBqSG5lw5HGZWnu4fzwToC4qGmBYRRYuwZfxW7rI2lMSJGjfiIRHJoYsc8rHh15SItQUHhgRbEv1uCNeyxDupjxNCAKsfbQdrFAevZMcJVbwmRZHab1mmAFuvhtL+CVa+BRKagpXlOS5342EpbOF/bmHkaZTxCkQq+kMZxqvnb4Ym2DRpAVOxPh2Melry6dojj0AYEVKNAgr6IEVU0SCxDiXrGNRUMNeqjy8OxmcTmWn8u2MASreFitDUyv9wxPTdUezUhBM6fP4//9t/+GzzPwytf+Upcu3YNv/zLv4x3vOMdld9597vfjXe+850Dr+/s7CCqchceAkIItFotSClBF+xMEWEf/foyPC7R395Gn/oQy2sADdDrdMG4BF9ZV1mDkiDcvD5x/IDoddGvLQPEQ39/H36QldZIwdGvL6m4U2/0CcnXTsFPGdjaKQAE9X6IYHt7cH7tJvqNZdDGCsiYaQIAX16DBw/97W2kvR7itQ14Q74nAHSpr5swVExrZR0eKPrb2xBxhHBpBX71TYYAAG5USURBVPD9ses2DLG0AjCGcGcbtK5KHqQQCNsdiDPn1Xv7+3Z5RbeLfn0ZpLE0ME+xvAYQINzcBPGUgBvWlwCvuHx8ZR0UHsLSthXdDvp+vXLaAMA3zoJKArE6uP3YqXOgp06rsnaipk2XV8DaHUQrG/D8Gviq+hFHarWR2yu/D+TKOjwB9CuOAwBIej3Ea6fgCzmwPgAQMoF0/RQavRC1IdOoIt3ZRbyyDq82WIYiV0+BL3dA106PXo/6EiT1Ee7ugfb6SMIIid52kqjzr99swa9vI+mFiE+fBanV0d/bRZIy8LVT8LwA/NQt8JpNeF5gv1+YT2MV4Azh5nWEtSXwM+dQj1N0h6yv6PfQr6mbari1BbpSfLBexHUobbURr64DEui1O/BogH5jBbS+DEl9gHOEz14DrdUR9kLwjTOF9ZJ1H/zULaCrp2Y+twCAr55Cr91BsL0NfrCPcGkVJKjbcwRQ51v0yXsQfM3L4I/KyJ0QmaboN5aVm1pwUN9HlNsX9hyuV59nwPjr0InBC8DXTwOEwAuGl1TK0+fAN6+BXLgTXiOLtJBnzoOnHN7Sit0f/PxtIGEMubwGWmvM5AgV9RVACkQ76lxKR1zzh04Dh7MP+MoGgpShvr2NEFRdj4M6xMoa+gdNEErRX14DDRoT3d+mnv/qBlBfAgmCuc6tSRCrpyDOpPBqS1MZy/nqBoIoQb/ZPJTfQ2U6nSmri4Ywbf8Fw6VLl/ATP/ET+MZv/MaFLMdxc0ftNAROLaxBiuPm56y/hg1/BYEWCe6s3zJW/KKE4EVLt1U2xMtTpwG+bvV5dtoniQvBqcoYgec2zg285hGKlyzfAW/M+q7QOq6JfXyxdxlbaRM1vd7ng3WcDbLfe7fXTkPUTlkR6KsaFyqnNw1r3hK+dvnOhblsAeW0TSQbK1ZPQp3W0GTTRQBOw7lgY+rMXodjEr6qMfw3xCIJRYJIpOBj4hEAFK5HHqH42pXnwB9zfTrrr2LDX0ZAPKx6DeylHdSI70TbBXJsou0tt9wCz/OwtbVVeH1rawu33lod8HzbbbchCAJ4udLZl7zkJdjc3ESSJKjVBkdb3/72t+Puu++2f7fbbdx11104d+4c1tcHb6iHgRCqpOLcuXMLf0jhB3vodlsgEFg/fx7tsAMZJ5DdDpYaNSRxDyLqAWQJSBKsra+DLk8W0sz3Kbq9FmQUYmV5CUHu4USmCdphD6AElI/OSeLdFgKWIO22ABAsLdVRr3jQYYKh122CNGogfPxDgQi78MQZrJ4/j2R/G/1uC97ZwdBwQD2oEwCneVot2vY78PktWD1/HqLXRSfsArU6aG1G0TaJgLCPtY0N0HUlaopWE53WPrC0DNnex8pSw25TToFurw0SeCC8eDEVaQgwhrXTp0AbS2r5+h2g3gCtZ8snoj6I5Fg7d64wYsd4gm57H7R+KwivaI7GEqDXhuy24J0tNhfArerHnuj3gV4bq6c24J06g6S5i36vBY+fhYh6kGkCsrYB2hh+LOT3AcIuaLqBtSEPvNFTj6J/sAv/9CmsV3ymE/WQ7u+iQSSWRzw0l4mfuYhwxHGC27S4V7Gd7HokKkN67ewZ0NU1RJefRKSnKaWE6DTt+dL/MkfcbYMENayurCBiMVi/C29jAyKNQfZ3UDt/wX6/OJ8QiCOsrK6g1+9A9Fqo8QQrQ9aXH+yh22sDUmJ1Yx3emWLzqEVch8y6AsBSLYC3toJutwm6vKSauPV7WFtbB1lbQ6ezB5kkoOVtefv4bTwO3mthqV5D/fx5sCREt3MAwlewdmpDNcACIKIQ3X4HDZ+iNsUxMgwR9tV1wQ9U/ITnYz13rvHAQ7ffATwKGlT/IBp3HTpRnD6l/nfMfpIXbtXNCXOf8whw++0AhGpkCUAGPuTmNUghQE+fApHTCz8i7gOcY/3sWYSUIBl1Lg+bBg5nH/BeC3WfYun8eXRFCtbvgC41ILptrG6sA56HXr8N0qgfSuws7zRBBAOWV2a+b01MzVfXyimdTbzbQr1RQ/vUqUP5PVSm0VhMRly+/wIAvP/978dHP/pRfPCDH8Tb3va2yu9wzvE93/M9eOc734lPfvKTaDabC1mW44SScTKaw1GEEIIgV/ZPCQEdEwMAYKyoYDiJgi0wfD2HuUonWV9CCE57K3ig8xRqNBNDCCHwC9u4eJ4uwslKCEGw4GZClKi4h2XM75Q+7HiESY9bh2NaFnF+jkMC6HHltJ0km7l8PZrkOpu/1q94deyyDiSRWPNHO3Qdk3Nsom2tVsMrX/lK3HPPPbZsTAiBe+65B29961srv/MN3/AN+N3f/V0IIeyP/ccffxy33XZbpWALAPV6HfX6oJBEKT30B4Y8hJBDmadgDERwEJaCcA7Cuco6JQAVAiRRGbfE8yFZHySJQVcnGy1U01b5qYSzwrILKUGlAMi4sRf9kMxSG/FHJSq3A2UpwAUo9SbKQJEAiHbrUB0hOGpZzPtVn5EAqNTHFSEgUqp9NsFyVEIppJR2+QBAdFpAFME7fQYcKGxTwTmI4KC04lJKPUiRgJrjXgi1fLT4w0xSqqYJFFxsJAxBUgbq+9XbtVbTmchy6PoSStV5x9UyUiHs9pSEAEyty7jtZb9DKWjpmCp8zhzXSaLKRkqfU69L0DSZ7pwKe2OPk0mQUm0rs852moRAEoCY7RSFoEEACHVukvx2qtWAKILsdtRxUp6JPoZoEoMIAeL56vwdsr7mWgAJO58y816HqDmPoY5fwjiIOS49Xy1DmqjzPUlAgvHXh1kQEvZYVNc9oZYjd29AqpchTRdz3SUEVGfWSkL1PpO2csGe72R0K4xR16Ebkkldd0EAxjkIJLxZnXoEACQIJWrbz3iNPox9ICRA9L2NmusDIZCQNn6cSHt7XjiCEHUunGBhTUBtk8P6PVRmEdM3/Rfe/va3F6Y7qv8CALzrXe/C+fPn8f3f//345Cc/OXY+cRwjzjXeLEd5HQVS6Fxmm7/sOHIK+deOI+eEb/+z/iqejraw7q2oXOATupyT4EmAcQbPKzWonmEfeFBRfPb7jvk44efBTc+Ct78nCbqsj8hbBZH6GeUQ960PpRlEJMUtZO3GOo50fwopsiivw2bSeRxrPMLdd9+N7/u+78OrXvUqvPrVr8Z73/te9Ho962Z405vehDvuuAPvfve7AQA/9EM/hP/6X/8rfuzHfgw/8iM/gieeeAK/+Iu/iB/90R89ztU4XlLVhIdwoYQ3IUFMsy/GAJYAhIL4vmpaFg9p7FQFY0qwlXKwa70QtrHYJNgGSiMuQlkjsilGM+2BPn8jMikWeMMnRC2byJpMiY5qOkV87YIqNCLTzZSGNCKDyJrBSdPIrCR8ENMsjLPCNhT9HkAGhU/7vVoNstMevT5UN5QzTbPyFxhK1f6dqhEZAdiIRmRxnG1DzoBcZpmUUmXtEpI14JsQ0WlPd3xVYba7OU6qLrZ6O4k4AjwfEIk6H9PEfp/U6hC9LkTzoHrbEb3fddM14vuVjeYsLNUN4irO1wUhwjBrAKgbkUEItfyeB8m52jdhCMkYSOOQRliJVI3dALWugqvGi7kGbDJNgCRWy7MIdCYw0aKTCiuVMOYLaRq00cOQ5G4O6KnTEPt7c0wht21P2o9ALSgDyBrWGY5iWalq7niUg9FfCYzqv/Doo49WfudTn/oUfvM3fxMPPfTQxPM5CVFe7biJ1dBDrQX4nstvPBYkEPR0p1Nywq5xXwncANv/tnQZPR7hTO00AnrjnqeBJDgdBjhV81H3c+sx4z44EwcAJOrJjbtNTgw3wHlwU7Pg7X8urWEr3EaT7uNM4h/JOXI+qSMSDKt1ApAb55z0BHCa+Wj7B4j68kRFeR2raPvGN74ROzs7+Nmf/Vlsbm7iFa94Bf7sz/7M/ji+cuVKYUPddddd+PjHP47/8B/+A77u674Od9xxB37sx34MP/VTP3Vcq3DsyDQBBIcUHDIKlWjg+WqUIE20EKhccJLxqQQMybQYYkS5PJxbAWM6bPvvinVRgsvE0yRErS+wmIfi/LTmnB7RLkkj3gHQQmNudrltagXrKnckpUqMM4IUV13sSVkwpwRgApJxkJzxXPZ7GClqBzUrgg7FLoNaZplbL9MpftKsZLVSJBPdKpBJpLrTCwGZMpAgt0KMKRHT8yGTESJm1XT7PXV+zIu0/y/3d+5PLdbLqA/ieZCpOp9kmhO3azW1/GlSOfhhjiE1GCMA3weS4WKsZMweb3nxcpHIsK9E7zSFZMzOhxAC6XkAZ+pY8jyApSD+Id1iJLJjMVViNRGiIFbLJMm27yLQ5x0Iya49ecHeDmQ50XYY9NQZ0FNnxn9wFAUn4Anb1nrgzzp+zO3OLDMOcZkJ1QNcJ2ybfIXR6XTwr//1v8YHPvAB3HLLLeO/oDkJUV5hn6C7z7G0AdQ8J/4fC/q6Fm8Qdy85Dm6A7d+QqwgZBfd9iBO6jJOytLIGz28gzv8GnnEf1LiK/ovdtWt+boDz4KZmwds/EMu4nnYBACurS4j9wz9HGmIVUqRHMq9FkgiBg4Rh/expNGriREV5HXsjsre+9a1D4xA+8YlPDLz22te+Fp/5zGcOealuINJUiQmcQ0aRFlLVwSWTBJBCiWmUKnF3GmciY7oOmQ6KQILretBJLib5z8jh+uEs4oo12s7vtB0QgOe5UBIKSFEQN8vbPu+atOJX1YXB7Lu8YCrFoMBLKKTUztQcotvBKKHAOnSDETmIxvVppp0Tq8isTls+wmmbxEDgK/GzdOxJ4+4M/IFBCBH2ITtteOerc7Flrze/kEiUElNwZpc3r9lXcWydvTLnfAf0dted1CuFFqqcxjKJIaUWqUedI2mqRaPFOm1lHIPv78K/7Q7IsA9CPUiixdncwIM5dmUcKVE+ZSr/9ZCw5wNLQaRUA1d5p20SQ6apcgcvYn75wRzttJWCZ7teqIGsQwksdSiMm9WIoCfpWSJ/DzHXBqPa6mPnUHVmSoCUu+NvwUzbf+Gpp57CpUuX8O3f/u32NVP65vs+HnvsMbzgBS8Y+N5JiPIiJruDuAf1Y8Vsf7cPjocTvv194uNc7WgGcg6bs7UhcX0z7INVfzEZ5g7NCT8PbnoWuP0bXh13eKP7Dy2auldD3Zs/r/rIIURXJ5+8KC/36/4Gx7jMIIRy2tqyeV1CLlS5LjEn/hTxCAWhtuS0VWXYYsIHxJzrCBgRj5BgqidaQmBUW1mYwQwQknvQHiEsTwolBWcqoAW83CwK23SUyEY95ZjOOW2lqCjDNjEKpX0lWk0gGHPhbDRAlkY0qKNKhLbLnBdt60sg9bpygk4KUaW8ctixEMcqRkKIwQEDxpRY5gcDx3P6+CMI/+Yvq6dpzpF54xGAnGsOaruUV0PvIxlFmZidJIP7jUCfs9XxCFJm8QjwfeVuHZJ9I1lqH7gX6bRNLz2J8C8/qkRQs/0oBdJEzyd/HBL1ubAPQA6N5JgbQrNBkDRVy8SzCBEAQJIo52/YX8w8hXHa0iwiIn/88mkGshyzQfSpJjOB9CQhcxd4G6Ni/t/hOm0JmWHwzDGWfP8Fg+m/8NrXvnbg81/zNV+Dhx9+GA899JD99x3f8R34J//kn+Chhx7CXXfddZSL73A4HA6Hw+G4wTl2p61jPiRLMpdZHKmHxpzjTQpRKKOfqpw8TTOjUNnhZ0v0p3gAlQP/UXw7jqd3zBaC5+dUWrUIIM1D9rxOWyFtmTwAyLAH2LIdWdgXI0W2shjLtQO6JPTZGIWy07bdBBnlogXg3z76QdLsZ+O0zUcbkEYDwVe/eOT3K6dn4iOqxN4kUa+XhG8g57StyHiVUQjRbqnjvixeJAkkZyp2YR7KmbYVOozkzGatEs9Xco3JnM4vF6UqRqDSYU2KmbY6LqKc8WvnmY8GWKTTNgohWi3wvV0lQnu+GkiIYyAtR1xI9TrnOFQbpO9B9FSpj2SpdaMX4xFiNTCwKNFWi7SEEEiim17kBPRsIMuJtofOiYxHINk1gQv7knHlE3rIuXCUqvPOibYLZ5r+C41GAy972csK3z916hQADLzucDgcDofD4XCMY2L14uu//usnFugefPDBmRfIMSXWZabiEazTlpDMoWce4uRgif4orEhIyaDYa/Ibp83PIxjqrjQNsyafVu4hed4H+IFpzYkplc1FAIheLk+V0mJp/yiRzUzLNCIz8Qjl8zEn7sooArt+Ff6dz4Hs98eKthOuVKXTdiaodjYLjqrLkEyU01ZyNihopzrT1g9UTiznINo9K8IQMgrV90tNsGQSq+ZYSwso18i5LGXZcQmo8zFN1LIFtezckwIg2b4gtbp6fWgjMpkNxuicWMlKGb+G1Lhe5YDQPdeqRhFEpwW++SxkmqqMXkrV+rEUhcESk8GbesXXFwzxfEgj2qapPf+L8QiJvi4uJh4BPJdZmx90MNhrohPNDo28w1mctHgE5K4D5vpMMqftIUfamoGL6XPmHeOYtv+Cw+FwOBwOh8OxKCYWbd/whjfY/46iCO973/vw0pe+1JaHfeYzn8GXv/xlvOUtb1n4QjqGI9NU56dK3YhMO/kIKf4NAAQQU3QhtgIIpQNl6LZL/bQPiJIMClzmrV5vuhJ7oBhpMK9IVIhHWJAIzItOW5unSmlBQB/ljDTRFrLUiGxUpi27chH9T/w5Gq/5f5TQtjIi+mAKbEbvvKItoYDUDaQq5iFZqvJQ00Rlo+bfZ6mKR6gvZU5cE3nQ66rvxhFQIdqC87mdtsSUaFuRX6BwrEipxOY0yTnfJEQcDzqAazXIMKzOEza5qbFuEldqBlcmL6COzL6dEhlFEN0O2LUrarvX6srVXcq0BaAcuGGoluIwszV9H7LfU43a8k30Cm5j3aQxCmdsmlhECl685pk8YoM5Lx1Hw0nc1pWNMbNM20ONR1haBlkdkg/omJtp+y/k+R//438sfoEcDofD4XA4HF8RTKxevOMd77D//QM/8AP40R/9Ufz8z//8wGeeeeaZxS2dYyyZA5bknHxEZ4ayotPW81SJ/qQwpp4xqQdRavgEzpRAOIkwY5rGjBF5Ra8zg6CmH47F/A/wstxEZi7NVgutWuSUUipxzoiLprzczDtNxooQWTwCz+aRx5TTMw4RheCbzyL+3L0AS0CCU7OvTLYEWYOteQUqU15e1YxMH7ck8CF7YqARGXQ8Agl0xitLVaYuANHvqszbiuxmGUfqnFhIIzIU4xHyAwa6CZdMEh2PoDJgZdQfyDwlQQ2ieQBSGwyIJzoM3Yr7QzKLLXnhf5FO214XEAJ881k13aVltSxJOnhd8Dwlpg6LvVgQxPfVQEeSAFGUVRvkRds4UgMAKVPHzLhc53EY0U1fX5XbMzcoIzhAiHM6HgVSQh6qbXUWKqo1CteKBWSlj4CuroE60dbhcDgcDofD4bipmMkK9eEPfxhvetObBl7/3u/9XvzBH/zB3AvlmJx8abWMQtXRnlBbfi7zTY5yJcUTTTtNAN1MSJbFGSEmb7pjykZ1g7Qql6aUUi3bVM2siGrQBczvuhpoRLagp2uT/cpSyCSxonR5m8okGVNWTax4KfkQQY5Qm3kqoxCEUvCtZ9W0/UXEI8Cuj6wSW6fBOJGrjgXTbIt6+u904H2VaRuokvV8SXyvq+MhBkviZZIAjM/fiMwczzYeoeS0JSqnFmmqjk/PU4MoYYhy8z5Sq+tmZcPOI6LOQ0JUNnVFZrFBpEk2hjFFDMo4RK8D0mio+JK8CJ0mQBLb/QQoMVX0u5Cd9oIiOYbg+cpxHUdKODbXwPyxoJvAScGny/IehtCN84wwW9WIzHG4FOIRxInTbO09JH9vtLeV+QcDHQ6Hw+FwOBwOx1cWM4m2S0tL+PSnPz3w+qc//Wk0Go25F8oxOaoxEM3+W+ru9ISq/5aZ05b4PmR/8qY8VkikVIkz+femabpDqBL5bLZuhSDKmM4xndFpO7fratAlRRbwdG2dtnGsxFYjGHqeKuE3nxuWa5p9YsBpW8aW3XOuBDbPAz1zDvC86kZXM1BohjbPNAnRwn/FuqSpEmPN9KsakQEg1FNCWs79K8JQidaVTtsYZhBifnKl8ZwXNdtaDXz7utqnnCtRk1LtvC3FIwQByMoq6NKw+IrcMemNcdrG+lpAvYE4k3mQvR7o2gZkvw/JuG5ERiFZqrZ3fn08D7LfhwhniDqZAuL7NsdbRpE6FoBiPELYVw5mfW2Zm/xAlY0/EcX3HUeDNK7VE6aAyvz9CNlApZRZg0uHw+FwOBwOh8PhmJCZnqr//b//9/ihH/ohPPjgg3j1q18NAPjsZz+LD37wg/iZn/mZhS6gYzQyDrXTjdvu9CBUOcGEcSPpB1vP025cMZlwFWsHG/UGnWq8lO84CkqUOEfI0GdWGUeqwVJ9GtE/L7Ta/zcbBIN5hIvQA4xoq/NUi43IEpu1KeOiY7GSfCOyEUjOIDttwPNB1zdA1zfmXg01YRScw1PnGecxOcwV66KctEbkJ9WNyIBMxDTbJVYZq0OdtnE03zLbZSdZ5AcwcB6Q9Q3w7S2wZ6/CisQ62qDcvI8QAv85zxs9L/vfOrN4WKZtFNljaFFOWyWE94FaXYnCEtkggJCqyV3uWkI8Xx3XnFVGPiwMP3PaItXXKSkhcqKt6PdBajUl7C/AaSuFiUdAljdciEdwou2RYBt7nbTtTXRkA6wj21KIRzhhQrPD4XA4HA6Hw+E4scwk2r7tbW/D85//fPzKr/wKfud3fgcA8JKXvAT//b//d3z3d3/3QhfQkcF3tiCjEP5dz7OvyThS3dylLLpfKbUPtUZUIZ6v3J5JAkzgiLZlx0ZgzIu9Qmhz6yROW5KJx4UO2xkyjpQYtTJNPAKKwtncTlsj2mJyQXocOactOAPxlahGqKfESZ39KeNorJBuBalxZdiMQXQ7M7iWxyEhjGDK+Fzbh5hM28p4BJ1Za92TVU7bwcZcNrN2WKZtEi8u9iIfoVGaJllahti6Dnb1SvaayaMVxXiE8bPJTZtSgIuh8RhSn6+EkMU4S5E/bgNIT+UwE0IgKQVYosTxfNyE76nrS5oCy4tpfleJp522cZQNeHgeEOfE+jgECWrqPFtQPIK6LlCACAzEqLh4hCNCu1alPFn6J0F2PdMxCSQ/wGMbkTkcDofD4XA4HA7HZMys6nz3d3+3E2iPmOTRL4HvbGO1INpmwqoRGkm+fDeP50EmsYohmEC0lUkMQj0QL5elSVUzH9V0p6IZVhWmIZcRq6pE2yiE5Ax0KqExv45zPhAT46Qz01oExDrxZBJnpeWAcomaJlq+r1zNo7JWSS6iQnAMVyuIcpp2O8CiM0UpBVIlfknOphMfB6alRfIqdyJLdaYthYqFKDciYwCkEuoEt+9b4d+jyoFeJokXtGtJJhoBmYvcvEsIUG8Um/7pbFUbXzINZj5mIGaY01YP4AAoRG/Mg3XAN5ZAT59VDm5AuX7tNSEfj+BD8hCSMdBF5ShXYK47Iuyr/e/pwaVYH59CQEQRUKsB+po3N/lminbQISfUOqft4ZNr7CXnHqhbNLlKkkLOtcyJtljMYKDD4XA4HA6Hw+H4iuDwQgcdC0ccHEDs72Yl9ULo3FlPCVV5p5dxIeYeapXTlk8uYOSctmApZMpATAf2aVxlpoESyT3EljCl7VbUnGi6sO5YObeDklghQFpH1LwP1zIT2OI4V/IPFTkhlCNR1hvWJTkUSpUoCR0fMEx9JCrLU+UDH4Joqx2LkrE54xHIhPEIGJppa5vH5Z22TB2joiK7WfT70wumw5Y9P0hQcezRjVMQrWbuBS24mkaB06AFbCNUDnXaxqaZHVlM4y1kQjjxfJB6HVhZVW9QT2e8isJxa938jB1qpq2emxqc4EJVG1AvE+vTNHMIS+iminNi4i2A7NjLCbWyKp/ZsXiGONxPBPmInfylphDj43A4HA6Hw+FwOByTMZNVjnOO//yf/zNe/epX49Zbb8WZM2cK/xyHg9jfhQxDyFALUmma6+buFV1fxmmbf3D0PZV3OqELL2tE5ilBIu94nMJVpvJ1eebKrXhwNRmk0zaJUgYmOf8DPNELZqa1EM1W5hqRRZkLGtCl7tolapppjcq0NY2sgNGCuQREtwOZHoJoRmgmfvF5RVs66FQ0pKkSxPSxIMqDDKYRmY7bsE7bKFSiSVCD6HYGJiv7vekGBUYhUewUXzpYyPJKdp4Cat/yKZr32fnIUqQCGYiLUB+TmfBP1X4al3080ey1EF4+lqz7vpyP7XnKUT6pC3++pVPHuhb4Sd5pm8Rq/T1PHSMLaMxmRFlz3AEy586Hi0c4Ekru1ZPmWh0iKEsbpeFUW4fD4XA4HA6HwzE5M4m273znO/Ge97wHb3zjG9FqtXD33Xfju77ru0Apxc/93M8teBEdgBIhRK+rxAgtSFlhhlIl3PLMWUuMuzX/8Oj5AJusKU/m4s2aKOXL1KcShAhRy6bFnSpX7GyiChn6kDzbtJA5pRZC1kSrvM2JcSqmqWqkJbgSwoZNiVLrkJYmW7MSqY4Plh6K09aItpKx+UQ541Qc5rSFFseol8VCaERhW5KsQZs+hojvQ/Z6KCP6/Sw+YB7yAj+gmoOVNgUhBHTjNOjGKfW3cdrmhfuJ5kWKrmPIaqdtLgeYePrYGhKjMA0yCkvzN8ulnfyCFwcbPO9IxUvRbmVuX8/L3OhJohv/mVzkRThtcyKhbqTn4hGOGKvZnsBGZCR3b8vHI5gBVBeP4HA4HA6Hw+FwOKZkJtH2f/2v/4UPfOAD+PEf/3H4vo9/+S//JX7jN34DP/uzP4vPfOYzi15GB7R7MokhkwSi1wUALfYJJUyYzEyDybjNQUxG6CQCKWeZCKRF24IIJKZwDJplI8OFUeO0nYqyO3YOiJ0WlEC9iLxESrLS/bJb1FPbRLJUZdsKMdpp63kqYgFQLtph214Cot9T012w05ZQqo45YDDLdOqJqUxbOSTT1m56SgeP1zgXJUEykdceQ74PGfYGBgdk2FvQNjHZlcZpW4whMdDTZ0BPncnWYxZRj6rs44KbtUKMNcK/zXYVYiGRADKOq4XmfGO1fDyCdaEeAX4A0W2r65S5BqaJch2nSrQlnqfcyotqRGYoC3HA4CCZ43AwlRAnrA9ZMWIHpXiE0v86HA6Hw+FwOBwOxwTMpLpsbm7iH/yDfwAAWF1dRavVAgB827d9Gz760Y8ubukcFtntKOGBsaz0O02VMEF1PALnsE+FWhSrnNYE8QgyZZmDTccjFBpCCT75AyghatlMFmjF98Qsom3eHbtQp+2CFAFKrQtUhOHge1xApqkVmMZm2hoRjiXDP0u1mCTkYlyl5WU2oi3j8znGzKBChZApc6Jk3mFs30/inMAti43IpFRO2yQpuCsl5+r9BTptbWn8JPq+3t/Tz4taN72Zd6XTNk0z4d9GbyzIaVsFpeoaUBJtAb18iz72KiCepwTsXDwCuIpxkXGcLQchM15fSpSP1dLxKxawvR2jIfl4hJOogBYqP0qqrY5HOPzYEIfD4XA4HA6Hw3GzMJNoe+edd+L69esAgBe84AX48z//cwDA/fffj3q9vrilc1hEt6PECd/L4hFYohysHs1Kog3G2VeVHztJIzKW2qxI66rLZWnKvEA8DkJyzlyiysnLy9TtTC302EffRbiYCmW3svTirNPMxQmEveL65eIRkGau5qFQCslSJT6m6XDBlJgy/PkWfdi0rUA6b6YtoLZzVSl9fnDA82xOqf1a3mkrkbmZe121jT1fbasoG5yQSaydl4fhtOUYu8Fz8QhTQUnR1SxQ7bRlzAr/Nnojvx1nxAjhAxinacVxS0+fBT19du55j8UPIBmD5Eas9rLrVJroSBZPHRPlQZMZyDu3bVO4vPt2EeeEYzTl6/RJ2t5moNTGIOTecw5sh8PhcDgcDofDMQMzibbf+Z3fiXvuuQcA8CM/8iP4mZ/5GbzwhS/Em970Jvzbf/tvF7qADoWJRAClEAf7AHRJNM/cdbJcvsu5En3ySAxkhFYhdUamde6VRSAxhTBISBaPQJA1cMqvX783fQarde6aB/jpvl6aWKHsdiGNyAjJSvf7vYJgSPSyS5aqf1W5oflJWSGOKaGXDHPaUuUAPQyNgBLlDDZi6xyCiSqjJ8VjViPTNFt+SiHTQactyYm2RhgX3S7g+SC+r5ymOUe5jGPVIGshTtvccQct5o3ZFMQ4U6cVbwhVx5Dd37LSQSvTJBNQPTUvG2UxB1YILy+W3n9Vebfe6bOgK6tzz3scxC86be01UDttbTM0z4cIBzOOp2ZAnCfFa9m8kSGOCTDNLGVlNvqxYwf98jeQiigNh8PhcDgcDofD4ZiAmWxn/+k//Sf732984xvxnOc8B/feey9e+MIX4tu//dsXtnCODNFuASAgtTr4wZ560WTa6iY84DlRiOhS4bK4RwlEvqv9MJh2f3o0c5WVRduJ4xFUaTghVBsUq5y21eLQ6OlCOQ+xgAdiU/JunVLzq7aE5pypvYo8VUJyjciEEtuGYZy2+t/weASqxaPFO9Dy2cay6tiahcp4hBT24KIUSGJImZUV2wZ5gBKSdV6p7HeVYFvhtEUSA5yp9xeBxIhS6ApmzLQ1Jf92QIOQajHW5iJT9Rm+GKet6PVUA8MhSD4Yj3Bk+IGNbyCUQnrGaZsW8nyJ582WmV1GlEryCYo5t6Oyph2LgSAbXKsY/DtO1C1EHyPlcZz89cLhcDgcDofD4XA4JmQhCsZrX/tavPa1r13EpBxDEPt7QK0G1GoQ7aYqC06TzE1GPS2kqUdFQglEVU6q5ysBcQyV7s+8w2+KDvHEOCopycqq8/PiTLkip3XaIu94XFSmbfbQPTeEAKkS02QUVorSkjGQvKt5GCYTlaWQKRuai0iIFjEX3ITMLgPjKmpALiibseI4youyhFIlDHKuGoxJCaS5TFtKgThW27jfV+vt+2o5C07baMFZq7mBAjGB69gI3tNCCCRLM2cxpWr9y0uTJroRmWeXaTFO285oobsi0/bIMJm2GkKz5n6FCBjqQS4gHqFy/+Vek3O6zx3TYHLHT9D2JkRdn4y4n8/vkQLypC2vw+FwOBwOh8PhOPHM/LT927/92/iGb/gG3H777bh8+TIA4L3vfS/+7//9vwtbOIdCCgHR3Aep1UCCGmSSQPa6RVHGK5VRE1pZrks8D6I/3mlbaESmvllw2sopRFtQolyAOtN2QLSNlKBG/FkEtXykwRxKK8lPqyKTcBYoVW7HNFXrV+FYlGli9+NIEVSX10vG1DRHOG1lEk8fNTEJhEJKoURVKRfi5q10n+Yza6mn11sfe4JDMp4TMT2IJIZMYiVu+n7myC3FI4Dzka7RiTH7qeC0HfcdLdpOe4xSqoTJnGhbzvgFYJ3xIERtGymLzvgZKAjhwz90bEIU8YNiUzbqKYE/TYGk5LRN07kbs1VGeeT2p2QjYkscC0RHIwxptHmsmKxrCRRuIC4eweFwOBwOh8PhcMzATE+Yv/7rv467774b3/qt34pmswmuBbxTp07hve997yKXzwFAhn3IKFSiba0OmcQQvY4SJwzU02KeflCkBJLzQSHQ81RTrHEMuD+lKv81f1V1sB+GydclNCtvza9fHCnRyZs20xZWZK1qbjbtxEx0g7RNphbQiIylyuXJhrg8jQg7dlK50m82ohEZpUqwOiynrRCqyZMUhxePEEdFkdJk+QK6aRu3URJEi9Sw21ivNyFF0VY7LxfWuT0vwkg59kgxQurUAieh6lyj2WBMvvTfLk6aKMHWTF9Hb8yDFcKHCd0SxXkeNSWnbTawkUJEYbatdXSMTCrE7mkYEN1IMR7BNSI7AnIVEQInb3tXNiIjVss9lKxxh8PhcDgcDofDcdMyk+ryq7/6q/jABz6An/7pn4aXE6Je9apX4eGHH17YwjkUotuBTBKQWh0IAoAx9VpevKGlDNshTlv4vi4VH+2UNS69vCBTcO4VmiONgdBiCXlJqJOREtymd9rqZl62VH2OB3gT22AcXIt4uKaqEZmMI5VLWiF+iSSZrIw9L16yEQ2PCFXHyiE5bSGEauq1qM7tFcehSBIlUgNWKDbbSMV25AYTdOatiKJiZq0UhUxbGY9vvjcppOS0lXxCt6mcIUqAEoBlMSVKpK4QbQdcpGRup60SwvmIAYDjVaDyzegA5AYVUsiwnw2SeJ6KYJmgAeNIBo5VUwqv/2IVg2SOxVLYvCfMaWvvIUBh0M8OVM7bLNPhcDgcDofD4XB8pTGTaHvx4kV8/dd//cDr9XodvQnyUh3TIXtdJTgEtaz0u9tRQpYWjgghym2ad9pVZNoSz9euszECRlUpcf41NkWzK1KKRyiLtrES3KbPtIVtSCPLTYJmJd/9e14BxoicUajckgONyHSTrUnENeMiTBMdgzHcaSuTeLZtOQZiBdRkNtdoBVUl50jinEjp6eZnRrQtxXZQT4mYFU7bfMM9dbwvUDEpZDNPeNyJ6bcZ0Y3lCpm2rMIxOiD8y7mdtkoIT4dn2lbkUx8P2TXQZADLsG+Ff3PNw7xO2zGZtuAjYkscC0TixMYN2IE/ZJcbiZO7vA6Hw+FwOBwOh+NEM1MN9Vd91VfhoYcewnOf+9zC63/2Z3+Gl7zkJQtZsJsJKSXiBz6LTmt3NpU8ZaoEOycIxF94UOeK5qYoZFHcqWxE5kF2O+j9we+OFl31PPMkTzyC9MrTap16vemctmZZcvEIfHsL4Sc+rpp0cV5Yv8mmC+QCbTG3KFcoeZ9vUoB2RUYhwr/+uBKMyvEIHgW7/DTw7DPjH+h1tmn0yXsg4wikVhs+zyQBCQ4nHkGmCaJP/ZUSVpeW55ueBJIvfwHpE48UXhbNg2I8QhKj/2cfUZEIQkAmMSjdsO+LXhfhJ/5ciZRmG/sB2NNPoLP1rJpVnGDRzlAbyTFhrqsUInMQTwqhyhWfz/BtNtH53d8sTjtJiqsnJeIvPYTk8b+3LwkAoVdDhyeTXYc4V9ttWDyC56nj4DgR0kZlAFDrfd/fQXQ72SCJ56lj6OMfKX52SmScFM9TKRE//CCSx76kFqXVPHnl+jcdRI+pyYUNHC0MQnScbdX9aAHVIA6Hw+FwOBwOh+MrjpmUnbvvvhs//MM/jCiKIKXEfffdh//9v/833v3ud+M3fuM3Fr2MNwVs6zr45lXIpaWZvk/P3JL997kLEM19+98G7467rJhHCIF31/NAVlYL0yFLy5D9HvjO1pTzvFWJaTm8s7eUv1IJWVqCd+dzQBpq3aVWl0TrAOmTj4EsLYOeOTvRtEpT1pWoukx5nudhkstKXJDTlqyuQsYR+N4uyKnTA6K0d/Y8REtt0/x+rF48Anr6LPjersoRXV2v/tzaOvw77wIJqkXduQgCkJVVtQxBDWRO0Zbecg7iYH/wDb2uhXnubmdvN5aAekNNY30DYn8XfG8X9MxZ60T3bjmnjtduJ5vfmG08NUa/E5OJtt5td0y9X8jqGvw7nmO/RzdOQRzsgW9tDnyW3nIu99/nB7atBMCX1yD6nYnla7K+PtRp691yYbps60OAXrgVJDd4RM/cAr6/q4+hMwAAEgQgq+uFY2jm+eWOIXq2dPzm5uk4JOxAHQrRFCeHimaDNnv9OJbH4XA4HA6Hw+Fw3MjMJNr+wA/8AJaWlvAf/+N/RL/fx7/6V/8Kt99+O37lV34F/+Jf/ItFL+NNA1nfgDeTOFmELq8AyyuDr6+uFf/eODW4DJTCm0G8osvLwPJsIh0hBJ4R4XLxCCbOwbtw20zTHcihndt1ZbqSL+bpmng+vPO3Dn+/0YDXmHzdJxGECKUgpw5HOCKEwDt7bvwHJ4SurgGlY3baeRK/ehuTemP242piskZkk1A+PyeBUAqS2+8kCEYeU4V5leYnAHheALq2Opvjv7xsjcax+wZp6TpI1zeA9Y2Bz006wDTVvNfWgbXqwRPHYVHIHDjOBanGRCMMGG3zFSEOh8PhcDgcDofDMRlTi7aMMfzu7/4uXv/61+N7vud70O/30e12cf78+cNYPsfNhnEdAYt1Ss0rtBYEYOmerR3jMXmmLqvS4Tg6dEXEwpohLgp7DxGQkCBGtZXQzS3ddcLhcDgcDofD4XBMx9SGK9/38e/+3b9DpDuzLy8vO8HWMQVEPcACWJgyauIR5stHMBPLXjlJgoDj5DFlPILD4ZiT/GX6JMYjiKomadIKzS7T1uFwOBwOh8PhcEzDTFWyr371q/H5z39+0cvi+Eog14hMORXneIgtuGP5YjRb89Dtnq0dY1HHsXQOOofjiNClGjZu4KRdqHPXAjuQo+5T7irhcDgcDofD4XA4pmWmTNu3vOUt+PEf/3FcvXoVr3zlK7GyUswV/Lqv+7qFLJzjZoRAFsrKF/Aou4AcWgKixTepsnYdjnGY41icsDJth+NmRur/d9IG1wgZkYl+ApfX4XA4HA6Hw+FwnHhmEm1Ns7Ef/dEfta8R/cBCCAHnfDFL57g5MQ+1i3AoGuF33ngE67R12YOOybBHiZzTMe5wOCbDxiMsrmHkQsnHI5iBHKLyd4nLSnc4HA6Hw+FwOBxTMpNoe/HixUUvh+MrBZJl2sp5M/70Q7FcSKSBiVqAe7B2TEZ+8MFptg7HEaDiEeSJzIjNRzfkkGRxVSUOh8PhcDgcDofjK4qZRNvnPve5i14Ox1cShUzbeR5ks4dhOW++IQEyxdY9XDvGkWuodxIdfw7HzYqNRxAnULPV948hCQknankdDofD4XA4HA7HiWcm0RYAHnvsMfzqr/4qHnnkEQDAS17yEvzIj/wIXvziFy9s4Rw3H0obNU+0C4o0kFIJwHM7baHydp0I5xhLJsxIIVymrcNxZCg364m8TNvlKsYjnNg4B4fD4XA4HA6Hw3GiobN86Q/+4A/wspe9DA888ABe/vKX4+UvfzkefPBBvOxlL8Mf/MEfLHoZHTcTplkLoBs4LWCaiyiVtU7bBUzL8ZWBlCMaDzkcjoVjhFB73p2k67SJ2CkN/ElkWenuUuFwOBwOh8PhcDimYCan7U/+5E/i7W9/O971rncVXn/HO96Bn/zJn8Q//+f/fCEL57hJEdaiONdDLIERgBchnJEsJ9E9WDvGQkrizEkSjxyOmxg7SIeTddoRVF8Tso6FR79MDofD4XA4HA6H44ZmJqft9evX8aY3vWng9e/93u/F9evX514ox00M0c1agPkz/nLxCHLeeATjtJUmZ9c9YDtGYZrWiWKneIfDccjIXB76yTrvCv3GSO5/7WCgu6/cqPzar/0anve856HRaOA1r3kN7rvvvqGf/cM//EO86lWvwqlTp7CysoJXvOIV+O3f/u0jXFqHw+FwOBwOx83CTKLtN3/zN+OTn/zkwOuf+tSn8I3f+I1zL5TjJsc2cJrPaZs5mRZRKksyB5cQ8yyU4yuFnCv7ZElHDsdNSiEe4aSdd1ljzIHKDxejckPzoQ99CHfffTfe8Y534MEHH8TLX/5yvP71r8f29nbl58+cOYOf/umfxr333osvfvGLePOb34w3v/nN+PjHP37ES+5wOBwOh8PhuNGZKR7hO77jO/BTP/VTeOCBB/CP//E/BgB85jOfwYc//GG8853vxEc+8pHCZx0OCyFWFJXWLTXrtJAJZ/M+EBunrZDOC+WYCGlLoU+ceuRw3LxIfe4BJ+u8M8vC1bKRgvveVW/cyLznPe/BD/7gD+LNb34zAOD9738/PvrRj+KDH/wg3va2tw18/pu/+ZsLf//Yj/0Yfuu3fguf+tSn8PrXv/4oFtnhcDgcDofDcZMwk2j7lre8BQDwvve9D+973/sq3wPUQwvnfI7Fc9yULNRxJLV4JuYsUSdZ+apzRDkmwTYdAkBPknrkcNycEBOvI4wIetLOO5kJyvllk8gacDpuKJIkwQMPPIC3v/3t9jVKKV73utfh3nvvHft9KSX+6q/+Co899hh+6Zd+6TAX1eFwOBwOh8NxEzKTaCtc+bhjHszD69zHUS7SYFFOW1fG6pgGm1M5U9KMw+GYGpIbLDnuZclTuh/lNVspQdx95YZkd3cXnHNcuHCh8PqFCxfw6KOPDv1eq9XCHXfcgTiO4Xke3ve+9+FbvuVbhn4+jmPEcWz/brfbANTv7aP6zS2FXNxvKsdsSPc79Fhx2//4cfvg+HH74Hhx2//40BXcUkhIKY/k99ek85hKtL333nuxt7eHb/u2b7Ov/c//+T/xjne8A71eD294wxvwq7/6q6jX69MtreMrB0K0SwqFTNDZppX7bylL5agzTMy6oU6ig8tx4hBi/mPY4XBMB0F2DzlB12m7JOUfX64B2Vcka2treOihh9DtdnHPPffg7rvvxvOf//yB6ATDu9/9brzzne8ceH1nZwdRFB3y0iracROroYdaC/A9Z844FiQQ9EzskrtuHDlu+x8/bh8cP24fHC9u+x8bngBOMx9t/wBRXwm3lB6uQ6TT6Uz0ualE23e961345m/+ZivaPvzww/j+7/9+/Jt/82/wkpe8BL/8y7+M22+/HT/3cz839QI7vpLIOW3neubWpbJSKofIXJPKpuU0W8dESFMKLeeM5nA4HFMh58xDPwxstYbJujbXBOeYuJG55ZZb4Hketra2Cq9vbW3h1ltvHfo9Sim++qu/GgDwile8Ao888gje/e53DxVt3/72t+Puu++2f7fbbdx11104d+4c1tfX51+RCQj7BN19jqUNoOadKBv7Vw762hFvEPe74jhw2//4cfvg+HH74Hhx2//YSITAQcKwfvY0GjWBc+fOHbpo22g0JvrcVKLtQw89hJ//+Z+3f//e7/0eXvOa1+ADH/gAAOCuu+7CO97xDifaOoZDSC7bb/5IA2lL+RbgCnFlgY5pcf2FHI4jR57IwTV9QzIDiCR7XQrh4hFuUGq1Gl75ylfinnvuwRve8AYAqpTtnnvuwVvf+taJpyOEKMQflKnX65VVapTSQ39gMBBK1HFL3IPisWK2v9sHx4Pb/seP2wfHj9sHx4vb/scDUb+DCCUghBzJb7BJpz+VaHtwcFDI9fqbv/kb/LN/9s/s3//oH/0jPPPMM9NM0vGViH6oVflp8+YjaNVs7kZkQMER5Z6vHeMQxu0nT5h45HDc5JzEGBt7Oyq5gAtxDo4bkbvvvhvf933fh1e96lV49atfjfe+973o9Xp485vfDAB405vehDvuuAPvfve7Aaiog1e96lV4wQtegDiO8bGPfQy//du/jV//9V8/ztVwOBwOh8PhcNyATCXaXrhwARcvXsRdd92FJEnw4IMPFjK4Op0OgiBY+EI6bibMky30w+0CHrqlBObuabbApmaOmx+TUymEajJ0ksQjh+NmZxGVFQuHAFDXA3UL0dcEYhqnucHAG5U3vvGN2NnZwc/+7M9ic3MTr3jFK/Bnf/Zn1sRw5cqVglOi1+vhLW95C65evYqlpSV8zdd8DX7nd34Hb3zjG49rFRwOh8PhcDgcNyhTibbf+q3fire97W34pV/6JfzRH/0RlpeX8Y3f+I32/S9+8Yt4wQtesPCFdNxEENhGLfPn0CJXnj6f05YUMm2dc9IxjpIA48pXHI6jQUI5V0+Y0RaAXjaTc51/vRyZ4LjReOtb3zo0DuETn/hE4e9f+IVfwC/8wi8cwVI5HA6Hw+FwOG52phJtf/7nfx7f9V3fhW/6pm/C6uoqfuu3fgu1Ws2+/8EPfhD/9J/+04UvpOMmwzzALqIRmcmzXYQ7ltiQXOe2dYxFLuq4czgck0OQiyA4QSqobUQm8y8gu0+5a4XD4XA4HA6Hw+GYjqmSdW+55Rb87d/+LQ4ODnBwcIDv/M7vLLz/4Q9/GO94xzumXohf+7Vfw/Oe9zw0Gg285jWvwX333TfR937v934PhBDbHMJxI0Cy0lbBF+NQXNQDsZ6OdA/XjrGYpkNauHVOW4fj6BDyBCYN6GuAEEU9mcBlpTscDofD4XA4HI6ZmKkd2sbGBjzPG3j9zJkzBeftJHzoQx/C3XffjXe84x148MEH8fKXvxyvf/3rsb29PfJ7ly5dwk/8xE8U4hkcNwAkp6/KOZ1SOtJAmnLZeYUzQnLuSSfCOUaj4j2cEONwHDX2On3SBktMLnrZBSwrIhMcDofD4XA4HA6HYwwzibaL5D3veQ9+8Ad/EG9+85vx0pe+FO9///uxvLyMD37wg0O/wznH93zP9+Cd73wnnv/85x/h0joWgnGzCj7/Q6xpCLUI5WxBk3F8BaCzmaU9/hwOx5FxEqshdDyCEpRLbxiX7UlcbofD4XA4HA6Hw3FiOVbRNkkSPPDAA3jd615nX6OU4nWvex3uvffeod9717vehfPnz+P7v//7j2IxHYvEOKOkBLjAIpy2kBJSzNeITE0PWT4ucQ/XjjFIkTtenIXO4TgydDPLkwXRPTFLrloCgAsXu+NwOBwOh8PhcDimZqpGZItmd3cXnHNcuHCh8PqFCxfw6KOPVn7nU5/6FH7zN38TDz300ETziOMYcRzbv9vt9v+/vfuPrau87zj+ea4T2wnGcYKNnYRA+FXSDEjapIm8iTINiwShiqw/lDI0sqxK1YKldu4QTdUlZFPllDIUtkWggRj7AxrGNFqtatOBwVRdXRgBxK+BCoKlBewYqGPHju3knmd/3HtOfO1r+9r33PM8136/pPzw9fG5j5/n3HOe53ue830kSUEQKEho4BcEQTSJ08ehZpKsjKysgnRaQWBlzezrJKrTIIgWE59sX+GyNVO9V7Sv7AzK+d5WcSukDcqFNebMsaLMce27uVT/5Yo2KF54nrbWys7iZkmp2iDcX5BOZ68fRtnbikpbq5QNZGXmddtnMhllnrRJov+VVB8PAAAAKBWnQduZGhgY0J//+Z/r/vvvV319fUE/097ern379k14vbe3V8PDw3EXMa8gCDSwsEqqDlRRsTCR9/RVUH2WZKTh3mMaCQKdrlky6zqxxio4a4mGBk5odGGVgkWadF+BpBOpBbKafHp5umaJBgdPyo6MarSmbt63VdwKaYNyka6p08LTgRZ+9HsNLT5bpqpaKc+Pl7lU/+WKNiheuqZOlcOjGl1UI1M5889dqdogqFosm1qgqsEhjdTUKrWgUiaVUrpmiRYEVmb0tE6dPfvr3VyQrlmihcOjGurrk7VWqVRpPwUDAwMl3T8AAABQak6DtvX19aqoqFBPT0/O6z09PWpqapqw/dtvv613331Xn/vc56LXwpkUCxYs0JtvvqmLL74452d2796ttra26Ov+/n6tWrVKDQ0Nqq2tjfPXmVQ6ndbQqREtGx5UxeLqRN7TV8HIoCSj2nPqNWTTOjU4oIq6ulnty1qr4ESfzqo5SydHhmSHTyp11qL876vMU6pL06cmD9qeOK7Fi6oUnBrW8Ik+VZyzbFblQn6FtEG5SA8eV6UJVLV0iU4M9sssqJCp8Pu3mkv1X65og+KlTxxX9cIKjQydkIxVauHERVGnUqo2CEZPSsMntai6SkMnjitVVydjU0oPDmihtTIVKY0OHFfFOefE+K7lJX3iuKqqK9VfV6eGhoaSB22rq+d3fwsAAADlz2nQtrKyUhs2bFBHR4e2bdsmKROE7ejoUGtr64Tt16xZo1deeSXnte9+97saGBjQPffco1WrVk34maqqKlVVVU14PZVKlXzAELI28/C0EbOrwkVZUimjlLUyZvZ1Eq7rkpKUslaBpt5XWP+TbRPIRN+jrUpjujYoF4GMUtljz0hKmfJYGH6u1H85ow2KE5hM9lgjK2PMrOqxVG1gs/s2Y84NmetSIGNU1PVuLggkpYzJtFsCfbCk+ngAAABAqThPj9DW1qYdO3Zo48aN2rRpkw4cOKDBwUHt3LlTknTzzTdr5cqVam9vV3V1tS6//PKcn6/LztIc/zo8FSb5CxcPKyLUZcYsRCZb5KJmkiSbXfTbjlv9GxjHKLPgULQifDmEbIE5IPrMecaYMdeiMYsTGmVeDzwsMwAAAACvOQ/abt++Xb29vdqzZ4+6u7u1fv16HT58OFqc7OjRo8yWmFOyc4+spCB9ZmA7691lBsqxxc3CQBwxOEzDyspGARrXpQHmkcD6e7NkQnDWZJ62sUHx1zsAAAAA84rzoK0ktba25k2HIEmdnZ1T/uxDDz0Uf4FQWuFMqWzaiKJ3Z4MYB/CZla2BKRmTDfCHs7IJxgDJCGezesgqU7bxlxBr/ZwdDAAAAMBrTGFFsoyUnaOYSY8Qx8yjwCq22Y7hvhhfY0rZoO2YLwEkJAyA+vS5C9P1BJnZ9yZKj2AyT5X4OjMYAAAAgLcI2iJh2UGrtblBr2JEM5tiGBCHM6IYW2M62WPYEowBEmXjunaUQN6ycV0BAAAAMAsEbZGsaCEyZYK2scy0DaJdF8/KBsy0xTSMyQZrY5zlDaAARmfS6/j0wTN50yCYnAXKAAAAAKBwBG2RsGzU1gaZP7EFbWNMj2ADgnCYXpjTVhIHDJCUMU9p+PSxC8ti7YTrmo2CuT4VGAAAAIDvCNoicdEANqZHXG2si0HFmLYBc5cxmeB+wGPPQOJ8vlmS7/oR2MwfD4sLAAAAwF8EbZGssTOQgokzkmbFxjfrKgoox1EuzFmZ9fTGLlrH8QIkxsMcsUaTpEEIFygblzYBAAAAAKZD0BZuWCsbV3qEdDY9QpwLkfkUDYB/jMksOOTjKvbAXOdjfthwjc0gT3DWBrIkSgcAAAAwQwRtkbyY0yMoTI8QS3YE/2ZwwVOBJVclkDSjMYsA+vS5i6K2yimXMVKg7PXOp/ICAAAA8B1BWyQrnFkbBm2LnmmbzS0a1wA+CPycxQW/hDlto+ARgERYkz1Py68YqFH2upbnnGA9LC8AAAAA7xG0RfJs9q+YZijacABf9I7CfxldowDhImQSOZCBJPmcHzbfTT8bTJyBCwAAAADTIGiLZGUXZcms1xIUP4Y1yj52GkNKg7EzpRhbYyrGSArG5EAGkAhjz5zzvTtR5zkfGJN7gwcAAAAACkTQFm5Ej5YXOei2yixqJsW0ryCzQBowHWbaAskLz/nexWxNJmabN1d7Nv+1V+UFAAAA4DuCtkiYGbMImY0h2JXdVyyzmLILmrFgDKZjzJnjjgl0QIJizmMel7AoeWbasmAhAAAAgNkgaItkhWPWdBBLRgNJsc52tGEQjrE1phUGYqwMM22BZFgrG/h6p8RKQVoTLiCkRwAAAAAwCwRtkTxrZYN0ZhAbR6A1SMdQKCmawcWCMZiOMdkF8AjEAIkyyp6n5dlp2mROBxMCypk87rIBaVQAAAAAzAhBWyTKhKPsMO9f0YPYMYu8xBIADvdV9K4w11krG0uKDwAzEmRmuHt1ojbSmeDsuNdZsBAAAADALBC0RbLCwWxcsxTDWVdxMJKCIJMiwadgADwU5mYmEAMkKrtgpH+5pDPXDJvvumZjWSoTAAAAwDxD0BbJMmGwK61YFiLLriQeTwA4TI/gXTQAvoluFrAQGZCocOZq+H+fhAtZ5pwTjBSkM09xMCsfAAAAwAwQtIUTcS74FeW0jWNAbONLtYC5zJyZLc6hAiTH2uxsVs+eiIjSI4RlO/O6DW8uAgAAAMAMELRFwrKLsgRBJh9osYNuY2NcmTsbiAtiSreAuSsMxJAeAXDDu4+eOTPTdsLrNr40PgAAAADmDYK2SFY2Zqt0Op4ZrdaMGQwXGwBWdvZk4NP8LXiJQAzgRnh29vSJiPE3EMfmcfexvCjIwYMHtXr1alVXV2vz5s167rnnJt32/vvv11VXXaWlS5dq6dKlamlpmXJ7AAAAYDIEbeGAjXE265jFoIoeD5szj94yuMZUso9C5110CEDp+HpqjtIjBOPKeObpEpSnRx99VG1tbdq7d69eeOEFrVu3Tlu2bNGxY8fybt/Z2akbb7xRTz/9tLq6urRq1Spde+21eu+99xIuOQAAAModQVskzGTTxgbxzLSV4ls8LJxpyyPvmFb4KHTadUGA+SVafNJ1QcYz2ZitzTwBcubVbJmZaVuu7r77bu3atUs7d+7U2rVrdd9992nx4sV68MEH827/8MMP65ZbbtH69eu1Zs0aPfDAAwqCQB0dHQmXHAAAAOWOoC2SFY5gg5gCrTKy2RlMpugBsckEk3197BbeMOFxnGb2HJCo6NTs6Xl6fMqUKJuDd1FmFGB0dFRHjhxRS0tL9FoqlVJLS4u6uroK2sfQ0JBOnTqlZcuWlaqYAAAAmKMWuC4A5pvsCDZ8VLToQfeY9Aix5LQlTykKEea09WwFewBumDANgs0skHnmG5JsdHMR5eXDDz9UOp1WY2NjzuuNjY164403CtrH7bffrhUrVuQEfscbGRnRyMhI9HV/f78kKQgCBQkdO5lZ4hpzbUPiwrqn/t2g/t2jDdyjDdyi/t3JPslng0wKxCT6X4W+B0FbJM8qM4CNOz1CLDltAymQnzO44I9sfMYGaXn4nDYwdxkjP9MjZAXp3LIZZa4pLEQ2L+3fv1+HDh1SZ2enqqurJ92uvb1d+/btm/B6b2+vhoeHS1nESP9In2pOVqjyuLSggpsMTlhp4aDN/Mf4epKbw6h/92gD92gDt6h/ZyoCaenpBepf8HsND2UCt6lUaRMTDAwMFLQdQVskK5qNlI7vDlKY0qBYYU5bMVjBdMIAP8cK4ErxKXFiZpVZnDDncpSN2nKuKEv19fWqqKhQT09Pzus9PT1qamqa8mfvuusu7d+/X08++aSuvPLKKbfdvXu32traoq/7+/u1atUqNTQ0qLa2dva/wAycHDI68XFai5ZIlRVkT3Mi+/TOyBLDTR4XqH/3aAP3aAO3qH9nRoNAvx89rdpzlqq6MlBDQ0PJg7ZT3dAfi6AtkmcVpTSIZdAdBNlBchw5bS0LkWF6Y3Mzkx4BSJ5vH7vwhqSUW7YxL6P8VFZWasOGDero6NC2bdskKVpUrLW1ddKfu/POO/W9731PP//5z7Vx48Zp36eqqkpVVVUTXk+lUiUfMIRMymSOV8NA0amw/mkDN6h/92gD92gDt6h/N0ymH2RSRsaYRPpghe6foC2SFZ57YkyPYIM8A+XZMCZbLh5jxXTG5mYmIgMkx5RZnq9sTtu40gEhcW1tbdqxY4c2btyoTZs26cCBAxocHNTOnTslSTfffLNWrlyp9vZ2SdL3v/997dmzR4888ohWr16t7u5uSVJNTY1qamqc/R4AAAAoPwRtkbDMgDu2XKDWxpceIdpfOQUE4IRR9jjmkWcgUT7HPbl0zEnbt29Xb2+v9uzZo+7ubq1fv16HDx+OFic7evRozkyJe++9V6Ojo/riF7+Ys5+9e/fqjjvuSLLoAAAAKHMEbeGAPZPSoOiZR0YKbDbOWty+Mk+8B5kZUcCUTCY+Y0mPACTPv3P0pKl+ctIjcK4oV62trZOmQ+js7Mz5+t133y19gQAAADAvsNIAkmXGP1YeR07b7KzdYgPAxmRSLQQ8xooCWEt6BCBxxt+PXN7LRjZqay0xWwAAAAAzQtAWybOSguyM1hgm2sb6iLqNMZiMuSvn5gOAxJTDqdlO+SUAAAAAFISgLRzI5gKNIaXBmV3GEQA2maAtM6JQiDCnLccKgBxjwrQmXDiNm4EAAAAAZoagLZI1Pj1CDCkNMouHSUUPiE0mPy4LkWFaY49jDhcgQUbW5wConaRsHhcZAAAAgJ8I2iJ5Vpk8tD4Gu2yQDSgzusY0wpy2Ph7HwFyVs7CXp8ZePqKZtgAAAAAwMwRtkSiTM0MxjgW/wp+PKT1CYOPJtYu5LTxuLekRgGSNOef7aLIALYFbAAAAADNE0BYOZHOBxpIeQfGlR5DO5LQFpmPH5mYGkBzPP3Tjr2tRcbnDAwAAAKBwBG3hRqzBrnCRlxj2FATZ/zG4xhTCoEyambZAoqL0CD5/8MaUzYQF5gkOAAAAADND0BbJMybmhcjG/N+XcmHuszYzMxtAwjyeaTtZeh3vA80AAAAAfEPQFm7E/Vh5LPsyUbkYWmMqRmNzM7stCzC/mJx//HdmIbKyKTIAAAAALxC0RfKsZG1mRquJYSEyGz16Wnx+XBvms2V0jalkV4S36bSI2gIJiy8jTglY5aZHGPM61xUAAAAAM0DQFskzyqYhiGlfsQ3gwxlR4wbdwHjRAvYBqTSAJEU5Yj2V7/IR52KZAAAAAOYNgrZwwEhBOqZgVxQ9K37W7pldMbZGAcKZtgASZaO/vGPHlSvnusR1BQAAAMAMELSFG7HmAo1rR2dyDzK6xpTCBfBiu/kAoBCZT5vHi0VOmFHL3UAAAAAAs0PQFg5Y2XQQz/g1zidljeR5skR4xUoBgRggUb4Ga8caH7ON0iMAAAAAQOEI2sKNIJCXUVurzAC7DOICcMlk0x9zrABOeBkEDa9H+U4KnCsAAAAAzAxBW7hhA8Uy6g4fU49h9pWJZtpKjK4xpWgxJC8jR8Dc5u3HzuaJ2Y69sch1BQAAAEDhvAjaHjx4UKtXr1Z1dbU2b96s5557btJt77//fl111VVaunSpli5dqpaWlim3h59sEMS5t5j2Y87E4RhbYzrRscLBAiQmvGHi7cdu3AWE+zsAAAAAZsl50PbRRx9VW1ub9u7dqxdeeEHr1q3Tli1bdOzYsbzbd3Z26sYbb9TTTz+trq4urVq1Stdee63ee++9hEsOH+RMji16Z2NH195GBOCD7IE3fqV4AAkpu4+ez4FmAAAAAD5yHrS9++67tWvXLu3cuVNr167Vfffdp8WLF+vBBx/Mu/3DDz+sW265RevXr9eaNWv0wAMPKAgCdXR0JFxyzJ4Z928xu4ozp62ip1uBqY2ZlU0kBkhOmBLHSyab5zp3JTJrw9s7nCsAAAAAFM5p0HZ0dFRHjhxRS0tL9FoqlVJLS4u6uroK2sfQ0JBOnTqlZcuWlaqYiFs0bvVs5B1O250w6AbGGTvFm2MFSJiVjGfXD0l57/qFNxatj+UFAAAA4LMFLt/8ww8/VDqdVmNjY87rjY2NeuONNwrax+23364VK1bkBH7HGhkZ0cjISPR1f3+/JCkIAgWx5lWdXBAE0aS8ZN7Rb2E9WJmi68NKCuz0dRsuezb1NmdmcDG8jl8hbVAurIyslYLsDLpy+J3mUv2XK9qgeNH1w87u+lHKNrDGKMhePcL9j01na+f5DZ7M9drKWptI/yupPh4AAABQKk6DtsXav3+/Dh06pM7OTlVXV+fdpr29Xfv27Zvwem9vr4aHh0tdREmZgcPAwiqpOlBFxcJE3tNn6bOWqKJiodJnLym6PtJn1SpVWaWgZup9BZJOpBbIavLp5UH1YmnBaVlrZRZWKkVbxaqQNigX1ixQUFOr1MJKBTW1ZfG5nkv1X65og+KlF9UotbB62nP+ZErZBumzlmTKdtaZc4JVSsHiWqmyct5fV9I1S7RweFRDfX2y1iqVKu2nYGBgoKT7BwAAAErNadC2vr5eFRUV6unpyXm9p6dHTU1NU/7sXXfdpf379+vJJ5/UlVdeOel2u3fvVltbW/R1f3+/Vq1apYaGBtXW1hb3CxQonU5r6NSIlg0PqmJx/uDyfJI+0aeKc5YpPdCniiLTWgRDAzIVKQUnjqvinHMm306ZJ9qXpk9NHrQdOSmNjkhBIC0+S6nKsr6n4Z1C2qBc2CBQMHBcqZqzFAwOqGLJEtdFmtZcqv9yRRsULxgelElJwWCfKtIzv36Usg3SJ44rtXiR7NCAUrVnS5Ls6dMKBo/LpBdJdtG8vq6kTxxXVXWl+uvq1NDQUPKg7WQ38wEAAIBy4XT0UFlZqQ0bNqijo0Pbtm2TpGhRsdbW1kl/7s4779T3vvc9/fznP9fGjRunfI+qqipVVVVNeD2VSpV8wBCy1sooM1BkoJ4ZNKfG/FsMa4xSsgXNmgrrf9LtTGbBmHCRb9oqftO2QZnIPPJslbI2ewyWh7lS/+WMNihOeK63dvZ1WKo2CIxVSlbBmHOCVTZNurUyZXSuKIVAUsqYTD0k0AdLqo8HAAAAlIrzKR9tbW3asWOHNm7cqE2bNunAgQMaHBzUzp07JUk333yzVq5cqfb2dknS97//fe3Zs0ePPPKIVq9ere7ubklSTU2NampqnP0emI0Y8/vFmiuQhcgwjXAFe5IfA4mz1irW60dcbJ4yeVhMAAAAAOXBedB2+/bt6u3t1Z49e9Td3a3169fr8OHD0eJkR48ezZktce+992p0dFRf/OIXc/azd+9e3XHHHUkWHUWLIeJlTGYaUxzBs3BfwDRMuCK8bPb/ABIRfd48PVdbjbvplz1XeFpcAAAAAP5yHrSVpNbW1knTIXR2duZ8/e6775a+QEhGrIPYmHYWPsvK9CgUgkAMgJCZZPq9zb7ODR4AAAAAM0DCLzhgcv7xS3bA7WXZ4B+itkCyPH4iIrrpNwaBWgAAAACzRNAWyTPZQW1MKQ1sXAN40iNgJsJgDEEZIDlef9wmOSfwBAcAAACAWSBoi+TZCf+JQRyD4ew+rJVhcI1CWB55BhDKc02L8l+LmC0AAACAGSFoi+RF49qYAq12kjyCs9hV3v8DADwxJgjqodie/AAAAAAw7xG0RfKMShNoLXpX2QAwj7GiUMy0BZIVxmx9jo1Okh6BJzgAAAAAzARBW7gTS7ArHMHHsC9m2gJAefD6HH2mcGbsdc7rMmMqBw8e1OrVq1VdXa3Nmzfrueeem3Tb1157TV/4whe0evVqGWN04MCB5AoKAACAOYWgLZIXLsoSR9A2itnGMWt3bKoFRteYHo9CAw5Y6+9MW2snXj64nJS1Rx99VG1tbdq7d69eeOEFrVu3Tlu2bNGxY8fybj80NKSLLrpI+/fvV1NTU8KlBQAAwFxC0BbJK8UANrYBvCVmi5khPQKQIJPzj1cmS/tD2p2ydvfdd2vXrl3auXOn1q5dq/vuu0+LFy/Wgw8+mHf7z3zmM/rBD36gL3/5y6qqqkq4tAAAAJhLFrguAOap2HKBhrNj42D8nb0FPxGIAZIV5UT3lJUmnBOMx4FmTGl0dFRHjhzR7t27o9dSqZRaWlrU1dUV2/uMjIxoZGQk+rq/v1+SFASBgiCI7X2mYgN75kkonz9jc1lY99S/G9S/e7SBe7SBW9S/O9kn+WxgZa1NpP9V6HsQtEXybPhXzHloY9mXHfsFMD0OFSBB2Zw4Xs5wnyo4S+e7HH344YdKp9NqbGzMeb2xsVFvvPFGbO/T3t6uffv2TXi9t7dXw8PDsb3PVPpH+lRzskKVx6UFFckEijGOlRYOZmfsx5H2CzND/btHG7hHG7hF/TtTEUhLTy9Q/4Lfa3goE7hNpUqbmGBgYKCg7QjaInkxrh12Zmfx7MsSs0XBYj2QARQg596ad6aYGZFvBi6QtXv3brW1tUVf9/f3a9WqVWpoaFBtbW0iZTg5ZHTi47QWLZEqK8ie5kT26Z2RJcbTG1NzHPXvHm3gHm3gFvXvzGgQ6Pejp1V7zlJVVwZqaGgoedC2urq6oO0I2iJ5NlzAqfgTUTSAj2MQb8YGgDlJYjrkPwYSZyQFvn7wzLh/J/k2ykZ9fb0qKirU09OT83pPT0+si4xVVVXlzX+bSqVKPmAImZTJHKOGgaJTYf3TBm5Q/+7RBu7RBm5R/26YTD/IpIyMMYn0wQrdP7fSkbwwJ2EcJ6IwahvXOS2uADDmB/INAQkL0yO4Lkcek17b4nwiBEmqrKzUhg0b1NHREb0WBIE6OjrU3NzssGQAAACYD5hpCzfiCnYZk511Fce+pGhgzZ0tTCvMX8mxAiTG+4XIbN54siU9Qtlqa2vTjh07tHHjRm3atEkHDhzQ4OCgdu7cKUm6+eabtXLlSrW3t0vKLF72+uuvR/9/77339NJLL6mmpkaXXHKJs98DAAAA5YegLZJnTHwzbWPOactkKBTORnmHACTFxJZeJ3Zhip0J17ZwQQkHZULRtm/frt7eXu3Zs0fd3d1av369Dh8+HC1OdvTo0ZzH295//3196lOfir6+6667dNddd+nqq69WZ2dn0sUHAABAGSNoCzdiC9pKsUVao5m2hsE1CsahAjjg6wfPWslMlnnK10JjOq2trWptbc37vfGB2NWrV2dvLAAAAADFIactHDAxpkdQdhJTLCuRZeO/ns7igofivPkAYFpep0cwk18+fC0yAAAAAG8RtEXyjCQbyMSaHiGORc2y+2JwjUIR3wcSZvxNS2Ikm++kEKVNcFEoAAAAAOWKoC0cMCV4dDCm/YUzbZk9iYJ4GjwC5jLrcQA037Utm9LW30IDAAAA8BFBWyQvHLfGERiNHpWNcaYtUChitoAjPn7wjN8BZQAAAABlhYXI4IYNYprNmp21G+uaZgRuUSiitkCifM5pO9lNxHCRS04VAAAAAGaAmbZwwEhBXAuRhTObih8Nm7EzbUmPgEJ4GjsC5i6T8493JruJSHoEAAAAADNE0BbJC2cjxRUY9TQ9LuYD8h8DifN1IbIzuX9yX+YJDgAAAACzQNAWDsSdOzb+AbwhEIfpWJVgQT0AUwqfrvDRdKkbuK4AAAAAmAGCtnAjrpm2JuaFX4zxcwIXPEQqDcANX2e4T5aux9MgMwAAAACvEbRF8mLMQysp3llXjK0BwGt+z3DPVzbDtQUAAADAjBG0hROxDrrjzG/o4+QteCrmmw8ApmcyAVAvP3WTZf4xVv7ODgYAAADgK4K2SF6cM21NdpQc21iYQTVmwOsZf8Ac5e3NEpO5ITm+bNbHsgIAAADwHUFbuBHEODs21riZ5TFWFCZcdMjL4BEwl/l8kp6kbD4XGQAAAICXCNoicUaSbBBPzNYYWRvEGzgjBgcAfjIe54ed7CkSY7Pf5uICAAAAoHAEbZG87MDVxDrTNs7BMANrFCAM0HC8AAnzNWqr/EXjNAEAAABgFgjawo2YHis34WJQQOJMfDPGARTI3wUAM0+R5IvQ+ldWAAAAAP4jaAs3YkuPIMW/lDhBYBQgWgOPgAyQKF9P0VF6hPHf8LXAAAAAAHxG0BbJi/Wxch5RhythPmXX5QDmkehGna8fPAK0AAAAAOJB0BbJM0Y2rsdbjUqQHsHXYAC8Eh573gaPgDnK55Q41jL7HgAAAEAsCNrCjTgH3VYxBs4YbGMGPI4dAXOR13nMJ02PAAAAAAAzR9AWbsQ2QzGbWDQ2Nub9Yc4y2YXIiNAAyTGS9To9gsQ5AQAAAEAcCNoiedFspPjSI8Q7RGbAjUIwqw5InvH6vprNd07wuLwAAAAA/EXQFm7E9nhrjPlxz+wSKIyVOGCABJUkj3lMJltkk1MEAAAAgFkgaAs3vF6IDChAmB6BgAyQLJ8XAGSmLQAAAICYELRF8kycC8nEmGoh2l9Mu8Lcl29WHYASKsPPW9yp1wEAAADMCwRt4UTsKQ1iw8gaBTImuyCS64IA80j0dIWHH7zJ0iNI4toCAAAAYKYI2iJ5Uw5sZ7ovZR9RJ6ctkmUkKfA0eATMaR7fLMmXHsHLG5QAAAAAfEfQFm7kG9jOSgnSGTAhCoUIbz4QjwES5HsKm3w3cjhJAAAAAJg5grZwIBPsMnENZFmIDM4w0xZIlPfpEfK9Lq5TAAAAAGaMoC2SFw5g43hk1EiZR2XjCgBHfwFTi3VBPQCF83iGuw0mSWnLuQIAAADAzBC0hRuxpkeIczDs6Qwu+MnbBfWAucrnmyXhTFvSIwAAAAAoHkFbOGDiWzwsyisa50JkvgYE4BVm2gJOWG/TI0h5ZwGHrwMAAADADHgRtD148KBWr16t6upqbd68Wc8999yU2z/22GNas2aNqqurdcUVV+inP/1pQiVFLGLO72fjDJxNlpMQyIeZtkCyjLx+IGKygDL3d8ob/VQAAAC44Dxo++ijj6qtrU179+7VCy+8oHXr1mnLli06duxY3u1/9atf6cYbb9RXvvIVvfjii9q2bZu2bdumV199NeGSY/ZMZmAbax7aGPfF4BqFMCbeGwYACuBz1Hay2fdhmVGO6KcCAADAFedB27vvvlu7du3Szp07tXbtWt13331avHixHnzwwbzb33PPPdq6datuu+02ffKTn9Tf/d3f6dOf/rT+6Z/+KeGSY7ZMnKt/R+kRit9VZn8Sg2sUykgyzLQFkmWtlyHbM/HkcaXjCY6yRj8VAAAArjgN2o6OjurIkSNqaWmJXkulUmppaVFXV1fen+nq6srZXpK2bNky6fbwUcyB1jhHw+QpRaE4VoDkmXH/eif/OcEQtS1L9FMBAADg0gKXb/7hhx8qnU6rsbEx5/XGxka98cYbeX+mu7s77/bd3d15tx8ZGdHIyEj0dX9/vyQpCAIFQVBM8QsWBIGspPTvP5IdHEjkPX0WHD8uWen0745KFRVF789a6fT77ykYGpx8G0mna5bo9InjU471g+PHM9v/9t2iy4VchbZBuQj6+iRJp8rkWJlr9V+OaIMYpANZK5363W+VGuif8Y+Xsg3Cc8Lp3/1fzmzb8PX5fl2xo6MKrJW1NpH+VxzvkUQ/VfKjr2oDK1np6PBHSvEEiRtWWja8QB8vPO3xjak5jPp3jzZwjzZ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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x600 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Max trades/tick → Poisson: 8, Hawkes: 295\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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VP/2DDz7A559/jtNPPx1tbW1obW1Fa2srIpEIZsyYgZdffjklvQtAwR69lZWVMAz9ipFSoq2tzbcjeO+99/z5nn76aYwfPx7f/OY3/WlVVVU455xzsq531qxZKdMeffRR7Lzzzthpp538fWhtbcWhhx4KAH7Urhcx8M9//jNtv3Jxyimn4N1338WXX37pT3vkkUdQWVmJ4447DgDwzjvvoLm5GbNnz07xZDv66KOx00474cknn0xb7/Dhw9Ha2lpwOxiGYRiGSaeUfc/+0t++q1dkN1ufsq6uDqeeeqr/94477ohhw4Zh5513xrRp0/zp3n8vX77cn5bcn7RtG21tbZg8eTKGDRuW0lfzWLNmDaZPnw7btvHyyy9j4sSJ/m+F9sU8pk+fjl122SXrfns899xz6O7uxqWXXprmeSuEANC3PljP/uxBBx2UcmyGDRuWN+X/0UcfxUEHHeT357x/hx12GKSUePnll1Pm//a3v43Ro0enTDvhhBMQDAbxyCOP+NMWL16MTz/9FKeccoo/rdB+9X/+8x+MGzcOJ554oj+tpqYmzTe5L8csW7Q3wH1ahiklbI/AMEzROf7443HPPfdASolAIIAHH3wQU6dOxQ477ODPM27cOIwbN65X6/U6l5l8meLxeMo8fVk+17J9gXLYByT7mgE6XR4AJkyYkDZdKYXOzk6MHDkSAPDaa69h7ty5WLRoEaLRaMr8nZ2d/roA7Wf25JNP4he/+EVaev/nn38OADjrrLOytrOzszPlQ2GbbbbJOm8ySinccsstuP3227FixYoUnzBvPwDtp7bddtv5HW+PyZMnZ1zv+PHj04o2fP755/jss8/SOsIezc3NALT4es899+Dss8/GpZdeihkzZuCEE07AiSee6HeEM3HSSSdhzpw5eOSRR3D55ZeDiPDoo4/iqKOO8r2RPc/bHXfcMW35nXbaCa+++mradCJK22+GYRiGYXpPqfqe/aW/fVePbH3KrbfeOq0v0djYmLE/CSDFhz8Wi+Haa6/F/fffj7Vr16ZsI1MQwHe/+10Eg0F89tlnaXUfCu2LeRTan/QGzHfbbbes8/S2D1ZVVZXWzuHDh6ccm9mzZ2PBggU46qijMH78eBxxxBE4+eSTceSRR/rzfP755/joo4/6tc+jRo3y63Jcc801AHRgQDAYxAknnODP15t+9eTJk9OuiZ7HprfHLBgMYuutt864nwD3aRmmlLBoyzBM0fnWt76F3/3ud3j55Zex1VZb4e2338att96aMk8sFsvYIcyE1zEcMWIEKisrsX79+rR5vGmep1MmvI56tuVzLdtbRo4cmdL560kgEOjVdK8j/eWXX2LGjBnYaaedcNNNN2HChAmoqKjAf/7zH/zhD39IiyDddddd0dHRgQcffBA//OEPUzqM3rzXX3899tprr4zb7Vn0olBhe968ebjiiivw/e9/H9dccw1GjBgBwzBw8cUX9yrKtSeZtq+Uwu67746bbrop4zLeh0t1dTVefvllLFy4EE8++SSefvppPPLIIzj00EPx7LPPZj32W221FQ466CAsWLAAl19+Od544w189dVXvsdZX2lvby+aZx7DMAzDbMmUqu/ZX/L1Pb2+bTY8QS5bn7Kv/UkA+PGPf4z7778fF198Mfbbbz80NjZCCIFTTz01Y1/thBNOwF/+8hfccsstuPbaa1N+K7Qv5lHsQInekO3YJNPU1IQPPvgAzzzzDJ566ik89dRTuP/++3HmmWfigQceAKD3+fDDD8fPf/7zjOtIHjAAsu/zqaeeilmzZuGDDz7AXnvthQULFmDGjBkpfcRS9asLJTnSNxPt7e3YfvvtS94OhtkSYdGWYZiis++++2L8+PH4xz/+gcbGRgSDwZTULUCPIvdMc8+G18E0DAO777473nnnnbR53nzzTWy77bY5q/vutttuCAaDeOedd3DyySf70y3LwgcffJAyrb/stNNOmD9/flrka3/517/+BdM08cQTT6RE62Yr3DVq1Cg89thjOPDAAzFjxgy8+uqrvji93XbbAQAaGhpw2GGHFa2NAPDYY4/hkEMOwb333psyvaOjI6UTOnHiRHz66adpI/RffPFFwdvabrvt8OGHH2LGjBl5R/kNw8CMGTMwY8YM3HTTTZg3bx5++ctfYuHChTmPwSmnnILZs2dj6dKleOSRR1BTU4Njjz02ZT8AXe3XSwX0WLp0aUoKoceKFSuw5557FryfDMMwDMNkplR9z/4yfvx4jB49OmPf9a233so6aO7xta99DdXV1VixYkVR2pPMY489hrPOOgs33nijPy0ej6OjoyPj/D/+8Y8xefJkXHnllWhsbMSll17q/9abvlhv8PqqixcvzpqF1Zc+WCFUVFTg2GOPxbHHHgulFGbPno0//elPuOKKKzB58mRst912CIfD/e5DH3/88fjhD3/oWyQsW7YMl112Wco8velXL168OK1fvXTp0pTlinnMHMfB6tWrU6zOGIYpHuxpyzBM0RFC4Pjjj8fjjz+Ohx56CEceeWRaRGFffcVOPPFEvP322ymd36VLl+LFF1/0K6x6LFmyBF999ZX/d2NjIw477DA89NBDKdWDH3zwQYTD4bTl+8N+++0HIsK7775btHUCieiAnils999/f9Zltt56azz//POIxWI4/PDDfX+0KVOmYLvttsMNN9yAcDictlxLS0u/2tnzg+fRRx/F2rVrU6bNnDkTa9euxRNPPOFPi8fjuPvuuwve1sknn4y1a9dmXCYWiyESiQAANm3alPa797GUKW0xmW9/+9sIBAL429/+hkcffRTHHHMMamtr/d/32WcfNDU14c4770xZ11NPPYXPPvsMRx99dMr6Ojs78eWXX2L//fcveD8ZhmEYhslMKfueveHLL79M8cAHdB/i3//+N1avXu1Pe+GFF7Bs2bK8fc9QKIR99tkno+jbXzL11W699daU1PueXHHFFbjkkktw2WWX4Y477vCnF9oX6y1HHHEE6uvrce211/p2Eh5e23vbBysEr6/sYRgG9thjDwCJPuPJJ5+MRYsW4ZlnnklbvqOjI6UeRS6GDRuGmTNnYsGCBXj44YdRUVGB448/PmWeQvvV3/jGN7Bu3To89thj/rRoNIq77rorZb5iHrNPP/0U8Xic+7QMUyI40pZhmJLwrW99C3/84x8B6EJYPemrr9js2bNx99134+ijj8Yll1yCUCiEm266CWPGjMFPf/rTlHl33nlnTJ8+HS+99JI/7be//S32339/TJ8+Heeeey7WrFmDG2+8EUcccUSKTxUA3Hbbbejo6MC6desA6CjXNWvWANDRBrkiaA888ECMHDkSzz//fNoIdn844ogj/JH/H/7whwiHw7j77rvR1NSUMfXOY/LkyXj22Wdx8MEHY+bMmXjxxRfR0NCAe+65B0cddRR23XVXzJo1C+PHj8fatWuxcOFCNDQ04F//+lef2nnMMcfg6quvxqxZs7D//vvj448/xvz587HtttumzPfDH/4Qt912G0477TRcdNFFGDduHObPn+8XRSgkWuO73/0uFixYgPPOOw8LFy7EAQccACkllixZggULFuCZZ57BPvvsg6uvvhovv/wyjj76aEycOBHNzc24/fbbsfXWW+PAAw/MuY2mpiYccsghuOmmm9Dd3Z1SHALQH1XXXXcdZs2ahenTp+O0007Dxo0bccstt2DSpEn4yU9+kjL/888/DyLyC5kxDMMwDNM/StX37Ozs9K0WXnvtNQC6jzhs2DAMGzYMF1xwgT/vjBkzAAArV670p11++eV49NFHccghh+Ciiy5COBzG9ddfj913372gyN/jjjsOv/zlL9HV1eV76ReDY445Bg8++CAaGxuxyy67YNGiRXj++edTPFIzcf3116OzsxPnn38+6uvrccYZZxTcF+stDQ0N+MMf/oCzzz4b++67L04//XQMHz4cH374IaLRKB544IFe98EK4eyzz8amTZtw6KGHYuutt8aqVatw6623Yq+99sLOO+8MAPjZz36GJ554Ascccwy+973vYcqUKYhEIvj444/x2GOPYeXKlQXbYJ1yyik444wzcPvtt2PmzJl+8VyPQvvV55xzDm677TaceeaZePfddzFu3Dg8+OCDqKmpSZmvmMfsueeeQ01NDQ4//PCCl2EYphcQwzBMCbBtm4YPH06NjY0Ui8WKuu7Vq1fTiSeeSA0NDVRXV0fHHHMMff7552nzAaDp06enTX/llVdo//33p6qqKho9ejSdf/751NXVlTbfxIkTCUDGfytWrMjbzgsvvJAmT56cMm3hwoUEgB599NGU6ffffz8BoLfffjtl+ty5cwkAtbS0+NOeeOIJ2mOPPaiqqoomTZpE1113Hd13331p7Zo4cSIdffTRKet78803qb6+nr7+9a9TNBolIqL333+fTjjhBBo5ciRVVlbSxIkT6eSTT6YXXnghZztyEY/H6ac//SmNGzeOqqur6YADDqBFixbR9OnT087J8uXL6eijj6bq6moaPXo0/fSnP6W///3vBIDeeOMNf77p06fTrrvumnF7lmXRddddR7vuuitVVlbS8OHDacqUKXTVVVdRZ2cnERG98MILdNxxx9FWW21FFRUVtNVWW9Fpp51Gy5Yt89ezYsUKAkD3339/2jbuvvtuAkD19fVZr+lHHnmE9t57b6qsrKQRI0bQd77zHVqzZk3afKeccgodeOCB+Q4jwzAMwzAFUqq+p9c3yPRv4sSJKfNOnDgxbRoR0eLFi+mII46gmpoaGjZsGH3nO9+hDRs2FLT9jRs3UjAYpAcffDBlerZ+Uab+H5HuF59//vn+3+3t7TRr1iwaNWoU1dXV0cyZM2nJkiU0ceJEOuuss/z5MvVRpZR02mmnUTAYpMcff5yICuuLZWpHITzxxBO0//77U3V1NTU0NNDUqVPpb3/7W8o8hfTBzjrrLKqtrU1bv9fP9XjsscfoiCOOoKamJqqoqKCvfe1r9MMf/pDWr1+fslx3dzdddtllNHnyZKqoqKBRo0bR/vvvTzfccANZlkVEievn+uuvz7p/XV1dVF1dTQDooYceSvu9N/3qVatW0Te/+U2qqamhUaNG0UUXXURPP/00AaCFCxcW7Zh5TJs2jc4444ysvzMM0z8EUZEMexiGYXpw8MEHA0BKpOuWxPLly7HTTjvhqaee8iMvmMK4+eab8ZOf/ARr1qzB+PHjy92corJhwwZss802ePjhhznSlmEYhmGKyFDte/7gBz/AsmXL8Morr5S7KQzj88EHH+B//ud/8N577+X1Z2YYpm+wpy3DMEyJ2HbbbfGDH/wAv/vd78rdlEFNLBZL+Tsej+NPf/oTtt9++yEn2AJakN59991ZsGUYhmEYpiDmzp2Lt99+27dnYJjBwO9+9zuceOKJLNgyTAnhSFuGYUrGUI12YIrLUUcdha997WvYa6+90NnZiYceegiffPIJ5s+fj9NPP73czWMYhmEYZjOB+54MwzDMUIILkTEMwzBlZebMmbjnnnswf/58SCmxyy674OGHH04r9sUwDMMwDMMwDMMwWwocacswDMMwDMMwDMMwDMMwDDOIYE9bhmEYhmEYhmEYhmEYhmGYQQSLtgzDMAzDMAzDMAzDMAzDMIMIFm0ZhmFKyJ///GcIIbBy5cpyN4VhGIZhGIZhUuC+KsMwzOCFRVuGYRim5Nx7773YeeedUVVVhe233x633nprQcu99NJLEEJk/PfGG2/480WjUfzxj3/EEUccgXHjxqG+vh5777037rjjDkgpc25j/vz5EEKgrq4u4+9KKdxxxx3Ya6+9UF1djZEjR+LQQw/Fhx9+WPgBYBiGYRiGYQYtpe6rAsCzzz6LH/zgB9htt90QCAQwadKkjOv89a9/nXWdQgi89tpr/rzf+973Ms6z00479flYMAwzeAiWuwEMwzDM0OZPf/oTzjvvPHz729/GnDlz8Morr+DCCy9ENBrFL37xi4LWceGFF2LfffdNmTZ58mT/v5cvX44f//jHmDFjBubMmYOGhgY888wzmD17Nt544w088MADGdcbDofx85//HLW1tVm3/f3vfx/z58/HmWeeiQsuuACRSATvv/8+mpubC2o7wzAMwzAMM3gZiL4qAPz1r3/FI488gv/5n//BVlttlXVdJ5xwQtqyAHD55ZcjHA6nbaeyshL33HNPyrTGxsaC2s0wzOCGRVuGYbYo4vE4KioqYBhDJ9HAcRwopVBRUVHupqQRi8Xwy1/+EkcffTQee+wxAMA555wDpRSuueYanHvuuRg+fHje9Rx00EE48cQTs/4+duxYfPzxx9h11139aT/84Q/x/e9/H/fffz+uuOKKjJ3f3/zmN6ivr8chhxyCxx9/PO33BQsW4IEHHsA//vEPfOtb3ypgjxmGYRiGYfoO91UHloHqqwLAvHnzcPfddyMUCuGYY47B4sWLM863xx57YI899kiZtnr1aqxZswZnn3122nEMBoM444wz8raRYZjNj6HzJmAYZkjQ3d2Niy++GJMmTUJlZSWamppw+OGH47333vPnOfjgg7Hbbrvh3Xffxf7774/q6mpss802uPPOO1PW5aUrPfzww/jVr36F8ePHo6amBl1dXQCAN998E0ceeSQaGxtRU1OD6dOnp6QbAcCqVaswe/Zs7Ljjjn5q/EknnZTR9+uTTz7BoYceiurqamy99db4zW9+A6VUQfv9ve99D3V1dVi+fDlmzpyJ2tpabLXVVrj66qtBRP58K1euhBACN9xwA26++WZst912qKysxKeffgoAePHFF3HQQQehtrYWw4YNw3HHHYfPPvssZVteytWyZctwxhlnoLGxEaNHj8YVV1wBIsLq1atx3HHHoaGhAWPHjsWNN96Y1t6vvvoKS5YsybtfCxcuRFtbG2bPnp0y/fzzz0ckEsGTTz5Z0PEB9LXhOE7G30aNGpUi2Hp4QmvPYwAAn3/+Of7whz/gpptuQjCYeQzzpptuwtSpU/Gtb30LSilEIpGC28swDMMwzNCD+6rcV81Grr4qAGy11VYIhUIFry+Zv/3tbyAifOc738n4u5TSv24Yhhk6sGjLMMyg4rzzzsMdd9yBb3/727j99ttxySWXoLq6Oq0z197ejm984xuYMmUKfv/732PrrbfGj370I9x3331p67zmmmvw5JNP4pJLLsG8efNQUVGBF198EV//+tfR1dWFuXPnYt68eejo6MChhx6Kt956y1/27bffxuuvv45TTz0V//u//4vzzjsPL7zwAg4++GBEo1F/vg0bNuCQQw7BBx98gEsvvRQXX3wx/vKXv+CWW24peN+llDjyyCMxZswY/P73v8eUKVMwd+5czJ07N23e+++/H7feeivOPfdc3HjjjRgxYgSef/55zJw5E83Nzfj1r3+NOXPm4PXXX8cBBxyQseN+yimnQCmF3/3ud5g2bRp+85vf4Oabb8bhhx+O8ePH47rrrsPkyZNxySWX4OWXX05Z9swzz8TOO++cd5/ef/99AMA+++yTMn3KlCkwDMP/PR+zZs1CQ0MDqqqqcMghh+Cdd94paLkNGzYA0KJuTy6++GIccsgh+MY3vpFx2a6uLrz11lvYd999cfnll6OxsRF1dXXYdtttsWDBgoK2zzAMwzDM0IL7qtxXzURf+6qFMn/+fEyYMAFf//rX036LRqNoaGhAY2MjRowYgfPPPx/hcLio22cYpkwQwzDMIKKxsZHOP//8nPNMnz6dANCNN97oTzNNk/baay9qamoiy7KIiGjhwoUEgLbddluKRqP+vEop2n777WnmzJmklPKnR6NR2mabbejwww9PmdaTRYsWEQD6y1/+4k+7+OKLCQC9+eab/rTm5mZqbGwkALRixYqc+3TWWWcRAPrxj3+c0s6jjz6aKioqqKWlhYiIVqxYQQCooaGBmpubU9bh7X9bW5s/7cMPPyTDMOjMM8/0p82dO5cA0LnnnutPcxyHtt56axJC0O9+9zt/ent7O1VXV9NZZ52Vsi3vHOTj/PPPp0AgkPG30aNH06mnnppz+ddee42+/e1v07333kv//Oc/6dprr6WRI0dSVVUVvffeezmXNU2TdtllF9pmm23Itu2U3/79739TMBikTz75hIj08a+trU2Z57333iMANHLkSBozZgzdfvvtNH/+fJo6dSoJIeipp57Kt/sMwzAMwwwxuK/KfdVk+tpXPfroo2nixIl520dEtHjxYgJAP//5z9N+u/TSS+kXv/gFPfLII/S3v/3NP08HHHBAWv+XYZjNDxZtGYYZVEycOJH22WcfWrt2bdZ5pk+fTsFgkMLhcMr0O+64gwDQokWLiCjREb7qqqtS5vPEuAceeIBaWlpS/p199tlUWVlJUsq07VqWRa2trdTS0kLDhg2jiy++2P9thx12oP/3//5f2jKzZ8/uVUd46dKlKdOfeuopAkB/+9vfiCjREZ41a1bKfOvWrcvamZs5cyaNGjXK/9vrCL/11lsp8x1//PEEwO90e+y111500EEH5Wx/Nr7//e9TdXV1xt8mTJhAxx13XK/X+fnnn1N1dTXNnDkz53znnHMOAaAnn3wyZbppmrT99tvTBRdc4E/LJNq+/PLLBIAA0BtvvOFP7+7uplGjRtEBBxzQ67YzDMMwDLN5w31V7qvmo5C+am9E28suu4wA0IcffljQ/L/97W9TzgnDMJsvbI/AMMyg4ve//z0WL16MCRMmYOrUqfj1r3+N5cuXp8231VZboba2NmXaDjvsAABp6VXbbLNNyt+ff/45AOCss87C6NGjU/7dc889ME0TnZ2dAHRxgiuvvBITJkxAZWUlRo0ahdGjR6Ojo8OfB9B+Yttvv31aO3fccceC990wDGy77bZ92qdVq1Zl3d7OO++M1tbWND/Wr33tayl/NzY2oqqqKs1KoLGxEe3t7QXvRzLV1dWwLCvjb/F4HNXV1b1e5+TJk3Hcccdh4cKFkFJmnOf666/H3XffjWuuuSbN/uAPf/gDWltbcdVVV+VtO6CP9bRp0/zpdXV1OPbYY/HWW2/l9C1jGIZhGGbowX1V7qvmo5C+aqEQEf76179it912SytOlo2f/OQnMAwDzz//fL+2zTBM+clceYVhGKZMnHzyyTjooIPwf//3f3j22Wdx/fXX47rrrsM//vEPHHXUUX1aZ8/Olldw4frrr8dee+2VcZm6ujoAwI9//GPcf//9uPjii7HffvuhsbERQgiceuqpBRduKAV96UD2JBAIFDQNQEqBid4wbtw4SCnR3NyMpqYmf7plWWhra8NWW23Vp/VOmDABlmUhEomgoaEh5bc///nP+MUvfoHzzjsPv/rVr1J+6+zsxG9+8xvMnj0bXV1dfsGGcDgMIsLKlStRU1ODpqYmv21jxoxJ235TUxNs20YkEkFjY2Of9oFhGIZhmM0P7qsWBvdVs/dVe8Nrr72GVatW4dprry14Ga8g3aZNm/q8XYZhBgcs2jIMM+gYN24cZs+ejdmzZ6O5uRn/8z//g9/+9rcpHeF169YhEomkRDAsW7YMADBp0qSc699uu+0AAA0NDTjssMNyzvvYY4/hrLPOSqlKG4/H0dHRkTLfxIkT/aiIZJYuXZpz/ckopbB8+XI/YgEofJ8mTpyYdXtLlizBqFGj0qI9BgLvQ+Odd95JiXh95513oJTK+iGSj+XLl6Oqqsr/YPH45z//ibPPPhsnnHAC/vjHP6Yt197ejnA4jN///vf4/e9/n/b7Nttsg+OOOw6PP/44ttpqK4wdOxZr165Nm2/dunWoqqpCfX19n9rPMAzDMMzmC/dVua+aj2x91d4yf/58CCFw+umnF7xMd3c3WltbMXr06H5tm2GY8sP2CAzDDBqklClpXAD8iEfTNFOmO46DP/3pT/7flmXhT3/6E0aPHo0pU6bk3M6UKVOw3Xbb4YYbbshYWbWlpcX/70AgkDZyf+utt6alOn3jG9/AG2+8kVLNt6WlBfPnz8/Zlp7cdttt/n8TEW677TaEQiHMmDEj53Ljxo3DXnvthQceeCClk7548WI8++yzaRYB/eWrr77CkiVL8s536KGHYsSIEbjjjjtSpt9xxx2oqanB0Ucf7U9rbW3FkiVLUiodJ58Ljw8//BBPPPEEjjjiCBhG4jX28ssv49RTT8XXv/51zJ8/P+U3j6amJvzf//1f2r9DDjkEVVVV+L//+z9cdtll/vynnHIKVq9ejeeeey6lnf/85z9x6KGHZtwGwzAMwzBDE+6rcl+1P33V3mLbNh599FEceOCBaVYRgBbnu7u706Zfc801ICIceeSRfd42wzCDA460ZRhm0NDd3Y2tt94aJ554Ivbcc0/U1dXh+eefx9tvv50SPQBon7DrrrsOK1euxA477IBHHnkEH3zwAe666y6EQqGc2zEMA/fccw+OOuoo7Lrrrpg1axbGjx+PtWvXYuHChWhoaMC//vUvAMAxxxyDBx98EI2Njdhll12waNEiPP/88xg5cmTKOn/+85/jwQcfxJFHHomLLroItbW1uOuuuzBx4kR89NFHBe1/VVUVnn76aZx11lmYNm0annrqKTz55JO4/PLLCxopv/7663HUUUdhv/32ww9+8APEYjHceuutaGxsxK9//euC2lAoZ555Jv773//mTUWrrq7GNddcg/PPPx8nnXQSZs6ciVdeeQUPPfQQfvvb32LEiBH+vLfddhuuuuoqLFy4EAcffDAALZpWV1dj//33R1NTEz799FPcddddqKmpwe9+9zt/2VWrVuGb3/wmhBA48cQT8eijj6a0Y4899sAee+yBmpoaHH/88WntfPzxx/HWW2+l/XbZZZdhwYIF+Pa3v405c+agsbERd955J2zbxrx583p30BiGYRiG2azhvir3VfvaVwWAjz76CE888QQA4IsvvvBtuwBgzz33xLHHHpsy/zPPPIO2tjZ85zvfydj2DRs2YO+998Zpp52GnXbayV/mP//5D4488kgcd9xxhR8whmEGJ2UqgMYwDJOGaZr0s5/9jPbcc0+qr6+n2tpa2nPPPen2229PmW/69Om066670jvvvEP77bcfVVVV0cSJE+m2225Lmc+ryPvoo49m3N77779PJ5xwAo0cOZIqKytp4sSJdPLJJ9MLL7zgz9Pe3k6zZs2iUaNGUV1dHc2cOZOWLFlCEydOpLPOOitlfR999BFNnz6dqqqqaPz48XTNNdfQvffeW3BF3traWvryyy/piCOOoJqaGhozZgzNnTs3pTqwV5H3+uuvz7ie559/ng444ACqrq6mhoYGOvbYY+nTTz9NmceryNuz8q7Xhp54x7vntN68Qu666y7acccdqaKigrbbbjv6wx/+QEqpjO1auHChP+2WW26hqVOn0ogRIygYDNK4cePojDPOoM8//zxlWe9cZ/s3d+7cnO3Ltu9ERF9++SV961vfooaGBqqurqZDDz00rZoxwzAMwzBDH+6rcl+1r31VIqL7778/a1+157kiIjr11FMpFApRW1tbxja3t7fTGWecQZMnT6aamhqqrKykXXfdlebNm0eWZRW87wzDDF4EUR8duxmGYcrEwQcfjNbWVixevLjcTSka3/ve9/DYY49lTIFjGIZhGIZhNh+4r8owDMMUAzbjYxiGYRiGYRiGYRiGYRiGGUSwaMswDMMwDMMwDMMwDMMwDDOIYNGWYRiGYRiGYRiGYRiGYRhmEMGetgzDMAzDMAzDMAzDMAzDMIMIjrRlGIZhGIZhGIZhGIZhGIYZRLBoyzAMwzAMwzAMwzAMwzAMM4gIlrsBA41SCuvWrUN9fT2EEOVuDsMwDMMwDFNkiAjd3d3YaqutYBj9i1H44x//iOuvvx4bNmzAnnvuiVtvvRVTp07NOv/NN9+MO+64A1999RVGjRqFE088Eddeey2qqqoK2h73VRmGYRiGYYY2hfZVtzjRdt26dZgwYUK5m8EwDMMwDMOUmNWrV2Prrbfu8/KPPPII5syZgzvvvBPTpk3DzTffjJkzZ2Lp0qVoampKm/+vf/0rLr30Utx3333Yf//9sWzZMnzve9+DEAI33XRTQdvkvirDMAzDMMyWQb6+6hZXiKyzsxPDhg3D6tWr0dDQMCDbVEqhpaUFo0eP7ne0B9M3+ByUHz4H5YWPf/nhc1B++ByUl4E8/l1dXZgwYQI6OjrQ2NjY5/VMmzYN++67L2677TYAeh8mTJiAH//4x7j00kvT5r/gggvw2Wef4YUXXvCn/fSnP8Wbb76JV199taBtcl91y4TPQXnh419++ByUHz4H5YWPf/kZjH3VskfaDnTKmZdm1tDQMKAd4Xg8joaGBr75ygSfg/LD56C88PEvP3wOyg+fg/JSjuPfH3sBy7Lw7rvv4rLLLvOnGYaBww47DIsWLcq4zP7774+HHnoIb731FqZOnYrly5fjP//5D7773e9m3Y5pmjBN0/+7u7sbAFBXV4e6uro+t783KKUQi8VQV1fH90aZ4HNQXvj4lx8+B+WHz0F54eNffgbyHCilAOTvq5ZVtC1HyhnDMAzDMAzD5KO1tRVSSowZMyZl+pgxY7BkyZKMy5x++ulobW3FgQceCCKC4zg477zzcPnll2fdzrXXXourrroqbXpLSwvi8Xj/dqJAlFLo7OwEEfGHYpngc1Be+PiXHz4H5YfPQXnh419+BvIceIP0+SiraHvTTTfhnHPOwaxZswAAd955J5588kncd999GVPOXn/9dRxwwAE4/fTTAQCTJk3CaaedhjfffHNA280wDMMwDMMwPXnppZcwb9483H777Zg2bRq++OILXHTRRbjmmmtwxRVXZFzmsssuw5w5c/y/vXS50aNHD2hWmBCCUzLLCJ+D8sLHv/zwOSg/fA7KCx//8jOQ56BQt4CyibYDlXLGMAzDMAzDML1l1KhRCAQC2LhxY8r0jRs3YuzYsRmXueKKK/Dd734XZ599NgBg9913RyQSwbnnnotf/vKXGT8AKisrUVlZmTbdMIwB/WgTQgz4NplU+ByUFz7+5YfPQfnhc1Be+PiXn4E6B4Wuv2yi7UClnPX0Cevq6gKgFXTPQ6LUKKVARAO2PSYdPgflh89BeeHjX374HJQfPgflZSCPfzG2UVFRgSlTpuCFF17A8ccf76/3hRdewAUXXJBxmWg0mtYJDwQCAIAtrPYvwzAMwzAM00/KXoisN/Ql5Yx9whiAz8FggM9BeeHjX374HJQfPgflZTD6hOVjzpw5OOuss7DPPvtg6tSpuPnmmxGJRHxrrzPPPBPjx4/HtddeCwA49thjcdNNN2Hvvff2+6pXXHEFjj32WF+8ZRiGYRiGYZhCKJtoO1ApZ+wTxgB8DgYDfA7KCx//8sPnoPzwOSgvg9EnLB+nnHIKWlpacOWVV2LDhg3Ya6+98PTTT/uZYl999VXKvvzqV7+CEAK/+tWvsHbtWowePRrHHnssfvvb3xalPQzDMAzDMMyWQ9lE24FKOWOfMMaDz0H54XNQXvj4lx8+B+WHz0F5GWw+YYVwwQUXZO2bvvTSSyl/B4NBzJ07F3Pnzi3a9hmGYRiGYZgtk7LaI3DKGcMwDMMwDMMwDMMwDMMwTCplFW055YxhGIZhGIZhGIZhGIZhGCaVshci45QzhmEYhmEYhmEYhmEYhmGYBGzoxhRETFmISrPczWAYhmGKgE0SXU6s3M1gGIYpGircDZJOuZvBMFskZJpQsWi5m8EwDDPkYNGWKYhFXUvxcscn5W4GwzAMUwSWRNfg8dY3y90MhmGYohF99t9wln9R7mYwzBaJ+eE7iC96udzNYBiGGXKU3R6B2TwwlYMYWeVuBsMwDFMELOUgqjh7gmGYoQPFYyCL+6oMUxYsCxTnDB6GYZhiw5G2TEEoUnBIlrsZDMMwTBGQULCJ04gZhhlCSAko7qsyTDkgUoBtl7sZDMMwQw4WbZmCkKQgSZW7GQzDMEwRICI4pKD4uc4wzBCAiEBSgojK3RSG2SIhKUEODwYzDMMUGxZtmYKQYNGWYRhmqCBBUKQgwQIHwzBDACJAKf2PYZiBx3FADkfaMgzDFBsWbZmCUEQs2jIMwwwRyBVsJdveMAwzFFAKIBZtGaZsKAVIjrRlGIYpNizaMgUhISHBHWGGYbZMbOXAUgPzMWKThKlKG63iRdoqTiVmGGYo4Am2LNoyTHlwHO0rzTAMwxQVFm2ZgpBciIxhmC2YV7uW4MWOjwZkW+90f4FnNn1Q0m0oIp1BwYNxDMMMBRRpX1vOCmOYskDSARz+VmQYhik2wXI3gNk8kByRxTDMFky3E4NJA+PVFlMWwjJe0m0oKPYqZxhmyEAcacsw5UUpLdwyDMMwRYUjbZmCkEQcacswzBZLnKwBs0dQA5DZoCNtWbRlGGaIoLgQGcOUE5ISkA6Ig3wYhmGKCou2TEEoKCiuMs4wTBY+j63HV/GWcjejZJjKhkUDI9pKItgl3paOtCV+rjMMMzRQsk+irYpFYa/8suD5nfVrITvae9s6hhn6SAlSBLBoyzAMU1RYtGUKQkd+cfQCwzCZ+Si8Cktj68rdjJIRH8BCZJIk7AGLtOUMCoZhhgCuny31UrSVq1ch/tpLBUcHmm8vgr3s0760kGGGNKSkLgjIxcgYhmGKCou2TEFIKCgWbRmGyYJDzpBOtbeUXfLoVw9nAOwRpGuNIDkihmGYoYDqm6ctSQfk2IBT2POdIt2AZfWlhQwztJGOjrJlixKGYZiiwqItUxCKqOSCjCJV8ugyhmFKg01ySA/smOTAGqDnkyQJidIeS0kKBIIq8XYYhmEGAiKdlk29jfKTEnAckF1YoUkVjULFY31oIcMMcZTS96DibzmGYZhiwqItUxCSXFfbEkZlfRhZhcdb3yzZ+hmGKR1yCFuoEJGOtB0gewQbEk6JI1UktGg7lKOjGYbZglDSjfLrnWBEUmqh18kv2pJSIMsExaJ9bSXDDF0cqe1J2B6BYRimqLBoyxSEtkcobdGaLieKVru7ZOtnGKZ0OAMQHVouHGhBWtLA2MTIAfCalSQHJIOCYRhmQHAjbSF7ObimlI60LUC0hW0DSoLi8b61kWGGMCQl2yMwDMOUABZtmYJQpOXaUoq2JtnolrGSRvMyDFManCFc1MpWDpT7v4GIJvYE8FI+Cx3/mc4fVwzDDAE8oUj28pkmJUg6BXnakm3pyFyT7REYJg3y7BG4X8EwDFNMWLRlCkISaf/DEgoWEWnCUnbJC/AwDFN8HJJD1h7Bcf16FWhAnk8OlT6zQfr7MzTPGcMwWxi+p23vIm1JeZ62+YuLkWVqkZcjbTcbKB6HbG8rdzO2DPxCZPwdxzAMU0xYtGUKQsErWlM6ESEi45BEMAeoQjvDMMVDQg3ZVHvbtRJQNDAip0Oy5INkXiSv4swGhmGGAOQWQeq1n6aUIMcBFRRp69ojWFavxWGmPFjLPkX85RfL3YwhDykFUtS3e5BhGIbJCYu2TEEoIj14WuJIWwkJa4CK/TAMUzycIVyIzLMr0PYIAxNpS0BJPYIluYXI2B6BYZihgNIDUb2uXC+ljhC0C/C0tbQ9ApTUAi4z+LEstrMYCFxrBJBiewSGYZgiw6ItkxciGpBI25gyIUnBIu4IM8zmhiQ5ZP1RUyNtSy/aSpIlj4J1XHuEoRodzTDF5I9//CMmTZqEqqoqTJs2DW+99VbWeQ8++GAIIdL+HX300QPY4i0QUgB6H+WnHKfgQmRkW64HrgSs/HYKTPkh6bDAPhB4ke5ciIxhGKbosGjL5IWgo2x7m64bVxbuWf882uzuvPMqUogqCw4pmBxpyzCbHXIIR9ra5LiRtqWJTF0WXYdHml/z/3YGIApWkWePMDTPGcMUi0ceeQRz5szB3Llz8d5772HPPffEzJkz0dzcnHH+f/zjH1i/fr3/b/HixQgEAjjppJMGuOVbGMrztO1tITJHRwYWIOyRbWlBSsqCPHCZQYBj87kaCKRXhIztERiGYYoNi7ZMXrR8QL2OtI1KC1FpoktG885rkqNTkDnSlmE2O5RbOEsO0SKCtnILkVFp7BG6ZBQdTsT/27MuoJJG2kq2R2CYArjppptwzjnnYNasWdhll11w5513oqamBvfdd1/G+UeMGIGxY8f6/5577jnU1NSwaFtqSAEEoLcD/47t+9rmxbdHUBy9uZmgbIejogcA8iLduRAZwzBM0WHRlsmLIvKjbXuTrqugYJMsKHLWVDYk6UJGHGnLMJsX0h3UGaqp9jZJSPc5WArRVhdgTAgADmkptaSRtu4g3FA9ZwxTDCzLwrvvvovDDjvMn2YYBg477DAsWrSooHXce++9OPXUU1FbW1uqZjLwCpEpHfHXm+UcR4uwBdojCMNw7RHMvjaVGUhsLbSXchCUge8pzZ62DMMwxSdY7gYA2ivs+uuvx4YNG7Dnnnvi1ltvxdSpUzPOe/DBB+O///1v2vRvfOMbePLJJ0vd1C0S5cbX9jbSVrpRaZbK3xE2lQ2HlC5ERizaMkwxWRHfiGFGTcnWT66gOVSjNm1yXHsYKokFhISC40bzCghIqJJ72iZ8c4fmOWOYYtDa2gopJcaMGZMyfcyYMViyZEne5d966y0sXrwY9957b875TNOEaSZEwK6uLgCAUgpqgAQQ5YouA7W9YqPbDygpe7UPyrb1cbasvMtJ0wQFAoCUkKYJo8jHanM/B4MRaZrak96xIQK5P3v5+GeGiECxKIya7ANPynH0fERQjtPnY8jnoPxs6eeALBMQAiJUUZbtb+nHfzAwkOeg0G2UXbT1vMLuvPNOTJs2DTfffDNmzpyJpUuXoqmpKW3+f/zjH7CS0lza2tqw5557ctpZCfEjbXvpaeuQgk0OzAJEWB1pq4v9WBxpyzBF5aWOT7Bz1XhMQmNJ1u/5vQ5VAdAhCUMYkCWKtFWkIKEgQRCuLUKpI5elL7Rz9BHDlIp7770Xu+++e9ZABI9rr70WV111Vdr0lpYWxOPxUjUvBaUUOjs7QUQwjM0vEc/p7EK8rgFGIIRYFr/hTMSkgt0wHJFYHJV5ljOjMdi1jYAAIp2dCPViO4WwuZ+DwUjMdqAqaxDfuBEiGMo5Lx//zMiOTbA+eh9V+30dIpT5GKpIGNGqWgABRLu6EezjvcHnoPxs6efAXPwBRKgCFTvuUpbtb+nHfzAwkOeguzt/7SdgEIi2yV5hAHDnnXfiySefxH333YdLL700bf4RI0ak/P3www+zV1iJSRQiQy8jbSXsQiNtSUfaBo0AzALmZximcOLKKmjwpK/oolYYwoXIJARQMiHVca1hJEkYMJI8xEsp2kq2R2CYPIwaNQqBQAAbN25Mmb5x40aMHTs257KRSAQPP/wwrr766rzbueyyyzBnzhz/766uLkyYMAGjR49GQ0ND3xrfS5RSEEJg9OjRm+WHot3dgUh3B4yqSjRkCPrIRrdlwu5oQ5V0UJNnuehHNqxoF0CE6lAQlb3YTiFs7udgMBK245CxbtSPGAGjqjrnvHz8M2PHo4ibEdQOa4RRW5dxHtkRQjjaDYqEUVNThYo+3ht8DsrPln4OolYcIhRAdZGf74WypR//wcBAnoOqqqqC5iuraOt5hV122WX+tGJ7hXHKWf9xlE6jJUVwepF25igJW2lP23zLxBwLihQCMGAqu+jHanM/B0MBPgflIy4tmMoq2fG3Xb+4gXyuDiSWdPSoFQRsWfy0P0kSUik4UkIIXdRNKYIjS3c8lTYp17YMQ/CcZYOfQ+VlMKac5aKiogJTpkzBCy+8gOOPP95f7wsvvIALLrgg57KPPvooTNPEGWeckXc7lZWVqKysTJtuGMaAfrQJIQZ8m8VCkIIggqFkr9pvSAcCBGHF8y4nzDhEIAA4DgzbLslx2pzPwWBEWCYMIhhAQceUj386BikIqfRxzHJciAiCCES55ysEPgflZ0s+B8Jx9PVexn3fko//YGGgzkGh6y+raDsQXmGcctZ/otJEQ5eATQF0tG5CKFRYxF6HuQn1nUDM6UKzmTtNpivWjpHd2jsmprrRbHHK2VCDz0F5ICKEOhzEYmF0yI6SHP+wjKOhSyBkEDZu3AghRFHXX27i4W6M6NYpgeFAJ5qjxU37s8IR1EaB5lAzDCFQ32mgkgJob21DMFT8zANFCjWdwGirCk4wUvTn7WCGn0PlZTCmnOVjzpw5OOuss7DPPvtg6tSpuPnmmxGJRPwMsTPPPBPjx4/Htddem7Lcvffei+OPPx4jR44sSjuYPChduZ6Utpgp+D3k6D4tJVmvZYPiMcAIAJAgO//8TPkh29YFsnigru9ICSiZu8AYKbgVq/X8fYQcB/aKz0EjRwL8jmbKADk2hGSrRmZwUXZ7hP5QiFcYp5z1n04ngk5LIa4c1I1sRFPV6IKWa486aLVtWA0GmkblTjH4orMdm6SNgDAQrxd55+8tm/s5GArwOSgPDkl0mgqjq4FhalhJjn/Q7kaHKVFpGBjVNBoBMbTOrwqtQxtZEEIgNLwGTQ1FTvsLrUN7wMGw0cNhIIBOUyLWy+dtb3BIottU2BCPQg2rQNOI8qSAlQN+DpWXwZhylo9TTjkFLS0tuPLKK7FhwwbstddeePrpp/2Ag6+++iptX5YuXYpXX30Vzz77bFHawBQAKRDIFY4kkKfolL+YdIBAAGTmD+SgeAwiENDZZwWIvEx5ISLAtl0hkUWYvkJKaiE2lxirXNGWKLe4mwfV3gZn5XKoHXZCYGTx+z8MkxfH5ucFM+goq2g7EF5hnHLWf0gIkCCQIMAoPIxbCYICIUJW3mUs4YAEISAMRFX++fvC5nwOhgp8DgYeUhJKEKLKKtnxJ0NACQIJAIaAMcREW4skhKGjtqToX8pUpnPgFXIjIQAB/3lLovDnba9Qyl+/xJYXccrPofIy2FLOCuGCCy7Iaofw0ksvpU3bcccdtWDEDBzKLb7gRfsF8i9CRIBjQwSCQEGRtnEgEAACBige7X+bmdKiJMhxtKDPkbZ9R7pRtiq7aEueaIv+RTWTlPofD4owZcK7BhlmMFHWL5ZkrzAPzytsv/32y7lsb7zCmP6hoD3oiAiyFx8hkiQIhJjK/+KNSz1PQBiISjPltxa7C212cdIcGWZLQ5K+f2OydB1g5UY4EQhqCBa2Msnyo4ftEuyfrRwoEByS/vkiIsgSFSJTbklJAwKSuGPKMMwQQMnei0bKFfOCQZBl5hTaSTog29b2CEYAFIsVp91M6XBkUtr+0OubDBhKaeE2T6QtEQFC9MseAV5Ur2Xmn5dhSoFj6wh9hhlElD3MZM6cObj77rvxwAMP4LPPPsOPfvSjNK+w5EJlHuwVNnAoIh284NYzLxTHlQYKEW0jykQABoLCSJv/9c6leKf7y942m2EYAA4Vfh/2FUnKf0bo/xpamMqGAQGASiJy2tADXNI9V/6/EgngyhWFDWHAAou2DMNs/pCbmq3Tswt8rikJKNKWB46TO5LQsgAlIQIBiEAAqgA7hXKgImGEFzwIFY2Uuyllh6STSNuXLNr2FXI9bXMK3+5xFkIUfv9lWQ9JhyNtmbJBjsORtsygo+yetuwVNvgh/3/oVaStSorwy1cUIipNBIWBgDBgKQeSlB/ZZpKFAA2twkYMM1BISCgQTOWUTgQEudGhGJKRtnHl6GcTaRG82NhK+pG1AT9qGSUTwL0tGDDg9OfjimEYZrBACU9NFNhXJelG5waDWpSynexeuJYFkhKiskpbJAzSSFuKRUFmHBSNADW15W5OebFtP22/X0Lilo5S+l7JGWnr3kvC6J89ghv9TiZH2jJlwnHY05YZdJRdtAXYK2yw45Z2SJJuC8OLGrPJgUMSIZH9cgvLOAIigAAMOJCwyEG1qACgBQ0b/PBkmL6g0+0VHCFhlygV3rvXdbTo0Hs2m8qCAQEBwKbiP4u8aGhJypXY4drRlCrSVp+tgBAlEaEZhmEGHOX2VHuTCq+UFnsDQS0UOTYEMhewI8fWopVhaHsEK543IKEckO8/ys92L9KWKLcfK5MHKRNWIlnwI92F6N+154rDZHOkLTPwEBFH2jKDkrLbIzCDHy+VtrcighYiFCQpmHmEjqhKRNpKUrBUwkvGIZl3eYZhMiOTBEGnRKJtQrLtnYXK5oKpHBjCgAGdCdBbotLEw82vpvl1eziko6B98Zu8I1nKSFvAEAacLM/WNzqX4r3u5SXZPsMwTNFJjrR1RSN71XJte5ANqbMcRDCoRakcPoap9giGXm/Sup3Vq0CDwYfTLRg1kKIDEcFe8cXgC6hx3JR+xfYI/UGL3zK38O3ZUPTb01YB0hkc9xKz5eFlX3CkLTPIYNGWyYsXXdvbdF3pFjCTUDmFDpskLOXoSFsR0CJv0vw2yZJEtzHMloBDCoo80ba0HqlDMdKWSGcLBIQBIQSsPjyLumQUG62OrAUVHTfyVSYLtyX0tPWKnRnIHmm7xtqEjXZnSbbPMAxTdFRCtCWlQPE44q+8CLl+TdZFyI0gRCCgP9ad3KItSXded34vGpCUQuzl5+F8tbLYe9V7lNQC5QBGlqr2NsRfewmqvW3AtlkI5Ni+mM/2CP1AKX3t5xJjPbEL6NexJiUBR7I9AlMePJsPh58XzOCCRVsmL32tDC9JQXiRs5S9I2wpGw4pBIUuRKbnT4peoNKldTPMUMehRJGrUg1+KD+lPzHIM1RwoMVuAwIGRMqAUsHrIIW4shFRmT9CbHKgoAe6EpKtFsNLgfc8Dwgja/R1VJklKbrGMAxTCrR3KdwXkVvMSMq8kbZwI221PUKOeW3LtUcIaHsEKRPFkryU7sEQnaWUFr4GMr3Xi2gdbCnF0tFiY28sM5h0PD/bXMeQCBAAhAD1R/CSEkQKFB+cntHM0Eb7nCu2R2AGHSzaMnlJ9rTtVaQtSQRhwOkROduTuLL1vCKg7RF6ROZ6kbiDgY1WB2KKfZaYzQffHgEKTok+WiQlzBFK5cNaLmzlQEEXRjSE0SfhW1vE2AjLzNXGdVaCciNtyY+ClSWymtDXBHSkLTJ3TOPK4sEyhmE2H7zUbE+gk1KnuOawPPCFqIC2R0AOH02yLUAAQgiIQCB1finzF2oaIDw/21z+o8XfpnT/Da73PzmOG2k7CAXlzQhyrRFyRdD6vwkjZ8R6XrzCcbFo39fBMH3F8wQfDANwDJMEi7ZMXhR5cV+iV5G2DqmER22OSFtT2XBcUSTgibxJ89uDKNL2qU3vYUl0bbmbwTAFIyGhiOCQKllBv5Ro/CHmaeuQhEqKtO2zaKtsRFRm0dZW0vcdVq7IbvTyedsbvGG4gDCyCvmmcjjSlmGYzQelUkRbkk7e6FdSiUhbqNxRuX5ULQAEAjqSN8keAYNEtEWetjhrv0L3/PvQ/eBdiL3yQnG26TgJe4rBhOO4Ber6l7K/peMXt8vlC+z1JYRI8Xru9bbc60jFONKWKQNu9gW5fucAEHvjFdirVgDQlmnRF5+GbN5Yzlb2C2vJJzA/fLfczWB6CYu2TF68wjgCvfO0dUgiIAQUckfammT7Ubm6Ci+lRNZKkrAHSaRtXNnsr8tsVjiuCAgiOCX6aJFQ7uBO6VL6y4VNEpJIFyLro6ethM4W6HIyf4RIz9MWSkfdQkeMyRJZTUgiKCIYMLIKs6ZrW8MwDLNZoJROzwb5ImrPYmHpy+hUbBgBAK4HajZsG+4G9PzJ9gh+pOkgEAa96OEsA3JqUxucFV/AXrUCzupVRdmkH2U8GPY/iYRgL9geoT/YdsJ2IxuuOA5D9M8mREltcxLnSFtm4NFR5Z6lir7e5dqvoFqb9QxKwvlqJWTLhjK2sn/Ilg2QG9aVuxlMLwmWuwHM4MczRdCRX4WLCDZJCLeDm0voMJXjRuXqTrOA8CNtiUhHug0Sn0ybnCEnSjFDG21XQBBCwClRFKwXjU/UOwuVzQHtN6sQ8CJt+/BR6gnnHU7Y/+b3UF7xMSL//wE9W2kjbYGAe00QkTtglmiTpZysfrcMwzCDDiKdmu1F2gKup2me4knKtVUAclopkG0lIkkNdzu+p60zaCJtfauCLG0hJYFAAEZ1df/S2JNRBURilgPHSbxzB1vbNidsO0XEyohvjyBye0PnQ0oAOtKWlIIwOL6MGUC8gnqezU4AINNKZFXYNsiMQ0UjZW5o39F+7Fzob3ODn4RMXnx7BNG7SFubHBhCX2K5PGlNZYNAMNxOswD8yFovgs9LGy4nRARLyayRaVFp4i8bFuKOdc/goY3/HTQ+vMyWw/vdy/Fe9/KUaZKUP3hiKweKFP7d9g6arc6ibdeLDu1tscLNAR1pq9xIW+1pS70cuFFuZGu7k97Jk+6wmOcHrH1s9fnqjz9wTFn4v9Y3M3pwez7HhjBARGneuTZJHfU7xM4lwzBDFyIFIYR+PpMXaStzCpNe0Rkt2oqckbbKNH0B0BvkIlfk9SN7B4Fo60fZZhPYvCJRhgGyi9RP9QTrQfbO0OKhe9IGWRTw5gRJR4tYOa5v389YGP3zA02OcszlR80wpUC5HthEiYEey0xkbDgOyDKhIuHytbG/OE6/BhhlW2sRG8MUCou2TF68QmSilx6LtpIw3M6SqbK/eG1yfFHJ257pRuZ6grFyK7iXE6+ye7aU5W4Zw9LYenweW4dlsXVZiw4xTKn4Mr4BX5ktKdM84Y2go9YjysQXsQ1otbuKtl3tadv7YoWbA16kvyEMXRyMqNcRy5IkCISwNNMsKrzfPE/bZKG0P8dykx3GarMVnRmEYs/T1oBwhfbU7VjkQJLiSFuGYTYbSCqQ52krE4XIckb9eVFVhgGAgFwiphlz5/MQICepEJkaHJG2/r5nsQPQqetuVLIsjihG0klE2w4mHHdfIQaHdcVmil/QLdf59bKEhOjX4IXnaQuOBmTKACVF2nrPM7ItKCsRaQvHAXUWL/BlwJFObiugHKjODkSf/idk+6YiN4rJB4u2TF50VJlbiKyXnrbCFQVy2SNkiuYy3Y6kJ5goV3AqJ17Eb7boM8eNBh4ZrHMLP3EHkRlYOp1Y2r3mIHEd2kqiy4khpsyiXp+SyLdPGWrRmbbShcg8ewQF1esCXY474GOTgzilRr4q0rYSXsSrIuUOYfXvWMaV5VocpK/Ds2EICCPjs1UXRiv/QBnDMEzBSCdRiIxUwiIgV9Sf+4GeiJxNz0zwINvWQmfP5YG8xb8GlDz2CH4bDS2uFSU62CtUNchE2xRvVbZH6DtupG3Oa0VJAELfg/2JtJXSL2bGoi0z4EgJUqS9zpUuRkaOA1huIJbr76y6O8razP5ATh7boFzLWqa+R3O8K5nSwKItkxdPqBW9TH22SMIQAgICMZn95u4pGARgIOqm9Hr2CFoELX+kbS7R1ouYC4iAjporkX8os3nR5UQRlQPT8eyW0TRbDu++MSBgkoMuJ4qYtIp6PykkLBg2t0hbSQobrY6sv9vkGRYIP/W2kGO30erwn5eeSGopB/EeWQee360faQsvMloLxH0lrmxYlNmX1jtHBoyMPsQ2OTqiuI/CPhFhg9Xep2UZhmH6hOd/SYlCZJCOHyGVCfKEJkAvlyMql2wbMJJMyUVCxPIKcQ2GaE5fPM0moLptFIah/XyL0Wa/ENkg6/f655MGX9s2I8h2QCrPMVRugI8ruPYZJXVEu0oq9McwA4RvmePZgbgDexTXoi05NkgpqO7uwWGH0xccJ3dWSQ68gb5Bl1WxBcCiLZMXBXIjZnsnyDiu7UFAGIhRLtE29cYPCAMxpUUu5VZV1yJouSNtVU6fRx2bpqPXaAhGHDJ948WOj/FW9+cl345DEhFppkXaelGhQRGASTa6ZAwxZcEuYqStcn1z1Wboabsy3ozHWhchnsH7FdACJqBT/gxkjkztials/L31DXxlat8nSQohEYRF6aKt8g1oEuKuhiD7UfQwV6St8j1tPXuEdE9blSQg95a11iY82vI6NtmbsecXwzADhuruQvyt13rtF566EpkoEOZ9cBPl9sX0ovoAXUApV2SfbUEkR9oSElGr7kds0Txi+0OeqF9lO0lF21RRhAe/4vog+5BXSed+MAjqmy0ycyEy2bwR5sfvA0g6vhnsEcxPP4Kzfq3/d/y9NyHb2zJuyis+Rg7bIzBlQLnFKZMH/0glrkVHR9qSbYFi0fK2tY+QlEBf6+74RTcHwbuul1hLP4GzemW5m9FnWLRl8uL5Vfba09aNtA3AyBlpKJNECwAwhPCFJ4eUmzpc/qI40o34zZYa7ZCEIkJQBNzUYu4gMkBEmjAHoChdVGoh1k7zTFWAO5hgKhsdMoKYsoprjwDSWanY/CJto8pEVJqIZHlG2SR9x21D6GdgvmeRqRzYyvG9vKX7LASQJg57Qq2ASInkFwBUP85RXFmuN23mSFuCzmrQInRP0daB7Ic9QrsTRocTLapvMsMwQxdn9UpYn37cv5RLqVwhEomiYErlFH5SooUCAcDMMa9j9/C0RZI9gicQD4LIQKW0gJy1EJm7H0Lo/e9PVKSHG2U86KKvbCshym+uUXGDAUdmFPid9athL1ms//DOvWGkHWtn2Wdw1qwCoDNx7E8/hty4PuOmyHb8SNtc9yPDlITkSFvvOarIf4+Qo/274Tig6OYp2sKx+26P4MjEIN1mhr3sM1hfLit3M/oMi7ZMXrwSQ14Kb6HYSvqRtrlEWy0eJVLODAhfePKqnA8GT1sJbX+QLULRS3MOCmNQ2DkwgwOTbD9as5TElAmbZLqnLenk/oAwYJGDTXYXbJJFvZ880REZiloNdkxlI6asrIUDk+93w40mznfsbNeWwHsGJD8L4j0Kv0g3m0BAuB7enmgr+vUMiSk7R6StfqZ7dg89bRgs5bjidN+ukS4ninYnjDanu0/LMwyzZSHbN4FikX6JfuR52nqp8NL1I8yVYi1lovtpGFBmjgKyVg/RlhKeqV5KbV+LuxQTryhYVpHScb15vajkYkTaSqlF88HW77Usdz+xWYoMgwX/Ond6XCtSgrx7xuv7CaE9M5P6ghSPJwYHlNT3SbbBAu8+FiKnxzTDlALyBuC8yHIpQaRA7gAC2ZYfaati6YV+NwdIyr4P1klHFzLbDAfByLKgNrWWuxl9JljuBjCDH0oSZLx03Xe6vsCwUB0mV4/NupxDEgYEhDAQy5J6DMCtpp54uQskIm291OHBIIImvHWzR9rqiuyFpVAzWwaWG3VZClbGm7HBbMf/a9zRjZ5N35Z0I+UDMGApGxG7q+jXZ7Lot7l5OZvKRkxaiGQTbZOOp+EOyOSzlrDJSRHGvWwCAeFbv3gkbFW0aOs9Y/sr2kal6YvHPfHOlxah04tB2iT9qF9KKtJTKB1OFF1ODM1W/6rrvtzxKVbEmxEQAgcP2w1bV47s1/oYhhmcyOYNOoKpPx+CSiXEHlJ+NFBO4cezUAAgjEDuqFynRyEy4frceutReawYBgqltICaRaQky/XmFUYikiwH2svXgAgEss8kpZtWPLje/8oyXaHdybqf5Di6flaAP4mz4g1G9BiUIClBpqkFWiXdmtVCi/dK6eh1QAu73r3tSMCRqUXikpHSv8+II22ZgcYVaQXpjAXhedpaViIzwTAAqUDRVNGWTBOisnJAm9unbbqia1/694PWv7wAyLZA4e6+7fcggCNtmbwkR9d66bpLY+uw2sw+WuH5IRrCjfBTTtaUYp1+nBRp684PuNGrlCjSU068iLhsgo0kr1wRQIOgvczgwCYJq0R+zKviLXg/shKAJ9LJtOtTe0trewRJCmFpQlHfU98z4dmmCIj+eRKWAZMcHWmrMou2m5yEL6sXaZvv3vYEW28+z/M3JAII9xRtXWE0IAzY5PgDVUIIOP24brplzLVzyRZpq316Mz2rbNJ5BYooxbqmUFrsThAIa8zMnnWF8ll0Nd4Jf4G3u7/AOmtTv9bFMMzghKSEatngp6P2eT1KJaJmfS9C0tGWWbedJBwFAqDuroxCkV9BPLkQmWEkRCylBk2krSfEZhcptfgsDKGPT56Iq+jz/4G99JPc2xzE9gjahzjdZ9Uj9vLzsD56f2DbtRmhrTbcfkDPa8WzIfELE5E+3j3uZTLjfkFAcmx932U5H4nzRBxpyww83gBcij2COwghncQzXogUT1vV1Ynw3+dDdQ+cLZjq7ED47w9BdXb0bkHH26fef2OQF2U72J71heDYoFgMFIuVuyV9gkVbJi869Tk18ksXMsre0Uv2aQzAgIP0tG0Pk2wERKo9gkPSL+blFTcqd+SqJ6bkEm0F4I7eiD6nFjNDC0s5sFRpPuRsctDuhBFXlr4nVapYCAAWJWxKFBHiykaFEcx6P/YFSeSaqNBmF2kblxZiKrun7RqzDdVGBYCEp22+Z5GlnBQB3XEHfEIigIhM7Sx4z7iACPgFwASEfg72o3BKWMazPq88l3IDnj1CqjDr2SMoKMheirZEhBa7C3WBKrQ53TmtcfJhkYPhwVoERSDNq5lhmKGB6uqEika1b2C/I23dzxrlFSJT+e0RXIxhIyCbN8D85MPM8ymVWojMTQMHdEotEQ2eQmRK+W1Lw7EhDCMRaZvnmFOkGxTP/ZFLSuaM7i0XZNk62tMQWcVp1d2ZFjHHJOF5fBqB9GvKTbPWQqwOXNGRtgnRVlebdwDbK+TkuMtkvz69IgmUy66EYUoASelewgl7BF/AtZ2kbAqCiiSeGyoSBlkm1AA+S1RnOygSgQr3Tigm6fR9kNQbpNkMC5GRbYMsE9TL4zVYYNF2C6S3Fb29WCuBRBptXFk5iyt56cCGKxZJUlmFK8/71sMQnrcj+ULpYIhc9QqR5bZH0AigaJGMXU4sbzo2U34s5aT5ohKRnypfCkxlIypNdDkxRF1P257WBzY5MIThFsgjWMpGtVHhR7MXA+lagwx0pG1UmmmFvXpLWMVhk0Snk15QICpNtDth1HiibZKnbVjG/UJjPfEibR1ftNXFzCqMIKIytQic94wLuF7e0o1u7e8zJCzjbjGxDKKtN8CUJXLYIce31ejt4FNEmYhKC8OCtYhJq1++tpbSFjsADYgvNMMwA4/q2KRFQepb5E9iRYmikVDuR6UiwLGyv5eStidCIYjqGljvLoKK9Ogn+8JVsmhrJD7gvQ97Wf5IW/LakkUUI8sVxQwDVMAxJ9PM+3FPtpNIiR9EkG36lhlZj0c8DjUYbC0GK0oBiiACRppQo8V6LcJqL1roY508ACMdtyCgG2krnfyRtkLoyPfYZlroidl88ew53IE/369cScC2EpY4bmaGB5lxfY0PYLaF6u6Gika0Z3Rv8PapD4OkfiG2QfasLwjH0b624c2z3gaLtlsYm+ww/tb8Ctrswi9YLwrLSErXtUjCzCGW+JG2QiAoAnBIIp5V4HDcD3NNsies46YODwaPWE9cyS7a9hA+ipQS/8+2N/FZZHVR1sWUjvfDy/HUpvdSpnmCWDEF0mRiyoKpbHTKKCLSTIlQ97CVvr8CEJDQtiUhEYBFxetYOG50KDCwnrYvdnyMRV39qwTqRYJuyiAuttpdiEkL1QHtFyWQsBN4vPVNvNP9RcZ1Wq5Q7x0LWzmuPUIQDsmU6FPvGRcQOiPBE0mFEJB9fIbYJBFXlrZHyHA+vGe6Z4/QsxCZ7RZEI+p9YbkuJwqTbDQGqmGS3at3TTLegIchDBDAA1cMM0RR7Zt0RF1/7REcV+yBGyXlFZCR2YVJUiq5pAKMUU2QzRthfpT6LidXeOppj+ClypKXPpvHaoBME9aST0o6uJkilmXCcQuqueJa3jZ7Xo65cOx+n79iQ+R6DLv7mjUyzDL1vyKiOtthr/yyqOssF/4ggBFI97S1HX1/eSKsMHxPae+e0yJPUsS744m8Wd7pXiEyIwCKsmjLDDBK+r7M3nOdFPnZC+ToKFURDEF2tvuLkRkHLCt7BHkpmhrpBkWjeTMhkiEvu6LPkbaOb4myOUHe+bNMFm2ZzQOTbJhko0sW/iIkNyoLEP4HvK2crCIs4Pm/KhgQqDRCsJSTdZuW+2HuYbgVzb1COMqN9HXKnHbtedpmE217iiPFigzulnHEiyiwMaUhpix0O6kvTi9ivFSCU0xZMMlGtxNDWMa0BUKP6Mqe9gg69d7IGiXaFyQlIpwGMtI2LONZC4gVSkSaCAgDHXYkre1tThgm2agUukCJZ33S7oSxIt6MiMr8oeeo1EhbC9KNdjYgQSnWFMq3RzBcewstgAvXJqYvmMrWAn6W55XnQezZI/QccLLI0ZkFfbC76JRRmMpGhRECALRafUtD0lHCyh/QK5XFCMMw5UV61Zz7GPnjQwnR1ve0dT+2kcW2gGwHSTEDEIEARFU1nJ6Cm+O4nrmJvqoQImGH4BWryfPB7qxfA/OdRTl9dvuNK05SluhRko7eD8PIe8x14R07/we67Yq2g6mWg1J6X42A3t8ckcfFTsO3V34J8903i7rOsqH04AcCAT0wkoxju17Onmgr3OsqSRBy7x0/0tbRoo/KEpFIrj2CCASgeiFGMUwx8CO9vWvYy7JQUtuAmHF9jYdC2gPdswExTe3BPIBR+6qzAxSP9i7SVin9rnIHNntLqof1ZoQf8W8OqO9wMWHRdgtDkoKp7LQ07pzLuKKp5zUrXU/HXKKP4woRwi1EJqEyph8DGewRIHzhyRNKBcQgsEdQee0Rkov2FCMymIhgKrvs+87kxyYJs4e47kW+llS0dSNtO50oKo0gVI/t6WhFfR86blS7IURRPW1tSBjCi7QdONHWVA6iWYTTQokqE9VGBaLKTDsmba7gmFxlVABYEW9GhxPJ6oNrk+P7CwNJ0c7CgCIFKynqy3vGBaALkUnSlgD9eebFleVaMmQWfv1IW/e/VU/RVulrhjL8lo8uJwa4InRIBLDObs+7TCYcN9rXcH3RY/20wWAYZnAiN6yDqKrpf6SmUq5oKwCloBwHALnRtrn8M3t8CoVC6VXB/WjDpHkNI2GHoBKibc6BS8dJFHIpFU6SZUMPtO+urSOGhUiIEtnw0oPzWSi4kbaD6kPe0fYYIkekLZFrn1FsEd2RQye1P/na72n/YduumOXo9HHPHoES9gh+lLrjHmPv72zilnc9BoMcacsMPN57xPOx9QbkvGvWNAHDgAhVaH9UVzD17BEGshil3NSqo93jvbhPlBdlS32zI3I200hbT3wXAqpj8yxszKLtEEeSwkvti9HtFr/xxNZsYkMmktNjPcFWgfJ62ioiP0pKQKBLZh4x9UQlD8ONCPTSi4Ur6Q4OewTAziJipAosxfHg9aL1tgTR9u2uL7DB6pvAMxBEZBwL2z/OKmLZykm7J6RbzMkukT1CXNmwSWKTHUanjKFShNI8Sm3XF9SAgKUcVBoh/7/7whqzDe91L0+ZJpPsEXor8vUHixzE+uEhaJOEqRzUGJWwSHsSrzM34ZWOT0FEWGtvQoUbZZtMlxNFlxPNGuVrkaPvXbdDZCdHO4NSrCm8SFZth6BgQ0II4Xp791W0teGQtsHIVMzMO0ee3UPPQmQxZSEgDNcKoncifKcT8ddWY1Rivdnep+eX4w6SGcJAQBg5MzsYptT88Y9/xKRJk1BVVYVp06bhrbfeyjl/R0cHzj//fIwbNw6VlZXYYYcd8J///GeAWrv5oOIxqM52iOoanYLa70Jk2gMbboSoCAR0gaxsEbCegJmECAR11FTyMq7Q1LMQmbde/4MwT0Vuchy3cnfp+rN+cbRM++x5EQpDD0bmsg0AEkVn8nraWn2O3CoVWiyUgCH0vmY6HlKCpI6+Kva2yTQHNPOoVJB7zYhAQF+7yb85tr42PF9b1x4hZQDG7uFp69olZI029yN2AyArXtoBDobpSdL1pq99mfC3dWwoy0xE2tq2PzhD8bj20B6gSFuSEtTRDpBKKYiWdzml9Luqr5ktXnG2wTRAVwhuxL+orILa1Fbu1vQJFm2HOO1OGB9EVmKj1QnAi7RNL5iUCy961HBFBYckFFFaVGEy0o069URbAyKrt6FNsoenbaI4jlcMx2t7OfEKBGUrzJMqzPU9tTllna6vb7n3fSD4KLISX5mt5W5GVjZanfgkuiZrSrxJTloKt+3eKzpKu/jnMC4tBEUAG6x2xKSJCiOY5v/suCKgEALDgrUYGaqFIYw+R9quiG/ER5GVKdO8qE4AaQJgKdE2LX2PkPGi2L3CbBEZx+LIV3iu4yN8EV+P9WY7qt0iZMlElAkCskb5egNOpnuM/Whn6AGpZHFf39taVNeFyJT/NOxtETCPmBtpGzKCfhuSSfa0BdIHxOJKX1faT7x3122b042gCADQhdfiyu7TOfIGB73I8BiLtkyZeOSRRzBnzhzMnTsX7733Hvbcc0/MnDkTzc3NGee3LAuHH344Vq5cicceewxLly7F3XffjfHjxw9wywc/Or0zBlFd7Qo9fe83Uc+PbccGgsFE+namZTJF2gaDrugWT5rPyViIzF+vJ2zmEy79Ikwl9D1MjnDM9Bu50ac95s8ESR1Bme/jXhciI/1vsOBZWhgBV5zOsA+egGgXO9LWATlWXr/gzYKkSNuex5Bs2/dFJnfQRAgj5V7WleqVFri8AnmkskYkam9qAwgG9H1V7HPDbDGozg6EH3+kV4MyynG0z3lyJgKpxHVumhBGACIU0oNVUV20kmJR977PfM/bq1Yg+sy/irFbenvRCJQZh6iq6l26v/ee6mNmi7KdRKFP6GjfyD8XDKiXr4ezYR0i/3qssAwP791XVQ3V3blZPldYtB3itNndiMi4/1EuScEmJ6tVQSYSYpNIirTVxZWyjSJ7UVJeVEKlEUKLnf5QIdduwOjhE+YJT8lemX0VMIqFSvK0zbTfdpJwlcknsi/4kbZl9vMdCExyel30aCDxrsdsArqpbDhIFWc94Umh+MK7QxI2SVQbFeh0orBJotIIQVGqp60XaQsAw0K1qDIq/EjbvkSBOKTSBn0Shch6n07fH2w4iFN/RVuJKqMCNkmEZRxLY+uw3tqE59o/QkSaqHGLkCXT6UTRGKxJKSiWjKUc/1kLJCxgvIyCZHFf+wzDtzLwBHBtR9N3ewQJcgvOpXekekbP9rzv4spBEAYUej9Y1mx3+h7Auqik6pM9iB4cVL7YnavwJcOUkptuugnnnHMOZs2ahV122QV33nknampqcN9992Wc/7777sOmTZvw+OOP44ADDsCkSZMwffp07LnnngPc8sEPxeMgx4GoqOy/p60XaSug01ltGwgE3Q/vLKKtV/QomUDQ/ThPes8pV5RNKUQmEnYI/odwHo9Yx04UcikR/rozfESTIxPHySNXWzxRM98HuRyEhcgc248q1qn9GY6HdLR9RpHtEUhKfQ0NoL9lyfCubSOQdgwpyR7BLyDmFXFKug51MUDlRja7AwHZRBNp63vYCCRS0hmmD6iuTqjOdqhIuPCFHC/7QgBSJd4Rwn2mWK6nbSAISAnlRdpGIzqiPMt1rdrbIJs3FmGv3PWFuwHLhKipBUV6UVhLuhpGkoVJr7CtROFNAKq7C7KjPc1SaCBQXR2Qm9rSCiRmwrNpEVVVIMvaLIuRlV205ZSz0tJqdyMs4/6Ht1sTHO1O4Q8wP9IWnj1CwtvVExOj0kz5uPcKiHliUaURRLsdTvt4d6Agk2wU9HaELzxJV9AAstsSDBSOa/mgKD2dGHCj6Tw7CFEcOwc7j1A4lPD8PAcr+awqTKVF52RPV+8+yFWMLCr7lkJnKQcSCrWBSsTJhk0OKkUwpXhUpkERQFuQeG3rLTZpH9nkNjukdFEWN0p+oLCUg7i0+5yC6AntIUNHhq4yW9BidWJ8xUisjDcj5vrdJkMgRJWJhkA1osrKKFKbygaBfAsKCZViAZMc/epAXxeG0IUebaX9gfvnaWvrb54sNhjJ3tsCIm1QyI+0zWCdkI12J4w1Zhu6nBiq3CJkAfc6848DqRSh2yaZNQo3EWlrwBBGSnRyRMaHRNopM/ixLAvvvvsuDjvsMH+aYRg47LDDsGjRoozLPPHEE9hvv/1w/vnnY8yYMdhtt90wb948SE7zTce2tH1BIFA8T1sFv9K3CAS0QJRNdHSc1KhTAMKL8EsW8lx/1JSoXGH4dggkJYTne5hTBJW+5UDJ8IS1TEK1V1QqaZ9zFyKTOUVvH7eiOpXQ9qHXuAK152mbUXh2hV2y7aL68ZJtu1YYm7/g6Fl/iEBAp2Qnv3ul7Yv6JGXCckMl7mVyi5Xpe9J2fXApo6BNSullvYJmbko6w/QFLbJaILMX9iduITzAfZ4lZ3DYtn4vGAG/MLHnu6yiYX+wJmNbzLguGlak5wx1d4FsG6K6BioSKVyA9eweSPXtfesVnUweHLRMUDmKBtoO4J2TfHjvg8oq7UW8GYq26WZ9A4iXcnbnnXdi2rRpuPnmmzFz5kwsXboUTU1NafN7KWdNTU147LHHMH78eKxatQrDhg0b+MZvJjTbnYgpyxfDPGuDDkdXShc9IwwykPhoT420lW4EVVAE8FjLIkyp3w671k4AkCiu462/0gghLOPocqIYGar3193TRgFwPW1d4Um6WycMnkhbcq0bAj2EMFMlvHkNGDk9fwvF2ULsEcgVq4oRnVwqvHORTYw3yfYL6IXc9HAvWlCLuen7JklhfvPLmDFsD2xbPaZX7dEit0K1UelGvhIqjFBKsTzPZiS50B+QsCBxSKZdx3m3qyQs5cAiB5VCi3OKFAy4ha0G6Bx6Bd4UkRZeEej1Okyy4ZBE0B2/XBVvQVjFsV3VWHxltsLOcHwMGDAgtF8sSZjkoFqkCrtx1zrGSoq0TX7GJQupXpSrV4AxTrb28Rb670Kf0ynbd4VQQwg/2jcZ/TyhHn8nHRdlIygMEBXmzR2VJu5e/zw6nQjCMo6JlaMAAAEh3IhjfT0uja7FO91f4syxBwMA3un+AivjzTit6aC0dTqupYhXRM8k2x+EeGjjyzhyxN6YWDW6oOPBMH2ltbUVUkqMGZP6fB4zZgyWLFmScZnly5fjxRdfxHe+8x385z//wRdffIHZs2fDtm3MnTs34zKmacJM+rDs6tKZSUopqAGKXlRKP28GansAIC0TJAAy9PNGOU6ft6+UBAkBAqDc6vQUCAKKoBw743qlY4OESHk7UyAI5TiQ8RgMdxnp6IhMZSSe5GQYIKWgbBvSsaGMAASRmz6apfaBY+t1Ow5EhnmKcQ6klCAjAJnhWCrbBikCue8UAtKOuWxvgzCCMBob9fxEkHbu8yIdBwQBKWXKfGRbkJvaEBwzrs/701ekY/vnjER62wBA2o4rFCoo2wIFgkW5B5RtgpSCtK2SRR+TbUO2NiM4TtuuqFgUFAkjMCr9+7k/6OuDIELuPWrbEMFg4jdS+rpWSt9LQuj53OOtXOsEpSSUZelrRamM96QfuS4EIHSkrbLsjPcKUzrK8S4oBcqyIC3Lf5YX8jySlg0SBgCCko6bQ+iuzzQhbRswdCYaEUFGwpBSQkajIEWQlpX5XROPQdraE1dUpGfwpbQ7x/F31q5GoGksnO4u3a6g9taVsSiMmtq8x0RKPXCn79Hev2+lbbmabeL+lrYFJxod8PtU2iakbUFaJqBy77uU7rOlogLkOHC6u/z3eyYG8h4odBtlFW2TU84A4M4778STTz6J++67D5deemna/F7K2euvv45QSIsFkyZNGsgmb1YQEdaYrVpIcruknpgaUxbiZKeJDZlQrper52nrCSVeVFiVILTLMCIqkUomXbHBj7QVIbSpbnTLWA/RVn+YB43EpagjbRP2CADcQmTlfXl4xyE5kjEZJ8mbV2QRS3qL7UZ2lrsIW6mRrn3AYLaB8ATbbCKWpew0kcuLbO/pM+thk4OoNFPunUKx3LbUBar8yPkKEXSFY+W2OX1QBNBinqN05HAlQr3brlvkyiLHX9ZL6e9L4aq+koh814XeQoHei7Zx19M2IAIAyI+WN4TA1ypHZfRznVQ1GgJAWMZhKu1j3DMaNy61aOqJs8mevwBgIdnT1nvG6eerpRy3+KLwo/oD6K1oq0XjXJG2yWcpWWhX7rkNuKJ0ISJ8TFnodmKoNiowOtSASjfSVtsjkP8sDKs4OmRiwDAqTSyPbUS3jKE+UJ2yzmRP24CbfaEjc23ElJm1CBzDlBulFJqamnDXXXchEAhgypQpWLt2La6//vqsou21116Lq666Km16S0sL4vGBudaVUujs7NR9N2NgEvHszi6YdY0IBEKQ9cMQ6Q4jlMUrOBekFKKhalCgElACIdOGIgFZPwxwHETbOxCsqE5bLoYAZG0DAoHEe5CMEFRNPSJtbQhV6Q9Bp7MT8ZoGGMFK31lAVdUC0kFsYzNs04Y1YhREVS1ibS0wskR2WZEYrMoaRNs3ue+dVIpxDmIw4AwfhUCgAvEex1J1dSFaXQtRVQMjEIKsa0RFNIoKdz5ybMRffQmBpjGo2GUPyPZNiFXXISgVIlnOCxEhGqiAHDYSlaaNcNJ8zvo1sJd+hqqvz0iLaC41sq0Nsep6GBVVUDX1MAKh9OPR0Y5oVS1EKITYho1AKFSUeyBuOXCqahFraYVhl6b/7qxfA3vJp6g66FCIYBD2is/hrF2D6gMPKep2ZEcHYrUNQGUlhDAQ37gRwv0GjxohyNpGRLu64cCArKmHUVEJVduAWEcHAqFK2J1diNc2QFTWINbSAhmOIl4/DAEEEOtxPsi2EamsRneoSqd3Vtci2taKACfWDCjleBeUAruzC2awAmH3We6sXQ378yU5n0dxqeDUNwKOg8pIDDAMmHXDABAqurpgV1QBwtDPz4bhCHV2oWL9ekSNoH4GxuKozPCsNMNROBVViG1shlGZX7TNdPzJthF76XkEJ00GmTHYtY0QNfWgWBSx9eth1DfkPSaqqwPR6jpASsTaOxAI5m5LT2KOgt04ApWmhcrmZtjd3TADFQi3tSJUVdOrdfUXuzsKM1SJWHMLDCu35iLb9LvMCFVD1Q9HZFN7zr7GQN4D3d2FRf2WTbT1Us4uu+wyf1pvUs7++c9/YvTo0Tj99NPxi1/8AoE+fLAPdaLKRLsT8QshAZ5ISn7RnUxFdnqS/NGeiLR1xRLSEXeWclIKcfW0RwiJAGxSaV66yR/mHl7EmY4w1W9qyiJ6DSTSFYmyRZ9ZSWnoBooj2npRzXYRonYHM55gO5B+qL0ln4BuuddyShEwd4CDskRL264vrd2HlELPNzUoDFcwhR/pnexhrUAIZYgWzSYk5yNOdiLl3X3sSig/GnSg7BGSI/4tclCD3nU8AH0MvQGpkAiizQ6jzhUPDSFgZIje9SJvgyIAhxTiykZjj3m0PYFwB7j0uU/YIxBMmUjl8ew0hBAgpYV8bW2gn3sqQ1R/PsIyrtchjOyRtskZjkl/eNd50F22kPOp51OoMSp8wRZI2CMkvH0d39YjiABs5aDDiWCN2Yada7busU597xhC2yNYyoFNDkyytVhehOcrw+Rj1KhRCAQC2Lgx1Ytu48aNGDt2bMZlxo0bh1AolNIv3XnnnbFhwwZYloWKivR+12WXXYY5c+b4f3d1dWHChAkYPXo0Ghryf4gVA6X0c3z06NED9qFurl6OWLgTgZEjIcOdqKmqREWGTLt8kHTQFY/oFP1wByoDAo4ZhTKjoGgEtdVVCGVYb1csAopHYNSlRunISCeqQ0FUustY7a2IRjoRUCP9eZQdB+Ix1A8fhjhJmOFOGCDUNTRkjXaMLQHM7nbU1dUhmKE9xTgH3WYMTrgDRm0NGkaPTsnUkAIIhzshQkGIgAHZ3YmqYABVblvMxR8gtnwJKkaNRE1TExzHRDjcgaAcg7os54Wkg65YGLKjDVWQqEmaz9rUjHg8jPrhwyHyCBXFxo52I9LdDqOxARSPAoEAGkaNShFrHGnp41FRgfrGBqCuvij3QNix4IQ7UFdXk/E8FwOreR3i4Q7UNdTDqKtHfPlSWB2tqO+xj/3FO47CGAZIifoRw2FU14CI0BXthupsQ01FCJYZg4pHIGproLrbUVtbg1BTE6yW9Yh0boKhHNQ1NsJuXodoeyuCdbWo73F9qlgUlbEwYAQwMihA3R2oranJeO8ypaMc74JSYG5ci1jnJv9Zbm5YAzPSifoRw7NGu4alBScaBiwT1RUhwDAQC3cCIFRIC3a0G6iohCErIM0ogpFO1DTUozvcCRXpQoVjoTbD9RqORyAjXahvbIDR0POrIZVsx1+Fu9Hd3gIR7YYxbDgcMwpD1UN1taOupqqgZ40UhHCkC2RbqK2r7fW91W3FYXe0oQoKNe79He3ahOqA4b8vB4r4imUwu/SzJt++2/EoIuEOGA11UJEOVFUE/fdeJgbyHqiqqipovrKJtpxyVnpazS5EHROCAMcNY3eULuxlKQfddgwjAnV51+MoCUECBglIpWC765KGgi0dxGHBkvpj3NtHx/U9EoCu1gcABHTakZTjYEsHpNxRDFeg1fMK2NKBoxztfw8BS2VObyuEYqWcgXTErSMdKJG6LktaECQAN8LYkn1vb2KdOi3Jpr6nDA4Wcp0DWzr62lLp6WuDBVs62iIhQxuJyD3f7rVhKHeZhD2CIyVUoMc149iwlQOzwGulwwljeawZ/1O/rd4eKQRIuKbycAuhCP8e9a4fYYhEtVD3+lRK37+2cPBm1zJMqd8OlUYIMWXh/e4V+H8N26d54QKAJbVoG3csf3+8Z4QgwFHFv1Y3WB3YaHVgz7pJ/jTb3TdJCqZjQRnpUVT5iDmJe7ZCBNFmdWHb6qaCKmAHICCV1Mch2NNewEIIBixp63Z6FhVEECQQl2biWan0c8UgoVOWFOk4W9IWFrZyEMhhP09EeCf8JXaoHofGoBYewk4UQQQgSLjXQI+UUG+QwL1unKR5vGsxKALu9Zz5nny3+0tMrh6LxmAtLPf+Ndx99DDIjdx1029Nd3DPlDYMQ8BUNrqcKFbFmrFj1VYp6/eOm0FAgAxI0mJ3XFqwenHP9GSopP1trgzGlLNcVFRUYMqUKXjhhRdw/PHH++t94YUXcMEFF2Rc5oADDsBf//pXKKX8zv6yZcswbty4jIItAFRWVqIyg6hlGMaAfjQLIQZ0m8JxIEgPUikABqk+bZukgAECBKCEgFBKr9v1MxVKZlyvIR0oIdKesAqAYZn+MoZS/mBaovH63WsQQTi2riiuFITKvg/CsfPP089zIKTeb4MIBgjCSAweKFIQRDAMnfuhhN43wzCgYlHY7ywCdXfBsCwYhgEh3bZKJ2t7yNHHQBkChkqNShJSwrBtCOnA6MM7uj8YSkEoPShLwuubI0XQNKT0z4dQEsIwinIPGI6tj53MfN0VA2GZEPE4hBnXIlA8BhGPQdgWjOriRbwZRPo4GgbIcWBAP5dIOjrlXCkYSkK4tQ2MpPvCMAx9XL3jKx09r/t3z/MBAIJIuyMYASDPtceUjoF+F5QCQzr6fnCf5cKM6/smx30pbG11SIC+pgl+WJmIx/V9bRg6sCIUAro6IWwbQkqIigqIpPdGynqj4cR1X8AxzXT8yX1eqQ1r9e8VFTCCQZBjQ5iZt9sTRQThfQvmeA9lw3AsCBAMdz+EUhCWlXW/S4khJWBbEI6dd9vec8cQhtaVCtj3gboHCl1/We0RegunnPWONbENqO8SqEcNYm1daI43IxbtwphwFQCBlkAzqqvyixOyK4aRkRCqjAAqDYVO2oRh3UEEhYHWUAsqRAjVnQpxpxvNpg41D8faMbK7ApVW4qNppBlCu2rz5wGADjuM+m4DdYZAZSB13u5AJ2wZwcjukE7nllE0y96nzQHFOQfRSDdGhkNoCBhoCbUgHkztgIY6JYY7QVTGFYbbQRhxG81G39rr0WnqY62cOJpV/9ZVbnKdg5gyUdsJOFYEzfbg3M94uBt1EYEOYxOae3xbS1Ko6SQEyEBrcwuckDZk74q3Y3h3EBXuvYJQaspkhx1GVQch4nSiOZ5/v7+MbcAnkdXYamQNNlkdaOwKoKZCYBvVCEkKlbbCSDOESKATzdFmhGUM9V0CVYZApUEIRbRDtFACULqtm0QbPuv4EvUNBsZUDMM6cxM+6/4SY6PVqAukj/5Ru4kGS6A12IJAhU7Dr+pQgDJQqSqgVAzNTnHP4aeRr/BpdA2qhykMC+mBprCMo6FLwCaBllALKNSLQgMu4UgHRnSHUGkpbKVqUC8FGu0gIPKLPSEy0GAZaAu2orIydf5Au42xdjUqLYkNwY2o6xIwIFAZIDTGQzA3RdBM+hhZ4QhGdAdRFxQIKgNVBhBUAYQMA1IptFS0pESv9iSuLHywaQlkbcz3RbY3RTHSrkAQBkKGxMbQxpRoFqcrhpER/XweYYZgIuI/l7udGOq6BCqNAAwniK5QO5orU+0ZFCl8uGkpZG0Mk6qa0Ga2o7HLQF2FgNHj2I00Q+gMtKM5UoFYdxeqooSNwY2oCVTC6oxgRHcIq5212GCNTRkk6Iq3Y2R3CFUWQUgDQgk0B1sQUxaqOhUishPNsd5fZ0Ml7W9zZTCmnOVjzpw5OOuss7DPPvtg6tSpuPnmmxGJRHxrrzPPPBPjx4/HtddeCwD40Y9+hNtuuw0XXXQRfvzjH+Pzzz/HvHnzcOGFFxalPUMJZZqJL2IIv5CVs2414q+/DCiJ4Ne2QdX/S/e9TsHLHvCKTklHF0jxnnu2DRWPIf7aS6g+8FCIykrtZSplanExf326cIz/Z6ZCXG4hMpIOIKUu1ES6MFlWTDO1iEspkBIwkgq7JSeMuN68/j6T9iUFAPuzxZAb1sFoHJ6ogO4WrSEnR7Eyr1CVK+SlYFu6eE+GolN9hRwHsZefR9W0A2HUpgeeyNZmxP77vI6u9YqkGkIX31ESyZ++JN1Ca0plLCBESiH28guo2nsfGI3DC2+j52VbxP3uiYpFoeIxkPstS91d2hM2HgdyiLbxd99EYFQTQhO3KWxDUgKgROE979qV0i0+pwu56eki0dfwBs0cCbj+z5CO9nwmpc+HdHQRwuRtKeWvh4i4EBnTZ3ThMNN/lqtYFGRZuZ9H0k4UanQHmb3rn8JhQEl/IEyEKkDxOFRY33siVAGy0r9FiAgUi2Z9zhSMe5+JugbIjesRGNXkD3pQLFEITLa1wFr8obaB6FkTwytG2cfCn96x84t7SgmyLahoNMdS/YNME7FXX0TV/tNTBqSUGdfvNLuQQmS6WKY/SLQZFoYtm2jLKWel56P2DWiTOk3XGFGNpsYmfN65CZvcVHs1rBJNDflD2ZWxAu2Gg/pgCKZQqBxRhzbLRMgIonZkIypEEK2WDachhKYRen1rwxG0SQsjqhP7GzEJrVVmSpE5aYbQbjsIhJBSzXZTzEZoRA3IdtAGCxUiCLPWyFigrhCKcQ6Wdbah2TEhQxUYNno4RoZSr59OSyIiFWoqDHRbhMqQ6nN7PTZG4mi1TGxd1/d9HyzkOgedTgSdpoRTF0LTyEG6nxUb0SYsVI9sQFNNahtjykKnqRCVNupGDUdTpe7crwtH0WpbqDKAupHD0FQ1KmU52wyizbZAwyrRNCz/fi/tbEObYaFu1DBUxG202haGVRkIimoEAZjQ905weA2aGpoQsLvQYTpoDFbAMHSlU7NRwCSBTZaD2lHDAACbpIPA8Bo01TZhfTiKNtioHdmApophaW3odhRa4hYqR9T5x6HLVDAVISwd/RwociEMp309PnNasFVlM741chsIIRCwu9BuOjDJQc3IBjRV9X6bqmMDNpHtPqcqUIcKFCr9EhFa4xZCI2rRVJv0TCOFjrhEpy0RCik0jhqOTlOiwggiFBCI2goVDZS4n0Pr0QYblRUCnY6DmkAQliJUGkBcSQwbPSLN7zWZ1fFWrDej2HVYCE2NTSAitFk2IhIICMCAwqim0SkWCyqwEu2G3u+2mA1jZBWaGt32WJ3YZDkYHqxAm2VnvN5t5SDsKAQbatBU34T2qINW20ZDVSDJBkKzKeYgOELPZwdWoT1oo2HUMIwI1SNKnyEsCF8FwwgMr8boikTK2LpwFG2ObmNcAZssG7WjGiGdKFocExiR1OZeMFTS/jZXBmPKWT5OOeUUtLS04Morr8SGDRuw11574emnn/Yzxb766quUfZkwYQKeeeYZ/OQnP8Eee+yB8ePH46KLLsIvfvGLorRnSBGPJvX9CJCulVdrC+wli3UCiWXnF229atjCE22l/qh0n3skJdSmVjirV0F1dSAweowvOgkjg2e4IVI/QqVMCMAuwnCzXLwK90bAFaJyCJyumJdRBC4CRKSjsYwAQFqUFkljfr5I6e2zIQD3g1d2tAMQEKFQQnhwXIEt1weulFqQCwTS5iPH0cemmKJtNAK59iuo9k2ZRdtNrbCXfgJRVQ0xbISeKAyAbJAbMe1j2/o4KaVFl57bMuOQq1dATtymV6ItbEeLIyUUHCkS1qK4W7VdRboBx85bxd1eshg0aduCRVs9kCL09e+KtEBCrPeFXOmk3CNeNXtybC2UKPIrzcMwEtdnyrZcMclbjxAlFb6ZIY5jg2zHf5ZTd5e+VnOJfMmDfcmiZsCAskx3IMx9Z4VCoHA3VPsmQDoQlVV6YK4nlgWyHZCSCbGzD5BjgZREYPRYqIoKCN/DVoDMxH3vrFkFe/kyVB14MBDoIfVJ6Q5gKf8e7RVe+93/J6kLb1KkOIPkmVBdHXC+Wgm1wy4wJkxM/GCaeh+s/KKt/xzz/978su3KJtpyylnpWW+3o8IIam9AoaNaZFKcfxSFhbJLoSAMASG0X6UtJJTQPoiOkBBugbI4JcLTlXArnie9wCuNEFqdMCDgR1Qpg6Cgw9VTOsRCr8NxvTINQ8BC/9KM+nsOlNa8QIJ0SllyygIRHK99QriFyPqW5peMFApS6EJyQ0FgyHYOlND+nXY/z3EpkdDXo3cvJaNIF6fT10biXEmhdGVsQRmXk0LBhtQFsArY77CKI+oWEbSF1P3onssJvV7DMKDc+8jw7kX3nwEDyr22JClEyUSE9PMgSiaiZMJE5jZZJHVBQqHPlfL8qw2d0u+I4l+rMaUrjL8fWYl9GiZjUlWTv2+SVMHXjaUcVCQVPYwrWz8Pe45EF4Bw73Orx3GylAMpFAJGAEoQbKFSzoEhDMTISjwrodxnooASBBLkPm8FSJD/LBQQGb1tN6kIOmQUYff82Ur7voYMA4C2WFCC3L81vgexEIAg9/zp3x2hoKDbT2570q53AHbSNeAImXE+faDgXxNxsiFBkO68FhzUh6oRUSa+tJpREQyhPlCNoAjo947bxoAI+NerKVwf9QLvmWznbnNP+9ucGWwpZ4VwwQUXZO2bvvTSS2nT9ttvP7zxxhtF2/5QheJxLXYC0A8790NKSiAQgFFXD4olihdmXY/yfLr1M4Ms0xdkCdDRONEoKB5LCJJKadHJyFATIxDUopiHdNJtc/xIW6k/HAMBLRLkEW2plJG2SgvRCBiZI6ncyFk/0lYYCVEsHtP7YBggU38EJyJRcwgNrvgNI5D+IWxrwZacAiKhCoQcW4vB2YRv29bvjbFJljtCZDzuJLWQIpQCMgmstt5Wb88XOVogLmmkrR9ZG9NifSTs/521XdKB6urQIlOhuAMp8GzsvEhyT6wXAsqyQIpS+1LefI6jl3UFK7ItiEDQjbztcVy96zdpIKU/IhezZaMsSw8ORCP6bzdSNlekrT/Y5w2AuYMVelBOavHP7VuIYAjKtqHa2/Q8waCO7O3xviIz7oqblPk5UyA6ol0PkAVGjk7+pUekbZuO7LWdNNHWHxgBcmeFZNq+lHo/AoHUSFuloLq7+rJLhW3XMkGxqB6Y6jEdUoIKEG21GO8tmCV7ZpBT1i+WOXPm4O6778YDDzyAzz77DD/60Y/SUs6SC5X96Ec/wqZNm3DRRRdh2bJlePLJJzFv3jycf/755dqFQYsihfVWO6qNChCSCxN5lcqRVhQs+7q0J61X7MhWDgLCcAtkSZjKhiSJuEoqrpOh6FKlEUJUmeiUie1mKkSW/JtNEoZbSb0vxZqKiXKFjuTCbh5ekTJvPwyIohRO8wpZ2WUuwlZqFMj17xy8+2mTLvwlM5wLvzgftHjrIUkhAC1sZroevKJPMVXYS3yTE4ZFDmLKgq0c7ZOaRqLAmOP66YqehciEoX12ScFUNmLKQkTp9KFuGUdUWoip9JcgEfnHwXI/4qS738JtTSmKyXXJOIYFaxBTJt7tXg4gUahKkiqoKFVExnHX+mexPJbI7oioOIK9LPLVk3iPc2cp3a6QCICIYCpbp4InFSmMSdtNudL7IdxUQK/QoYDrCweCJMIL7R/h1c7PMm6/1epCRJnocHSnNKYsOCQRFDrqVZ/n1GtPIrVDmfw884qKBdynfvL17OE9m71rwFYyy7XoHRPHb5suYKnbYyobAWhvsKc3vY+b1/wb/+34xN+GhyG0p63tFb0kB2aB9wzDMIMD1dnhP/f8abEYhJ89R749AtwPKhEI6ujUfB+6pEAgf2CS3AhKP9LWsaGiEVA87n/gkRdxlCHSVgSDUO6Hvl4+6YPPwxAJOwTb0fuRR5Al00pNMc82XzwOlSdiMiPeB7kRyCwOuymivrjm+pQC0NvzRFvbFbal40ehZm2r8qJ3Df+8+c2xTC1g2kX8QHak3o8swgu5om0KnvDSU1R2HNc7NXMEnL72nMR1WQBEpNvQz6i6vNuJhAFH237AsnTad55IW4rFQLYNtakt7TfV1Zkx+oyUGyDgHcMe9ggiEATMWOp1BfjHmrzIRdKRtmRZQDDo2m70OD7u9ZvSn3DvfZIOVLh00XzMEMSNelXRiDuw0Q2SWQZooO9dPcigrz+S0rWPEW60uBtZ7g30BYP6HvQGQQxXzOzxvCA3jb/fzwTbTjxrkxEi5X0lN65PCKw98d8RRt73kOrqTF2HO+gnjEDiWe++RykSTnu/FwuyLFAsCupx/5MZLzijIWUw1RD9s6koE2UVbU855RTccMMNuPLKK7HXXnvhgw8+SEs5W79+vT+/l3L29ttvY4899sCFF16Iiy66CJdeemm5dmHQ4kUiBUUAAOliN9DiIgGoMIJod8I51+Eh3SI6Ajoa0kwSSGySsMhxq6g7ScukPwjqAlUIyzjWmokRXodUiqCRQAsNDvQolwGRsQr6QKJIF9qhHsIckBDtvI6GIbRom0m87g22cqMah7hoK0mCoEXEwYqptJjlZBCxbJVUcCzpXDkktXCW4ZrxfldQiKnCkvI7nDBskogqM4dQKfzj6B3XnoMiAkJHDpOESQ7iyvYHcTqcCCx3Wlp7oeCQgoTynwPK/VgW7v+KMVjRk7CMISgCqBQhhKX+IEkI5aogsT8iTTTbnXipc7F/X4aliYDIEGVVIPp5mHqcbNIFtIIiAAUtivd8NtjkpAjr3sAUuf/TMbK6A6mg0Gx3Zh1kW2dtgiTpP8+7ZAymclBhhHTBOai055BXkBLudpKf17bSzy1DGK4In94Jk6SLWnrP5HzPZsf9PSYtfQ/5oq0DQxiYWDUadUYlOp0IupLOr4e3H5aSiCsbDqmMgwoMwwxOyDQRefIfkOvXpv5gxpI8LYX/Eel/2AaDOjovU8ppygYoSTQSrg2BK8gStPgY6xlpK1P9XZMJBHSkkodbiDYFYSTsEBw7EYmY60PYsfy08FyYH7yN+KJXcu9zJqRK+Pb5Hq4JtIcvEoN2Qvh+gBR3BXQjALjRYlSgPYLeZiDd+9YydZsK8RwsEJKOa7uQ+b1DtpUhKlpkPh5eFGgW71RPCO1VpK0nYitVMnsEkjrl24+0jUe1MO552mZbLhrR/s7hrhQfSDJNRP71d8g1q9IX8vbdiyz3xFhvPwMBqHhcXwPJ15U3n2UmBlOkA7JMLfRmuK58ywVvPQQ/KtJZ8SWiTz3eh6PFbKl4XrYUjegsCNPMHWmrVOKd4Huj2/o9kizautenl+noDbCJgDtPj0EqssyEjUC/Im2t1Oe3RzDoR7qSZUK1t2b3z026x3JZBKiuTkQefwTOyuWJ7Xvvg0DA3w9vmhamS/S8s0xQPAbZ2ZE+vUB7BC0yJ9mubIZe2WUvRMYpZ6VBR78qVBpBHaXqCQRKG8qHRBAddv6UM8BN34UXaZuIsPMFGtIf8WbSR3Qm8S0gDBAIX8VbsFvt1wDo5WTGSFstPNnKgQGdUlxu4VK6x0pHv/WItHUFu6CRiKbz5suU0lwoXqRtKYSwwYQkcvdz8I58WWRnjLIGUiNtk699fd4SEZU9sZUDRVRQpK1DEl1ODA45iEkLlnLSviEB16ojOdIW6fe49h11RVs3Ut4T/dqdMJwekfOp+6mjjS23zdITbYWWHjOJfP2BiBCRcX8AyhPr9D2nB5QKibS1yIGtJD6LrMGn0dXYvXYiokWItDVl6rlzXPuISiMEx81ESBbOddSo9uINIQibHH9gitxrKOjKuMrdz7CMIyTSX9cOSay32lFrVKLTiUKRQqcThUUOKkRQ2xZkiNRXUL6IrI9fkmhLenjBa2+mwQbpRst60a65ns0E8t8ZcbL8iFkigkU2AsJAUARQH6xGpRNCTFruvrmRc/A6qFrsjruRxCzaMszmg1cMhpKjV4lS7RF6pF6D4PukkhkH6uqzbyDZC1MIHXlIys8yUbYDxOO6Hd4HnpeumqEPLAJBkGlqn1NXOE4XbYUvwJLveStyRmX6YnK+CKdoBCLW+8Iu5NsjJDxtU+jxtzCMxMe3GQcMwy0o5kYQe1FUUmb9XvCFtoAB9HgXkGm5Po5F/EB2bC1GZFtnJkFGuB6qPUUKz/ZCGJkFDtvqvT2CI91jXzp7BIrFEmnK3d1aNJW2FjlzRNqqaEQLVoYBFe5GYPhIPb2zHSrcBZXpmkvytE2J3vZsMYJBN6IxyXYjeT7L8qP6yHG0gB8MuBHnmSNtE5+E5IvLKhqBCnf79yTD5IMsEyIYApkmVDjsD8BkF229SFIBEm4kqpL6ujYCbtS5SH8Oet89RgCk9ECPQMJTn0zTfb6INEG3V/uTpd0iGPI9ZVVHu7ZKSMqiSFlH8vspx3PN/OAdOOvWpA1e9vQvJ8f27RIoFoMIZbYr7Q9kWa4vfVvadBAVlJWij4V7noRR1OKYAwUbug1RvGikoAikRKl6qbgVIpgnWi+BclNVdCVPLV552G6knoRKicxTGeUkoNaoxNLYOl/48kStng9AT3jyU4chYOfy1BoAHNeqIaM9AmnJzhM6hDBcAS/7A3Gj1YEvYxvybjNbav1QwosILbcwnwstkuYQbV0RMTXSVlfBBUTG5Tx7hHiPSFubJN7p/iJlmYiMw3aFx5gyXSEs/T4TQiRZF+gPrUz2I3AHXbxnRbsd8UU/b3pae93Ufwnynx0KXkq/O3hZ5HPoRfOHhAFDGH5kq2+tIozCRFuln1MKhJc7PtW2ENJCoB+vwQAM31bC345rH6EjbQlxV+z3CnQFYEAiYS3gPVcS9giuX66b26BACMs4ohmisdudCCLSRGOwFqayEVUWumRUi8SuECwzPIccSoi2hhApkbbesfSeyZ7dxbLoOrTaXX6bdYS45S9DWZ75ARiIuRYRcWX7kdFeJkLytRkQAT/qXLc59bq1XbGWQBkHFQqh2erEerO9T8syDNM3yHbTt5MjZl3/11R7hKSUarjiaQGRtik+fUK4KapuRJRhAJYJ1dmhP5zddSWi+jK8A4JBHRXoRWp50VbJJEfWekWYBLJ+CJMnWnmWCrkwrbwFpTLiRYr5/qOp/Y6exVhgGIDtWiDE4/pjPClajKTbXq/gVCa8D3kjQyEyM55bJOkDXnGzbJ6EKkPUVVpqf9K63P/KLHBYlva17YVo6/kAC1IlEwbIjAO2DVFVDRXp1tG2tgNUVKSkSactF4sC0tb3YpIHpezYpNObMxw7ve9e1HrimvLuHxEI6Cru2ewRbCuRzu04+pi4kbbp9gjSTbF25zeMRJvcARc/Up5h8kCmBVRU6Mj0znbX6iR75H9KpLcQietVuPYIMvszUAu7bjR6j/vee4/AEP3zUrVtpPv0QL+vIhGQUvpejscyD4oAKZHC2Z7psq0F5ofv6OyU5PvNHegUyZ62tq2FWtvOGeXfL0wTkA5UR1tSpL/SzwYhCntX9rRHKJWvfAlh0XaI4kXPBYThpuPqi9MmHblaaQQRV7bvg5gLh5TbFxVu1FRyVJYDy43qtdy0YCCzPQIANARr0Gp3o9nudOfL/MDwhCcvvdwQQheBKmP6vG6L4UbDpbbD89dM9q30PEOz8Vl0Dd7oWpZzm7ZyfPG3VF4xgwHlpoUPZnHadMW3XN60PUVd77z1TEFPXk6LX6kv+I1WB17vWuqLZIBO5bdI24VElYW4sjKKsUZyZH3WSHb92k9E2ipElYl2J6JtIIgQlekdY0+sC8LwIyI9ewQvxb/YFhfxJI/WAAzEXT9Yx99uwjM1FyZpcXpC5Uh8Gd+It7o/h+2ut68EhYFIj+NkKy0mh1zR1nLvYV8kdQV8b/DLG5jSFgCUsJpwRVxT2b7A3JM2uxtRZaIxWAOLHERkHJ12JEWQVZRuj6DcZzqAtHNmU6KCtr5u9XPn9a6lWBpdByDhleyJtnZPISAJQwjEleXfI55Ht/fMTM5ECEBf23qdqYMSAvo8R6TuFBbqA92Tz2JrsTS2Nv+MDMMUDbJtHf1qJj7qyNJRmL49ghC+96kWeoSO4ksST7NvIBFp6wt0nm+foS0AqKtTC6feB7uf1p/h2RUI6g92b7u2lRaR622H/j97fxZrSZKeB4Kfmbn7OXeNPSIzq7Iqq1hcq0WJoloSiZnp7mkC6tYMRsIAA2FeJAgQ3/jEJ/FFgiRAfJAgCgMIQ81CqFs905CmJYGS2KKkZrOqqKoia0myKiuzcs+M/e73rL7ZNg+/mfly3M8998aNyBuR9yMKzLjnHF/Mzc3dPvv+79PKKW25KwEn5W3+nW82yWav7HUBN8vbqzjbBLgWCtZJtKrWYi9jZNngvBKZiEiF5NWxnuTo8oOt79M4S4YF0talrZ+jPUIgyfsUa0W26PnYIhyrbfltdJfLWlkSyXKaCb6mShIrxFMjGL3Slg3XSH2aZUSgJoMGGbvwuzQNgUp1f1hzfAQzn3WXGQd7hEpZ7v9ujaV7xQfsVS8WQdFny8Ip3l25eVmQer3L29n7TPtbjfNq4aQsA3Fbh7r3Ecr331447OKt70PtPOpti0u8+LBFDpYkgFLkqe78lXsXU1xFARGwLFixgDO3mNUxDsQJKT0j4fyxFz1zq+fAk5Xlkz1Ch1gnioOftRkd08JWnxd57Z7rqwopvvsHsJMx2HDQuN+s8lUVNaWtLMGSxFm1nFwdIj/+AOr+x4v7fPP70EcHnb+xsoRVGibPK+Wvcs+sKD49acv4+VZ/PCNckrYvKArnM+uVtp5olY4EHfIEmSlxtIKvrYZXu1Kpqy/39cpIryzT1oTJv/eqbWODD5CZAveLA/e97gAbTzypOqHRQT48SyhL4TwGi/YP2peh14gZ8jHtf9Hz3qTL4BVspG68uH6vTwpPAl1k0rYMBHq/PQIHb/TR0qigWOz6HYV6WUijGuee6gK5LhthS3OdozQKQx5jqjKkpuy03uCMBUKQjqXfAkU5sjZiAtIo7MkxSquwxmPMzOKE0R9vzKPQd0ljjqCIby9oPCkyU0L6sYzxYD/g28sCwaphGbwyecBjrPEY35i8A231E9kjCCYw00uUttaE8dJfAzoHgyIobU1Q1to6aQsab1Nd9Hq4HsopLIAhj1EahZnOsa8miB0R7be5TGnL0PQLr1c0WFT2OJ48ByplvD+mwpQ9lC3Z4uRGtp4T5Ier0aG01YULcFMLiw3Sasx1gZgJlEaeaSFLXYaYXeISzx5SBosED0rCbpK2gUSrq5usPdnT1lQqWzj7HxhDv+cCNp2TAtHoUEpJZGS30pZFwpHFTpVbykUikL5JRFfdOkBrmMkY8q03oA+q4EurtEsfXyGITJYnE9Vdv/NBTqJKP2+g/W9GJbSBnOQ1tZgP1HFEcx9pG9S4QpAlQOM8TvCQPAOskkFt2/l53XLDwxOOrXMwUjoOu0dpKyWRw6cJInMqbxZFZ7qGK+0jzyhEbTAkAnc+A8AoQG/WP68zafVZnbTV+7supK/jPvNtxrx6u2aPYEhpG4j9mhdtIHXCvUP3sdWGiF5jFlSH1T3pg/JEuAeNDxGsHaMtCmS/++8hf/iDxnb04QHyr/4vUHc/xCU+naBAwJJUoF5pq5Wr3ugnbYMSlbHKrzzYIyyOgSyOnR945MbOxfGuGge6x5mVzymMV61jWFuHmU4g338Hen8XLI47yWMAzXPoeQ6p+x+DbW4BlrUWHr2PtauA8b7ncUzPyxUWGssf/BHK999Z+Lv8/utQdz/q/I3JMzqnsqi8e/3zKV6NtDU1iyNWWyB+nnBJ2r4AsC5xvI7ClaFS2S0PXqE+5duTPXUlXx+CPQIYLEix5ifT0mhkunQe/1WKu7K6yyYMjDEI8JDg3qfK88STJ5k9CapgOs/3NDjrbxVqStvWNqpS7abCbZnqkMqZl09EcivB0b3PFwlerXmh7RHcNe5TzPqS9DpBJl3pO9CttCXPWQr2qqtFU1MgM2XDomBmchhYDFiMsU6R95G2qNkj1Mi5LiirMdc51kSC0irsliNIq7AmBpipxYegchYQCRNBiaudwomIx/57uo1VVfNk3+CUtoyHYD5/br78/iQUVoa2eCm5ip1yRAsxT6i0bd/D0i20CGeR4hXalactc2Olt3lQwR4BYC6Y0XvcAnNTBEV0m3zdK0fg8JYLZKOwX04w4LHbF+9caKh72lKfrSttKx9moLpOWY209V7Jvn9mzpu2CxwcuSEPZuP6Oy3IUV+qh1BGzrtcwdBzpvYZjQ8Kc1Mg4XGwzzktpNGNMM1LPD086bP6Ei8OrCxhZdn0nitLQGtSJwE0MXaTXe+7GX6/otKW+cl2LZiMcQ4znVYT+NQpdbxSsEdpa1XLHqFrjGNOARgsCRA8eG2RN1WBSsIaQwtyJ5G2hbOTOG0pbS0Z3HYFby3YI7BA2noCPajFtCIvYNe2vV69dXVv7TvWWqBwQTHnaRPgQ8j6gsiKPAQEBTDu/FhbvymbpfsLcEFkywJ7FmBqxMZJiw1nhCcpWEwKOzM+BmCBKIZNp73jrpmMwyKJmVDFozUGevdxY0GjsS9/fX2YmydjPVkfRU1P6bAz12aqamNb5KQIjgQ6Q/vCduj7jPOqDbPUWZZUbVq8+T3I+3ebi0HWovju70M/fvDUSPNLPAfwpF6SkEpzPKr6Z589Qm389GpMq5z4xlcStDMOvdLTkbZWdyht87z63ROMhSHUrwUWx2DJAMW3vwm98whsfcMtinSM2fVnQMe45u2IWBQDgjfUs/6eZ6JWyaEkKekZW8lb1hzuL7S/tRZmPmv659aRZWDDNXom+sUm6Z6ncbxaVYqv3gGqa/mc4ZK0fQHwW0ffxXdmHzT+VhgZSmzr5dISOhCLDMBuOT5x+0SOuJUJa5Hp0iWLs0A8JiyCdpNqgNRafWTRVrSGD/NdSOcx2QVPPHmSmbsXLmU1/uXB7+ON+d0VW6eJu/k+/rvd3z2bQsvoUALeJuC0s24IxAx8EFn/oJCbMpR696E0CtEK/rjPO7zXqO5RaF8ESEOril19tu6/WSfASivD/dantCVC3jTUjpkpHWlbPdjmOgcDEHOBiU6RmW4/VvJ49YrI5RMN5ZSLazyGtBq75RjaGgx7lLZ+cSJmUShj9wFsoaR/BaXtvpzg//H4P+JQTk/8bmWPwEnp7pTJfkwTjAcfVI//cff38F7WLIsrTVX2HzGBK2INB7JSpZ4Fggkap1pEfVUdYN0Cmm2MDbpmM6Pc+OpBbYkQejjXRVAXt20gHpRHGPIkEOb7coKZyTFwoWWhQqGl+K/vc0Fpa3XjnVQ7z+LCeR/T38jaINdUEplrCdEz3gvGUVgVlLUG1O+lJeV6/XeCkVK9NBJlh9I213RPDFgULHlOC/KFVhd2nHmR8NXRm/jq6M1P+jAucRHgVLWNIDJZLNojOFLNqrJBkp5IvrSDyKytUsCd+ok8QIfVxHKZp21Q+DrSVpaLRKA/Zh8u5p711mhSFDriNpyDSw8HFyeWZgaF6iqp2I12qNsjdJBiLXsExpyqNsuCatJ72lopiXwQohlA1UYgbVlVXuz25YPRzDmSZ1YTYWv6iJeiqPpUdaJ0jQypbW2ttDcQih1kipUltdlpPG2dbzGL4hPtEaw+3bPIq/QCSRGRjYd2AT0simBL2Xu/mPEILCKCxxzu07ZmU5j5jEiarIe0DQvLNcW1v+5CLCVtbY0YN1lW+R87a5EG/DY9OAekU9pmc+eP7N495zOU3/198vPNq3bWjx+ifOv7tO8l/r7PAla/2NZ2FxnWW75EMY2lnuxjgCl6xtXaAgVzVjdwFQhhMauNOKYArkhUStvWApCdz8KY9CRKW+R5T8UHwG/dgd55RPfy2jo92zrtEdw59CzE2SKn+zKKACFg0o4gMv98MaY5huZZpb7tgC1dIFx7Mcto+mzazUmZLKXjsYBxgWvW2SMgTlylyAljdH2Bjj2ZTcUnhUvS9gXA4/IYB2VTMVtX6JFq1SlgaxPhdTHAg+LwxAeKT58P9ghOaSsYQ2ElUl0g9pNoRyqUTpXahQGLUBrZUG614YknbSui1BOX94oDHK3gxduFiUpDuvppQVYNAEBBTHV4P9NGENkJnrZeQbjM9qCwihR7L7g9gidrvc3ERYMv6TYwUB0PuapvoHGdPPFk0R3QVRgFAeEIqKY9AhG3NaWtymEteaXOFX3epW5kYMEuQC2x5/Bl894eAQCOnV1K5JS0bTWsdIFrMROBUK48bZ0/6gmKFGst/tPoh7hfHGKiT/Y/yp29AHdBZNp6pSadG2dNpa21FgdqgrFqbrt0JKHH7fgKfnTtZST87CnEkbM6qNszeHsB7qwiCmfLEEpnGQA3jgLesoaHj+r+wNZapCYPoV31cctYg7nOw/FbWDwqjlAYWSltw7jZobT1wWiMN6wXUl00Ftx8uJ63NAAqhbh041duyt7xXjCO0vnyamsgnMe6V0vXfyfAoUDnWVq18NlEZ1BWI+FRJ4m9CnJLx/Eij6cXBXtqjB05+qQP4xIXANapYqiM2/2trNSdAILq03+fnUJpWwWREWlrrSWSjjOnOiUSkg3XYDN6fwwkapdyyVc++MmlVL2TZUjpCGJHamkNFHkgbgN8OJoj2nrPxVry7jyDQtWXlzPnadtWiNouUswammxrTZNxRu0FpYCyrMiKPnuEoNxy7e62HybVIiKy4bzg1b89KlZbFj32CBR0V77+B8i//hX6blE4VR3rJFhtWVKfPK2nrb/OJyht09/+15COYDxxs8dHmP3//inMdEIkhvVelor8aEVEgUSqOxDIGgM7mwBxAiQD8r7UGsYFF7HNTdpuG40QPlYRPd4Tuou0tYBxQYN12w2bzd3CBQ9BT81j1I4wc38QlT0C+fjqcJ3k+29D7+9C3LzduM/Kt96ATedg21dh5p8saZv+239xadHwScH1v3B/G0PrVVwAfYpQb/nh+6dbIAIjT1urJC1q1cCSAVDkQJyEZ1Z7Uc6kc3rO9Ywzq8IUHdYv/jiiiO7hw32w4RoA1r04aHw1HeskOm2R0zmLCIyLhvrVel92ISrVvW8fa2GzDPLN72H+m/+s+/hnU7JJai9GujHdjEedv7NZGgJLzcTZI7iFYBbHjcWcPjSqZWoLxM8TLknbFwBzneO4RWIWlogOwCmpap62fkK+xhOM1RxTvfxlyivnvD8iTbSZK3ulxPKER04t6PbToZLyiJiAdB6NvUFkjnhSjlzgLpRnrFJMVIa8IyRpFXgP3rN4GioXAtWltO0MIjtBHZsZGUq9+1AaiYiJoMZ8UeHJ2naQ10WBV5iymmq9Dv+3tn9oWSPkukiiwpRIuHDKy+oBMtM5ciMbSttjNUfMhbt/SIXe52nrybWT2rIwCpkpHWlbWXDQPnRj8afeDgmPQlAgLVgg3BsnKW3vFwd4ffYBMlN0hmu1kZsyjFkC3JGFlUpfgDXaScGgNIul84VungtjDOticOL+lyFiArrVTn6/ftLfNdawhoWFboyUzbb0Slvygq1vq3DEpifcI8Yx1vMGaeuJ2XZbKFPZI0RMIHOKWQCY66Lm82sDSW5gaz68OiwklUahWGqPwNziAI33AhzS6BDY1iBmGYe2GqVRC0pbwTjGOoW2BgmL3XGd/qWrdMrni2zF8qJgpvOVFmYu8eLDqtIpbWv9wSmhqvAiXvO0raliOG/+rnMHFsRioWaP4FS0Tk0KgMrHM6cGylJH7PZPhQIZpBaDyOgLjiS0te0Ee4SioSjyCkwIsZyMtYZKbFeYiC4gqB95p9KWJq6183AKVJtlFYEe1GKSJsZCBMKzd58MVQBcKItXoXz13JW2Pjl84TOnTm4RK97TFlpDH+xDH+zR972CmvNu0jZPiUw4jTrOB7NFEREUfVYFsynU3Y+CTcFJMJMxzPER1KP7sOmMztEF9UFJIm2imNq9y+Ygz2GL0pVSJzAFhfro0TGgtPPH7SA5632GISj1AlnPOC1a2CrXA3FEgWg+bd4vBmSpu+ere6V5kq0+xl2JutZ0TlqF625nMzou387ut2Y6BpKE2j89ObflacEaAz06bixUXeLZISwaeZJTayCiSoK+8chXBtQ9bSm8zFVsSLlAmrIkQfSjP0GWBPSXhfHdZnOwKOodZ1Y+pyIP5GUX+M3biF77ESIyGToXB8M4zhePk/ZRkPdvJOjeqqvvfRVB7Zlg/YJmFMEcHSD/g69D7+10kqJmOqWFsFYbWLfQZSbjhfHSWlvZT0QRzOgoHIv1QWRad4co1rdTf6dgl/YIl/gEYKxBakocqWaZcZ2g8JNmoCIeAWCdDzp/24ZuedqSDQAnBa8jlhImGuFAdXK4jYgJKEd0+ECbNnziuPeC9CTokZwhN2Vn6fYqIMJWLZBRq6Ae3qNbg8pCEFlPansdhSmJ6F6iFiucPYI9QbX7vEM7yvai2kB4kkow3kkU1Y+5GUTmfVRtWDipIzcSMRMLBNREp1BWNxSQR2qKmEWIWRQUjrzLHgE8EFLL2pKDYeqUi5HTySqrIRhzCtJF0tbbOUTumH04m7VVeNayPm+txdfGb2FuSM25yn2YtaoG/H6VGzso6KpqJ7JOUAukXNpjJ/EkEIyUoUWLtK2PaXUv3ToKF6SlbLMqod6WIYgMOpCnHmQbYQLBGrMIpaEagDaB2r4m5GnrzsH1F6/inZsi+PxasDCu1314fWWB77eFkZ190beRsRZznUODjrcw0oXamU57hMIFl/EaueCfCcpqDPiiPYKyGm/M74YXvlQXeDt9uHA83lu3b9z9ON/DkbycZJ0HZjrHRGWX5aGXcASthsnSMGmkJGwW3kkZqyttVUUUiYiUhMvgrZV8Sr1X2novQuNCOYUICh2bpY39L27ThtCjtsdu42tSVhN9S4EnwR4hb054rQ+oWkYCKh2Urae3RzDkZRtCo1rPY9ny5uVEuNFx2kBgwiltrapI274wrqDW4jWyHI400Zom1efpLeqT0cuObTofS9ajtIUxMOPjmi+im8jXAq8a5+YJi1OU0gZy3l/nnnbTO49gxqOT+7bfbpHBjEdQjx7CTKekhPOWHEoBUVxT2naQttmc7rk4BhsMgLIk1e7RIRE8XHQrdD1p5VFX2jI4f0jvBeru5SiGGY+q8/eK9xBe5hSJJ5C2XuVt86zyXXb3pJnPAMYrpa+7RjbP6Hcigk3nn9zzR5G9yPOYUv9CwAcCCvIat0qSNQgX/cSpVpWtDmOAcqQtZ87Wprvigg2GjedI/Zpba8mmQ0S948zKKPrtEQAn+BgMq313EZPaL7awRY9v0CKkVZqOVwjYMq+2E6xw3EKN0W5Bk4OJCPr4EOrhPfLF7bJacUrbhQoEJQFtaPxpf+YW4pgQtNh0SEH2RMpTEFmw81kCK2Wt4pFUxqfyKr8AuCRtn3MUlsiLicoaE/O5yQNB4YkOr4T16qXYKfZO8pU0LU9bH7jFwTE3BUqjEDNS2nr1mA8Q60JFCJWdRBZQEU8+Sd2ToEdqisLKE9XBfQhKW3s2pW0IlWqpCZXzgaz8gitVch+ItF6u+CqNhGAi+L2+qKD+aUP/umjw1gg+KKmN+t/q9gnSEU8crNOSozBywVoEAMYqDX6mALXPVGdIeOTuW+1KzfuUtvrERQPOOKY6c9sRSJjAzOSIWeQWVkyDDKV2MABYKGMvXKm5adyn/arwmcnxQbaDm/E2ADRI6T7kulKqeFKvskdgrvxe1RaMiLBtk3KpKXrVoGdFBKcMrV3b+nVkrX/X4e0aKOix+n7dHxhA8C72YWQe9YA2AEhYhNKR6nUwsAXyvh5QFzl1q992avKW0taGSoKyrbS1BrnznxU94z0HhcfNne+wYDyETPrxPbSnWwzwHrh1IpiDh30OOu6Zx+UxvjL6AQ7dIuT7+Q7+4/EfLdyvuZEw6F/Q+N3RG3gzvdf52SVWh7EGqS7oOX8BF+Iu8WxhpXTqURUmzAuEpJskA3Al2c42RoiTlbaeNKorbZ36k3lPWwtSWrljoNLpJe8bnMGkRDJbVSORm2fmPG2dYpgzQJZu4iubHr7ejkEs97QlYks7e4Qzeto6pdjCpF3WS93hlLamETbjw9ysIlUj4z0EsEfYh2t375noldTxyTYBp4FVXmnbQbJ6b8OWGi2ck1Yw0wmRecbAFqXzq+SdqmZzAmlrZQn5/jtNYjAQky6gqyelXD1+ADOfVgSy36a1kO+9vUCg2iyDLQuoj96DnU5ITRc2psDiqFLAdZG26ZyIizghxbksId95E+rhPSAZ0H3m7SAaB1rv+5U9QkXWk8VGwx4hjh1BUxIxwqiNoU34t1cyNo6x3V8d0Wvnzs9W60B6mdmUlMZckI+0J22KnAL1PGl+2oWPc4KV0gXmXZznn9Ua8t0fPndk1VlgZUl9lQuy3inL4NOKvkUkp5Kn8ZPXxnZOY4jWS5WuAfV73t1TLIponDljf7TeY73HHqETXYuD4RnBu328i9wttLgFkZolidWqUiFbG2yPwBkQx9CH+7QgJCtfbe2qAwDnR1uWC2OtX9yxsiTv6vpnZVGFZCYDCiwrivB8WdUeofFO4RcYnzO17SVp+5yjdD6BpVWB4AGaJa7eW1E5b8Lgn+gervtysrjhGvwE3yu/vPpVMI5MU8lrwqNGyalaorTljMOCksf7FLmcsaDg8wSxhcWRmqEwErMzkralVc5f8fRltbrmA9kmpYgcq17aTrJHMO6aGfSH6ZCXpKnsEV5gD0bjSuyJnL54g6hypHLkgqcWP9fOIahJztIiCW9YFtRBSmoi5f3vjDWY6RwcHDNNL95zXaAwCokjVJeStqhU3qrVL9vf86X3EeOIeUQeqYG07bZHYGiWsXtjC4ZqsaKPeE91gdJqJC4oq00Kd2Fm8nCeZI9AbaWcL5NwpGCwZnHeq21leqrPn7QVgdyu2RaYprK2q5IA8Is2TS9s677Paos/3nZFt8aKKqDNkbY8Qmbq1gYV6uOQXxipPG2rc/BBk36bpJzWwXu7qClt/ULSXBcuaK1Pacvc93Ii9p2tjrT1cBMCd8rewkhn/7GowlXWIOExWYo02kMi1WV4Nsx1jlSXDb9hAC4ArekhXW+bQzk7UyXGJZrw9h3S+WZf4tMNK0ua5ykdJswLkyzOAaNqJKkbU6KIVILLFHPW+RWimlDWt2vLkshDLgLxY6eTxcCqOqIIZjoJgWWdQWTWEilknUqVUQmtcWXgDU9Nr/ziYjkZ60g/rzA6DbynbVBjtYQRDV8/IASumQ5VFKmf6krbE0jbmm+s35c1OgRynZfiMZC1ZVdwmC+J7lFF5xnZBHjfVx94x3lQcDbg+2rP5F49eoD8m19rqMoCsSEcmdhB+FproT7+gNq+Rdrq+x8j+8p/gHpwt/mbIqc+NTqGyVNSwvnPlGz+u0Mxa9I59QchwDgHiyLk3/wa1N0Pwbe2awsabUKlpTL3pLxrE+aU2dZ7SgNgcQIjXdK7vx6e3PX/7goi67BHgDEw2RxWk4Lal7bb2TSUnBNpI10pNZG2tDiizlflfRooSeTVBfLOpPL1/wRzfPRJH8pTB3lRu74mItg8rywKiu7xqDF+MlbZfngF+fZ2zQahd8+NZ5stcjoWbz0jz/g+pBTdA23rl2VH0jX2uKqTrkUTOt6iqkARUdN6oD7WG+OIU3r2sfVNQCqIOy+T3YEbE+XbP0D2lf9Ic4/RMY29rloi7FNKqpZpLXQCtLhrtWu/JKEF13RWWf24Z3rn+N3YTm0cY7Wx6DnCJWn7nCN3id6lVZjXLANmOg8lroxVRIexTWXTgMV4WPQP3jTBN8FjkYg1Co/xZLCGcareiphSS5S2AFxpdOnUVB2krSOemqn0FsdyjsIozHV+phdAadQTeNpW6rQ2IVRXrgEVIa56iFbllM96SZmucmE50QqhZs87fLDRaWwgnmXJk1faCiY6yR7pwqZEjZwNyna36NBF9pbOC5QBgYDKXWn4Go8x9aStyVFahYQJcBcKWN13TXB3v3tit6+VaGHEQFvyxk1YhJkLtopQqeEb5+nO3RNopVXQTiFdDys0PdfGhw/GzkN3FaXtVOcViciIFJZWo3BjB5XfV/cRqXDNwj2e2+7gticBd8dT31e2wn4E40hNAY2mrYr1C1W1scTAIHLRZG2lrbbGWVuQPcJUZUhYjDbqimvt7rO60lZZjcLKQLL5fuU9nBeVtrRgYGAwN3nvAgK1EQ/evL7NCqcSbo/83gc4NQU9Z1rWCcb9H3dHXx87Cxdu6fcz1zkyUy4QsIWhNOeucbe05PF81kXBS1TINNl3yJbNyyU+nbB5ASQJkUIh3KtsrikyRrYIgSR1E2UREZG0TJ3qA7D8ZLNN2hYFWEw+l3AKVj0+Jg/QHrA4gZ2Mq/CVTiKQwciyUhm6MDXryNq6p2ZQ63K+3B7BaGdzoE7vadsOhGorGeu+fqgRbl3KTKVW8rStvE3peRjsEaQjTeLk9GFey+A9TbvaxofT9KjR7HRKCjwpYdMZrDY1T9sWWWktbJFRW/aU3tosc6qvGmHglZW+bTt+a44OoQ8PwLev0HH48DatkX/7G1A7jxZCwUyagg0GdK2cstbvx5ZFpby1aIQHhWN1avWwYPuZzyH6/BcRvfYj4Jtb1YLGgt+kri2u1mwyakrbhhcoQMciJcxkVC1UuEDABqnevg9CqB0h2CPMZ1TKPRjAOosVm86BKKrsEWRJKnenhvT3+idF2pLSVp46TPBpgu7p8pMjsp8lags4LIronL09grPrWUBDacvov71dAoDoM5+je2UZrG2M77bInU1M1DnOrAqy9al59J74A3TbH2hdew519M1a3+hU2oKBOfsdK4vQPnx9HdFrXySbFln5apvZFHpvh8a8owOwJGnYmQCowhulXLRVcEpbFkVgcRyI3dDG/hhPus/8YhoQrm3fYtxFxSVp+5yjcL6w0qjGRJPChSqlrbVELBg0CYF1kWBXjnrLF4lEcBVn7t+6prTVjmRrE0/S9Cttq2Nc9C308BN9r0LjTnFGKeXMkTanfxB6ssCTH2/N7+PfHnxnpd8qoxrEdR197dentC2dn2Pbp7K5TRXUnS+6PQIRtqS0XcUe4V6+j3+y+7tL/YDPE560IjJzcZ+5URCBWKtCwMj/mQXyqw66J9UCAZU525A1kWDurAFmOoc0CjGvlBTLlbY2eJH23YW+3NyruQc8RqoLJCwKizRdSlug7j2qnEq68r02S1ThWU0dGjERSOllmOm8oR5lYFBGu7GDkwq15m9aGrq3cltb6XYK0vP2tPXHU2+nXMvaGNvdlwU4Ul0QqW6bylqvWvag9qLjrlcIeCLM/zbhEeamwJC3SQi7oLSt76N+Lf3zxO/Phy76ADq/YKEc0R+UtktIWwH3PVMATpFbKW0XwUCq6HqwI+BUuL7qw51zXWnrSVv/HBypdGGBTtvKn7dr/6kpIK0OCvdLnB1eCS6NQnrG4NBLvDiwRUYkaE35ZvIcjcGOMWcLoJrEThSRcmdZiX1dPcTobTVsnHPyP41iUt9pOgY7nZAfXg9YFJM6sSgqn8M2XJhL5YNIE2Ezn9G+spqns59A+0CbvrYKStuTffo626H22GkTrVaqpoevC+jq8h/0SkHGBZ1fn2JQU9VL3TcWAJFoxhC5aM4QqtYDTzz7gKrGZ8qVRPeo0cxsGpReZjatVHWOTGmIAZSEVdqV2feQtnlGno81IsbbB3hCvGuxQe88gk3nRNqWFYmmPnwP6oP3wDwpWd/X3NsB0CIEhOu7LlwvKG0ZFghfoJvIrSMsaLQVa3V/abBKSe1JL8YdudWyR5DkmUttzCqvZFuFDy5cP9+XPIQjvlOntE0S+u88J6uHKK7IZildubYriRcrjBtPEVZK5wt9cZS2cAsxnwbSlpSYqBSjhVPaCuHGo457uhaq6Bf/bL1frwLGGgsftiic0rYibc9kT+HtHlaxZ6A9w3RZs7jFQ9ZlnwNHMvtb0D8v/fkod386e4HK/qS+0MLJKceTtuMREbeP7sOOjsGGa9T+dWLbq6KNoWdu43gKOk4u6BmuFC1AyRL1ar1lzxer3XtFPdzUe/I+R7gkbZ9zFFYGNcvcTVY9KRmUto5IKa0KdgMeCYtQGom0R1nkiVM/UfbKW0+W1JV6AIJHbd3/tQvWWuS6QNlD7nriyThCw9sN5EZiUww7S7dXQW5J/ZM7wndPjvFIHp/4O+tIMO4mA20Cte1xC3jCo3tgllZBO4Kyzx4hqDudNcSLbI+graFnwAr2CMYa/O7oB7iX7wefzKcNT1r1edqWVgbv2hD651SUdK8s2iN4UpXsQioCiogjhSFPyM7DKkxV5lTXPiDKLidtHVFXWrXEpqQiWDkYNvgAX1p7GetiEL7TVsh5YtlbEpRGOrUo7Zf5IJYepW2qC1qIYcyRtstfHK0LsPLn7UE2J5XSVsM2/LSNXQwHq5Of5416+XfRUNpWCto6BOOOmDSNhTRvLVG/ZrJmgVDvQ+3xL2YCX1p7CdeizdbRNT1ttVsW8fuga0mLer5yQ9SUzf75UlczaxdkRgra3IXidfczr4TOdAHrrldh1dIFF7JcWFTatgMg66r33EhkpggVJ0dqFhTEHv4+NkDnuJvqcmEB9BJng/dcVpf2CJeAmwgmA6d8c/3BlzF7+CAyXzrpx1Eh6G/LiIaa0rZtj8C4gC1KUvhwUuWYycSpE5P+bdaJp76Se+aIKFNT+TolEBsMiRhwk0ki/ipv1V64gBTGeVCVZr//eyjffav/N74ZTEU6+G01t90qdWcc1jivxBYxQT7EjiQwK9ojmEqJScpiVCW256Q4tGVB5IsLS2sf8zI1mplNiYRUijxXvRKPCyIT60SCV+NFEamGu44lS4lUqJ+b3wYXC+RE+Mqj+9R3opgWMnKqHiy+800AFnDejY1jn04oSGlzC2Z8HJS1LIqoj/l7KYpoQaJ+nNZCHx4sDTEigqbDkqNOdtR9IOuetm2Ft1PImum4amN/rzSIllafWLBHoGMyztOWxQkR5UVG91MUOWJX031XlsH/MowbJ5RNAxRqNv+3/6LTVuLMcKrf81qsOA+Q8rf8xIjsZ4pa32IR2SMgiivFd5efq/c+B6pgxRYpeSKEaHh4m/mUxgQhgnK8dwFsCSh4q9/6ZQFcdFsGeFsBxjo9b02aVr7nImrY9ITnVvC0dVUmHcfk7yUzHcOmc5TvvQ1TFmDDNWr/+r5rqmivop3/238Jvb/rAghd+3mLyqC0dReLYbmC2ehg41A//ktP20s8UxTOU1IwHkjbwk28g9LWka0+6b1OCPhQo77yxboqK6hMbVP9WpFHNkzuiYTrH+QE45i5km++hHjyhAZzZGlhJTb4oLN0exXkTknmfQ7nugjttgxVYBCd0wJp20M09pK2pmqnfqUtfSdi/FS2Ac8jSEG3mg3E2+lDvJXeP7PNxVng7SwEE53heZ5A5Iw31Ij1e6VtjyCdT6hwfcp/TmXFGms8Cf18rJsKCeGC+jqtRRgLfsiy5/4CKgsSvyDDGMN2tBY+t1j0nFVeVevK2AunBge8PQLdt12LGACRwFVZvjjx3itcYFWbtJU+qIqxoOQMKn+3IJLXS+ddYJpgq65Qnw4TVV2f3MhA2vZZeESMO9VxvT19NUNtwg3UfK3RskdYHP+2xNrCuGthG33W+DHd79PZWhRGhnaqV2l44k27hQCvVoVTVs9NsdweAeRTS/c4/Vsa5ca97vaZmy6lLV9YuKrfU6VVyI2kED9rMVJzZ5PR9Jg2zoqla9z1SvDZGe13LlEhN+R3z1xfv8SnGzYvqNSSoaa0zZrkWii5lI2JIIsi50O75HnhSSPAeRHWSNvBANHnXgPb2HShWoAZHdF+lilt44RKvGeT/ok7d/vy6kHvl1jkVMpeV/p5lRLjRDD1jDGkNKYgGE/46LsfhtTspWhPQheUtrJ5Hr6E3yuZ6t91Hqon2SMYpfyDC4CFNe68vMJ0iU3AWWBLSWSnMYvk91JPW6eAY0Dwkq37rRrTTH0vXal9FBPZ3QGTpeTXWyfm6rYB2nT6F+v9XbDBgIhXpZzXbkZBPltXgDiCGY+qY7GWLAKiCPzqdYjPfi6QtvzaDYjPfaF6pg+G0Ad7jeulHz+EfP9t8CvX+huWVyF9dSyE8LXsEVhHEFkgZSd+wUME1Wx4beV8sW16PG2DzUgUkXo9y1y4U+yO21QLJN4ewfWBVVSlZjKGPjyAmY5P/O6qCKT/JxSE1glHwH06lLa1UODtK4g+/wVnUeDL6Tuui1Pa0o9Y1a9XJUoBgPPKd1krlH/0HYCzYMNC3q1nIG299cuqSlvOOs8x2CMw1m2fMJ8F1b4PoQxjgnakNnNK1bIKamtuxI2NsoRNU7C1dei9HcCRtgtjrV/g4zzYKah7H0LtPKJ9WzQ85W2WLpLuy6pXlELd5iIEcF4qbS/xLOFDbyxsUK3locSVbmyaNHfbI/hQo1R3P1RM0IixsB/jlHJeQeW9NS0cYeImxcvsEbzKTvV52joD8HYoT2EkNnqUtu9nOyeWy3slWe7Od6JTFKb/5Tm0QwgMonGlbXvQRzTWv5fqAnfzfQCVPYKBcYFK3b8ldeeLb4/gQ97ID7X/PKVR+Mr4TRS+BP4pkLbWWryTPmyQOnWlbZflRW4kOCOjA78g4H/jFx3avyPi3oZgPk9AkZ8nqeB9Pz+Ss4X7VlndIPc8uLtPyTalX/HuLUj6wGCRLnjaqup9BghBZKj9DbC999NcF2GPUS3IsA9erbdI2uqm0tYR1AD1EVLaVsfuLRPO29MWoOt0pCpFTGEqewTGWKfqWDDyOPbEvh8r/RhbR3X+Le/cFUvO29YcPuCx3StySwGN9fZmQFhY8qpgZXUIgQPIO9Yryjv37/qodouLwt1DuS57ep9FqnPo1rOKfmca7dNQHru+dKxmzsu2hK5Z4QA1pa21neOut0fwNjqfRryXPT7Tgmgbfmwmu4sLNGm9xCcCSr2mNyhPGNgsa0xAWSi5LJoTQRE1vXC74MgeVlfaslo47PaV6nnJADM+pnC0JaQtKW2lK/G26AwiY7w5sWeMykK1AhsMGwphW7NHCN6eneeiw/mbooA1BmYyXm2i3yZp2+OcUk0CwhMTHWW3JksBa+gaLQsiU5KUWS17BE/SsmUkyVmgykpp25qoW1k2lcbNT6v/ZI6cqJG2C+ovr9qMou4UdgB2OnWWAjV7hLoNRofS1moFMz4m5bkg6wWbpaT8LUuwZECK0hppCyVDeTfjHHzrSnUqUQS+UVXYsOEaJay7gDNrDPJvfwM2S8G2tjvPA0BY0FhQpuomaetLqgNZDwTCvkHuOuImLHh4ogfVbxZsJ9r91fVPH+jHREQK8JlTL0ZRQ7VL5drNBYiVVKWyBMriXBWonmRbRen7rPBp8rT19ggA3D1DfZ85ZXbXIlLDLqA+np1Cacu4CNdcvvc21McfQNx5mT7sGmdWRd36YxX0+ef6kM8eewSTzmh8rcMrbb261XvChhDOVvtwTl7d6RxWSvBr12l8kxJsMFiskvBjZhTDjEfQOw+hD/Zhjg5dMFpt24zBzKbOS77689L7zFWvhIVgt0B8GUR2iWcKPzGKmMBI0UOttAqqFlLkybDCyoZ/ov+dsqZXCRPsERohQwYcPCioglIPQGkk8qBq6+9eEePk09kTWOaVtu1QnsIobIgBZOuYU13g3x29jo+LvaXtVZgStkZGTVRG3rInWA/US4oZ2ILask9pWydz304f4t8dve5Usz6CqLtM1//Wt+NJZObzDm0MOLBUpQkAu3KM+/kBPjO43hk2dR54P3+Mf334bXycV31JWQ0LGwjC9rUorVfaMihQXwietoyCyNrKPu+tKVyon7fs8H2zfm/uyREGNa/S7WgN67y7rJPXguumOluqgDQtEqyOiIkFb8/clOC1x0Zp5QLpaNBtFwIAU50GZbEnnpcRRN4XM66dg7UWpZZBRewDEUt3T/oAtvp91R4TzxMJj3Dsx17nC9tcMFtcwEpYhMJKHKopbI2c5E5VX4e3dRDgDRJ9orOV7B44GMqaRQApbdE6JovSSPK0rR2PX2zw45VxY5e0la2N9+Zd1rbM9TXh1OgaBjOTdy4oCPds8PdO9XeyGKmfc33RZm5yWFBY5dwUkB0LO558tjCd426mixBklz0jFf9FgjQK//rgW/j6+O0n3pZ/PltHwl/i0wtrDE2o3GTTEyO2WLRHgFfv1BO7vdpnCaFiaz6ZYbK9ZC3eTMaujDrq/Q6RtJZKzXvUm8wpduDfrTmN4VbrmtLW9f9AYjZtBBbORVMJOQQHioxK5/N8JfLHuvLzgNqk3Bqn8GJt0tYuKrg4D4FP4GJ5KamUAONVAFywR3BjqHBBVeemtC2JSDWLijUiYvoIFlYRMDWlbVDAed9Dvy3nj8uchUEXzHyyWALvvhuUni1isiJnExeiRfYUZjala5wkwU/Z79fmLoF+SXBeOMvhEDbLYEZHdDh3P4R674fgt+70kNnNJmr68zoVdlCoAdYHrXmyPnzQnF/6gKBgG8I5WVd4dIW/eSWf36pbhAl9XwhYoyngDK1yZ1m6UurmAsQqBKVV6vwVqJL8Pi+SPQKU/NSQtpCy+xnAhVPAd4xHdRLPv4/3Ldj1gXNaACgLFN/6OiwXtIDnP9O61yN7Gazy1i+rHUudPG5upwrE7CKPyR+7VXURSNvK4ocC12S30jaKYKZTslpQEnxza+EebiptabssjmEnY8h7H8NmKalz2/ePI3ZR5JV3ucVyewQfJhrsW7rtEfTeznLrok8Yl6Ttc47CSlhYJCzCsVN7tcNkPDnj7RHqE2VPtvZ5zln34stQrVw3lbaVYouDyiAnKkNhVYNkasOXRnu1XBueeGrbOXjlKdCcsM96ksLb51I4D92ZofLXiU6Dt+gy1AODOGOQaJe6d5NfdTI3NQWmOnOkh4J2wVZtr9Nqm9X1YmBQL7CnLZX6n2wD4ZWXQx7DwJwpjG4ZlNX4yuhNPCgOGyXvvhzcE4RtdWjhlLa8Ruh7oteTudLqBiHny/i9WjRzajSvoPSk5lwXOFbzRsDU1WgDX1y703kO/hjnOseBnJxI7vahKyisMPXgQApSqxO0wfe6Z7tjlSF2E3ev8l92z3YpbRkjWwbvh+2tGkIQmVWOxFWhvWlMfFpKW4HUjWWk3K/GPs7I17o9xm2IAWY6x918P/h2AzTOttXP/vwF441xetrh9dsFzljDIsCgCo7zsJaUqlS5UY31ZI/gw7vI/9j7xAr3ndIqeJ/iZfDtL0Dq45nOO9W5ArymUm/aI5RGQYDOWTCOrNYec10gZgKpKXAsZyidEr3taavdSN017qamdNYiZ7Pfed5RWoWZLvCNyTs4lNMn2lZuSEkdMYHJZbDbpxtuYucVmybPqpT6lj2C9T55HSTpiZ627X8veb55cvNEEgvkJdofRMYbZeFBeavqSltHUgcbAVci20eCal8q6oLMsjm1ySqKvToRbNEkIbQm5SxvzgEAtmiPwAWFvRhfGtyvSrJtpa1vd3++vnz9DETFwr4cscqECzdrb3PZPrz1hvO1NN7TlnlPW0t+t/7rdaWtVmgvqJJlwXxBRWy1qvU9tkAOeXKWDQbhKzbLSD1qLN0ntZR0wBEpSi0q4DpAdg4aekR5HeVbb5DarabGXYp6P6svSADw1h4AnDemvycWw5qYU6oHeBsF/3l9W34rqlae3oZF8Kk1k0UbAwoiK9FQRlqs5FNrZUk2F+dIZgal7QUiba1WgNILIXcvImwfaRuCyHrsETzCeHZKT1suYIsCxVtvQD28D3H7pWqT3tO2xyN7Geh4T0Egd9mPAFQF4hdDdHNeat3zitUXM+vqeylDRYlfYLV28VnN4pgWp1L37IpisOGaszPxdjl1T1tS8LI4hsnm0A/vkXf3wd5CMBmLY5jJCLYoq/0KDlv0v2daRc8+1Bd5Ws9gk2dI//2/gbr3ce92PmlckrbPOQrns5TwCGOVwjhlUT1MxpdLF25y3fWS2pfurDsm+MaREF5FFkIGGaWCe8uBAet/ufCEjewJSgqetgveuN6soenpODc5Ml0sVV4akOduwiOkugieqMbaXl/Z0A41Apk5IqMOaRbPw6JJQM51gcyUyIxEaUi5xhjr3XfwRHVBVS+0PYILs/PXvA+5KYMdh7fLOE/8YH4P72aPYaxtEA3Kakdm0THWCXRrLaRVpJhlRMJ78tlfP+//XP+dV/35knGvTJvpnOZrjDyk9+QYuZFI2MkKC6Aqyd+VY6SmxBofdH6PY1G5WAcpbZvjAimKnXoEpFyvX6+gxu+ROE11GohGT0ov87vMTAnZ8qL1bSVr1ireqgGolLbKmtDeT9MeIeaRI7tyt2BVjX3eE7Y95vrjuFfsN5W2WLRT8J62dWIfQGdAWxfq4XhA3dO2eTxzUwa1twdzv5WG/Je9gls6wtzCLuNFGiCfcxdgaQ3muuhR2oqGSr1+jIWVob8KMGQ1n8HUFFjjA0ijsCtHwQu5bNsjWDfuosMewbXpp5W0lU5R/ag8wtcnT6a2TU0JBouYCYzV8tTyS7zYqBLdORAJIgy6/Pm8eickUp+CtNVNhVSDSO1C3QN36cFTSBGRyB3b80pbD6eitbpSRQZ7BFkGctMuU656r1AhiOB2JaZLlUTht/X3J9u0R9DaqY1az0GGRXsE76fryWrGej1tba3ctu5960kR73l6LuSVV0w5T9u2JyN59i4h670lRhQ1Fwc4IyKnvj3v1yhEt51FWTorj2Z4V9s3uE0sm1DaX73T2TyjvzuwOAZkGQgLW2QV4bwKGEJpsbr30VJbhDYainbdQXZ49a+UzXui3exxDKso4R1w/cCY6ns1z+aAthLcw3nhMheMRErbxlFTO5dlpewF6Nq1At064a0VztMeQV1AT1tHXnm7iRcZtCjYZWnDOq1VAEdqB08F+p61HWPmMnAOKyXK73wTbDBsWvD4sfAsas7TViow1m8BwTmqEM1aNUaRu2dXjb9hgPELj7VnWCBzTcezVkQwWRrGNMY5xEuvQHzm1Wq/jaoGZ2URJ2RJNJtC3LwFk2fQuzvN04pj2DSFnU+rhUa3wNkLrauqCjoguq71vI/RMS2oZRf3ffWStH3OMTc5BDhiJlAYidSQWqqufPKKutLIQLjWYdHvj1gPIiOw4F/oJ9/+Ccw9aesmaH0eh0BF2LTDZsJemC/drsp46wE5QLfSdhmJ50t8ExYFAlU6RddJSluvTvOq17Y9Ql8olKqpuaY6RWkUckc40fI6UPYEHEhH7HLXAn0WDC8CSuhgA7Hc47SsqStxrqStsQa/N/4hBBgGPMKRrF70PPkeyNe63y0MdDuczykS/fXz6tfG72qfC/BAEo1UirjmKbpXjlEY2VDaLgMFNlnsliPkS37HGUNpdW9Ze8QEMl00jrkwlcIyYhxTnUPX1PbB97p2DX/z4Fv4ON8LquE4kLa805u6DiIpmypOAYbMhRz5sYNsRmg70pCC2cAEj+vCytDW542ERSiNwtzkGOs0kKwAjYFdSluA1LbHct5YFOMu0LGOYI9QU5Zqa5DpcjV7BEd2ehi4qoHaMXlLgrJ1LRhjjUoE34eVU8YLFw62zL+cYMNii1/sU26hpg3vXduuCvHks29bWiSsk9gF1kWC0irslCNa+ABrLEjSmErb7Rp3RyrFkMcn9svnEX8weRd/MHl36Xf84sb1aBPfnX6A3XJ05v3NdIaICcROsX8Z7PbphVecgXPypJzPSEXYJgq9T54nCxuEkD1BaVsnbRH21wkhnDp0hSlQHLlAoZ6JO29a2jCvtK3tPxBBRRH8U2nSupy0hRBAnhNxp+Rq3pgNYrHpWUjJ6D3ltVqT16P/pT/GMNFlS+wRykq5ZSsSwBZFdQ0ZPxd7BKsopM172tq2Yq1PXUe/BpQEi2NSfClVI21dyXS9ZDfYPvBOOwubp049bZvnJmsKMNgFVZ2d0btlfTHXpHOY46Oq3NeRF55AsFnW6Tvci2QAvfsIevcRzGwCvrm12u+AEKIEuD7TKiv2hJNvn4DWa4AP8gsXhDubjNq/F/qEkosEEBzRJCK6d7WGmc2a37Nw9git7UURTHoyaUsq3fNV2kKWsD4g7YLAl7N/KpS2wUe9Ceb9lbtU+brWP4Pdi+1esOuB98zVe4/Bb7UqIn044VnsEdohkieBC7JpaL97OXuEys6mJkIqcvq8rrTlAvD9pW6Fw7yauUtpGwFK0pjWQrA7qreBpqoMWqxyC7obW7SYlc2b416cwCoJk84DCesXOPtA1Q8tCyXTXDg1oyOY2YQ86S8oLknb5xxzXSBinIgDqzDXOXIXTubhE90LoxqqLo+IcYxNdyetB5ERqPS5UtpWpgACDLkpMVpBVROzeglsl9LWqS5rn392cAOvJNfdUdjGZHyuC6Qn2CNo5xE74BFyUwZPXeNUecvQtkdQLZVWaeVCeTAHa6Sbj1UWFFwyKDep1LsLIaGdedL2xZ30KqNDL1hmA1G/vhb2XImVwiqM1BzbYg1DHmNPjqrjc6SVJyXrxLJ0YVw+iCyENTmlLXMPR2tbv3MWGbyltJ3qirQFLI7VDNKq2t+WgzsP60M5bZS6L3zPWXOInu0OeYzcyODXCjilrXtJX+cD3M33UVoZxgBqn6rEX1qNd7NHuJvvI9XU72OnQhUgb9NlisYH5SHaMwHuPU9rYwNDReCXhiZRvswdQFCGrlIKe1rELEJptVPa0thXD09UC9UChCtiHWOduoUr+vx2fAWvDW83vmfdOUdMIHehid7rd1WlbX0c6vK0jRhHanIKB6sTEO74vX2Jr0oo3HjnPZ5Pgq8U8Kpyb7XQ52nbVeHBGMOXhi/hekwlnpxx5Jb6jnLhYUOeQFqNQ0lewRHjmNcsFIKPNHjnuDvRKQY8ggFeOKXt/eIAb6UPln7Hq9RvRFuY6RwHT2CRMK2Rtv6Zd4lPKZyikQlBCsd07sK6WiX5nvDsSqQWgkrRe0Djlht3mQt76RvvRUQl08tCyPwhxQkdf1+JrD9mP1Z5v9qa2s+TrRSSVVOk9pCgQR3LBSksU5fCXZw8JjWUtbxVmq9Ub7ss2iN4VaQnLJZ48HoC3KmvYGx13vXE73OwRwjn4IPI2irWIu+/7oyRIjZOqB+q2kQ+lOxKFG//gFLLXTky+R8u2lmYPKf9C9EkOltkZvu8dT1gDCDV8GwKfXQIllBlVCA20rQ6L/S/zy2c6nAN+vAA8v7HgJRhuydCiKbSTOsFv+jg76vk8uOJOuwRVK2f1bflYFuhZ/XjYEIEn1yrZKcasK3cZUI0CEprLbJvfJWC4Or7lSVQlnRNzwmmoHHDKtVvhfKs4e4fm6Uv/EKqLXqUtv7zTk/bylM5hFX1WeP0gQu6lze3m5UkQDXOnCKILP/W16vx6DTXzBPE7XHb32Md45otCrJPiGrHLQRM7haPGgtSWLQjCb8hH3B92JMzxFhjMcuULlQsimGmE1Io+/20vOc9sWvrC7NCAMuUtv654b8fFM/VuevjI7J0OMcx4LxxSdo+55jpHIIJJJzUXjOdN0JngKpkOYQGtW6uaEn5oi+l5TUSIqg/nRo2eOcyjsIoHMrpiQowr7S1ttsL0R8zanYOG2IQvCIjJjAz1Y21stLWktJWg1LGpfP5lWb5AOoJ5GCP0BoEvb9mHZxxlDVyd+pUeLmRgUSpk3WLx2tqVHl/uNOLAOWUyj6wqA9tIuU8lbayVkI/4DGO1TyQfv7/c2c9UCeqgg0CWOPzui+nX4Soq6XrSmrBOIVlOfIv5vSAovmPWzY5JeFYGrXUDoAzIvP67tU1niA1RcPbsjAyEG3bYh0jNceD4jB83ian5zrHTOfYKY+RmcKRtiJ8l7mFni4oq/Fu+gibojnZ8ApL0xo75m4RJ7cSERfQNduT8/Y+roO7RZW5znGkZo1RgDxtF8cGgNo3d8GI/vOER9gUw/CdepWD93otrer0+u2DDxPzqKoGKggmkOoSc1M2+gwDHb+/P/2ChCfBfajYiW0EsoHxoXs+1KxTaYuKCG73+e1ovVLagiPX0nmVk2ex71v+eEXL4sNXVvCWShegydxUZYhYBAa8cEFkc11gpzxeSp56H/XIVT1M9NnLxGa6QMQEIhZBWt3rm3+JFx82TLCEK5vMUP7wDdh0DjasxjvGvT1Cgba9ARsMoR7d7yc/GgEyoIlqz7ONCQGbZ82y1T5EUQi36nwGe5K2Oomm6tciKHf8hJd1lKU2ULNHsFrDTMZ0DKvYC7SVYvUSVK0dCdtTft62RzC6YVPRZ4/glVskvaoFkRUtz+LzUNpqr451oXZtIjjvVtcBCKQtKW2joOr0KmFYA/nhe5DvvAX53g8rZbMvpW31PZtnsNJ5F9fUWdb7Ptb/XYMZHRJx7A8rimAmIyr5T5oZBDbznranG4vZcAibZ1DvvbOwzaUQUVOF2e4zrAovaqjVO7ikBU9bxmF1zVLBlZE3yEOtu1WNWgFCVPegUqSW9uCkSl+wIoiiBkFpixzyvbeh91tkkh+jzlOBmmcIpfgXJNzIOnW5LcszqT2fJ9iyWO7/2jEemXr/qSttTzH/Yusb4NtXwK/f7PiQxplVx0Izn6H47h9Avvf2qcdPb0sD1Rq3XDhgdX5Npa1tKW1p4cM/w2SzTdt2JP43cURq2Om019KlMXaXBSA4GOfgN2+D37jlT4LG7PqzKYpr1jbeHoGTJ3UPqU0VAzXyvePczd4ubFmSHdIFxSVp+5wjM2VIFtewmOt8gcjy5EjREUQGgMoXFd2QqS7wg/k9vDG/i0fFUadnYV2xVk8N956De3K8NISMvisgrelVW1UDQPdAGTGOmapeksYqhba6QeS2oayBhkXCYyhrMFLzmv/lSZ62OhAdbY9I2nalQPSgUCrlPqfS8LrSFiB1ch/x2A7KeZHtEeq+n23l3t18P/ytTsBEjC+93qdFaVUouR+w2Fl9ZOH4ADSIq8JIPCyOHNFBakryjzZB1e0XPDyZq6zBTnmM1KXUA9TXuSOqpjpDadSChcDJ5edNMDCkpugNIfPnUlrVS/wJ56XsSVvjFZeunw95jMJKjGpKXL/Y4vX3MxfQ9aA4QmoKqA7FcJ9aeqcc4UjNcEWst46b2qo+dvgSbNpeiZgJskdw91BxwqLMeWCmC+y3xj5/rF3XjzGyxShtdxgjUCm7gco2oLQqWLusprTlnUrb+kto5EjMiU4bRKoPUivcAoCvSpCWAukEWOjnyyCYDxHjzjKC7BK6rHEixnuJ7vY2pdVQcD7u8HYLlXd5xJphZfX7uD3uFlaiqPXPrsUEay0+zveeS3/xuSkw1wWOlqhnZW0MBBjG8mwTWLLvoCqg2PnX9/nmX+JTAO/tKDiRZVqh/N53wa5cbU4AfTiIJB/M+kSQbW6T59zhfvc+TGXVRWTlCfYIeUYq2hPAXClm33DE2iSt96ut7yv4kpZ0vj3J1R5BhSU4+XceHzgVaHmyOq6dfl6f6LuJK+sis9v+wj4wp65O6vO0laqmtDWVp22R166vPZ8ycUmVNGG7LULCFHmTKK6DMSIHopgm/jW1mydu1cN7sJMR1McfEiFhUSPeFklbWAPEcUOh2SY26rYW1lqYo0OwOpEaRTDpnMiJuiLWIniPnrZklw2GsEUOMx2fyhrBL2iEQ/B9wAt3GkrbmipW8JafMkKAW7gtufuOL2nu8tRshJs5eO9bTyT5Y6grbQWHKfKG4pnOxymqHRln85xKxlsLIKYsAGNWslJYFbbIaWHIGApCugCgdhSwWp2rf++FRFEstRPp9NjOsuo3YSzvzgLqAxMC4tadTsK4CgBbbU6idx7BjI+hPn6f+uhpEFS9rXFXuwXNjsUoW+SLC3signVK24Z9CWP9PuUiovHB2dF0n1xtQbEWKiZu3AzjIxsOyZO6dh1Z7XnkLX2YtzzqUzB7G5sw9jSfwVaTnQUYa3iLXzRckrbPMaQjjgTzq48WH2Q7SHXHZBMWhZULJacAER6ZKSCNwhvze/inu1/Bb+z8r/ifj153mqzF33gMeYx1pwwTTiU51RkGJ4QmeYWcWTIYMkcBdaGttD1S9KBdNjHUjqBNWARtNY7VPPhvrhREVit1X7RHWCReyDNUueMikoWClyRUSFznvaRVmxh+ke0R6p7AdauKiUrxrw+/hXsFTdRmOgukioA4VyKgNIp8N53StnChegCpYj0B6+0R3kkf4l8e/D5SU0BbGwgpX0Jev351svdfHXwLfzT/uEHG+jLz97MdzE3eUJTPTYFkSahfH7IlIWR+2wmLsLaU2AX2nK9lCIdC9fIeMeEIUW+iwkIpPEDqU2kVpjrFbjlu+L169CltHxSHyE25cHy+rWzNDztylgm0PYnYhVn5vtSuPngaGKs5juSs4SFMVird9ggAcCOmyVTfGLjOk7A9f97ki+2Vtic/wgVjTg1ObWFgqe0a9gjUXmM1b1wfBiJ5c0MEXFDaBiUrdxUBqxGsTaWtgeizR1iBFPUksjTKqdQNIggAzPWBCAIcqa5W3/09x9miwruy7xCwsJ0VEAdqin918Ad4P3t84vFdNKTOx90/K7tQV/8nTGBfTc60L7LvoHs95gLSqKWBg88D/tE/+kd47bXXMBwO8Wf+zJ/Bt771rd7v/pN/8k/Cu4L/37CmKP20gTxtnSpGCAoaGY/Ar91oftGVo9qyXCBJ2doaKQd3HtE2ywJ6fxd6f7fy1fM/cvYIve+W3h4hOvm5Gjz2+hCUtjWfTq9kAqi01Ns6qLIKgOkotw/wSk3ulLbHR2CeZOxT5zo01LCevPafeTuADiVj2x6hCo2qlb66bZs0be7Hl9t6ewT/rtoiTVYKUjsBpLT1aky2QEg0ieIWfL/gbvGgY4Jv93bArt2AOTqA2n1EXcpbFfjzd0osIm0BxptEJ+rek0JQO/jtZylsljXIWe+va8uiSdo6BS4A8sHtI6M7T5U70ncGtrE6aUv2CDUPcqObqnfOA9kSyHraIWxrzsK8b2S9vxkDVlPHtZWAVi8Gt4ILIrRDybbzJq7dv3QNcroOdaJOCLIn8GGAeQZbFIsLCP7zc1TamoIWCKy9OEpbFAUtVtXapA6rNcwzCmKyxoSgvXPftq/Y6BsLrO0kHE2RV/3HL649BVu1Ve0R1OOHsFkKfXgAs/t4NR92D+5sgmr7ssY0lbYtr25P5DcWTAXdf1ap5j2/xOLHj8FWlr02RPU2oCqUxfGNDddoDBMdz2pTe2Z525Q+EtlVDDTGFsaCnZCZTsgjd2MTdna2995ngUvS9jlGaaSbGNFlvBVv4/XZh3hQHC6UnbKar2H7gRg7q4LUkFJMWYNtsYaxSmthYN34kbWXcNMRD15BVRiJAV/hZRhwZeX93bCPDIiZwFwXdHzWYqRmRHAtIfE8cZGwCMoaHKu5C9JZPYiMgdSUqqU4IAViqzwAVWCZLw33Hp5e5SVqvoxtyFrIGxFhF2Ol9mmgTmDWy61Hao6ZzjF1hNxM51V6PONLr/dp4ZW2PthPWhU8Sj0p7+0bNAwyU+JQTnE33w9J997T1qu3q4Ap+t2xmmOvHGG3HDUWCjwB9Y3J2zDWBqKS+nR+onK9C6kLZuqDYBxf3ngV66Kf2F3jCR6Uh7COiG6XtF8Ra5joNBTxM+aDyKjfzp2iODUl7hcH4Tt19F3DD7IdCPCF7wvfxrWqgYiJQNoWjrAzsEFpm/WE/Z0XYiZwvzhEZkoMagQ7d/YCfUraK9E6fnL9s73bfWVwHa8OqMTKe70WRiI3JTRsb4hcHd7SxhOhpkMZK8ChoIOitvlbi8xIRI7MDEFkzp+WfJGXv9RW/snV9ewLoRRMnOgx7o9Zg5THZI+gnb873TMJixA5ladfPPP3HAdH3iLyM1NCGoWYCwh0jy33iwM8LA5xPz848fguEnxlQKqbdidtlFaFSpqER9gvJ2fyvavbd/jr9DzbI/yzf/bP8Mu//Mv4m3/zb+L111/HH//jfxx/7s/9Oezt9fi1Adje3sbjx4/D/+7evfsMj/hiwRMkjDGwJIE5PAC/cXORnGEM1thOGwDGGJgQUPfvwhqD+W/9S0z/6f8T0//P/xvlG683iVNvj9A3wU3Ip5YNVvD5jOP+iSAQCNjGOdRUgSyKYJ16L5TNc3eePRN3KjsXNFE1hkp2BwMiTdvBW+3f6sqTEbwVtqM17bc97npLgwV7BNNQtVpDlmbpv/mfoO5+6P7mSYDKqzeol+r+h5yfT8hT8CYUIPKu1R510qUFFkWVmjiKXds0CUUwDu4CcOzcBeDUzstMJ5j/y/+RFgvynH7uAuOqY6ydt4igjw4CQWFn005y1kpSpdUXElgcwzj/WzObNEjKlRBHdP1WDS+DW9CQMpTOe6K/Sl1nVZvX/GdZkiz2K//9uhUE5xWJ4xY8GqrDDk9b5pW2nqCx1ilta+/FQgBFToFt9dLuKKJ+70nZLCUyr0Xa0rVk5B/dZwNyWhR5tf8LYkVgZQmWJE5pu3g/yre+j/Tf/eYzORb1/jtI//U/P7/2rsNo6iN9Cx2cdSqNbZ41+/rTEkutUHVgrYW6+wH49lXYNKWgrVMs3MAp2Rv3lx/TGetePOxS83pCtCxpbDuFv6+Vsr+ipdYGtiw6F1nZ2jrZjHRYvDQ8bX2QZM+zut8r282LRkeweQa+uQU7nz+dPnkOuBCk7aWC4WzIw0SVbuIrYh1zU7gAkMVLW7QCyjx8+WJmSjwoDjHksQu98WX8/UrbOvzkjEjb1UimviCyk+A9cXMjkVuJzJRYdx6cfZNMBe3sEUhpO1cZwOCIiBWCyIBA3LVJ3tJ0KG3BKtLIlKE0PDMlcl8qDI6ih1BSVqH+Qvmie9pWZE5NaaszTFSGeYO0rawDll3v00JaReq/GrE0cSX3FLzEnf0BkbKZkThSU3yY7VbetcwTis1wO1/mvifHSE2BB8VBw/7C3zv380O8Mrge/l6RtqdX2hosqlpPizUxwLGcO2uDSoXnsRWtO1uCKq7QWhuCyGYmD/fqgVxcvazbGtSR6gIf5bvYjtYXPuNOiemJcgAhpEu6MSFmwqkwq0WTZf6+T4qER0hNsTD28RWVqKsgclYL5GlbgqFfoVsHdwpZT1j66omm0paHhYaoRdp61Sl3noVEkNLvhbNeWLbwBlT2CJ6kZWBkj9CltHWfnYRF5THduzGPiLR19gjaEZZAM1CwaClffB+PWeSU24v98uNsD8dqjrezR89ViEfh2kdBY8cp57tQX0gashgzk59JIZvVgvK8PVNXBdDzgn/wD/4BfvEXfxF/9a/+VfzUT/0Ufv3Xfx3r6+v4jd/4jd7fMMbw0ksvhf/duXOn97svPGRZkTtxgujHfhJ8++ri94KnLdkjLGBjE/reR5A//AHke++AbWzAzmfQk7ELS3LfY4wmYz3jI1/fQPQTX256YvaBi8Wy7zoYa0zwGOcU/OSJMuE8NT1xU1fanhTsJThNNqWkcnfbUerahlZB2cgYa07ItUZX0rcnJxrPE1/KHkphEYK/zHwG60tI3TYZ93YW1hEF2pHUXrUmziXgxSrZsGyot4e11iXGd7/38NsvQXz+i3Q6nDeJfgDic18Ae+Wz5K2MSv0Vyvi1hs0ymOkE6tGDSiUoBHlBet9UpQKxIa7fhHpwD/KdtwAAxpG2dRKCiL2av65HTAFlVmsq2T0laSte/izEq6+d6jcQgsh5byeQpXQd/b3i+lSDrAfAb95G9NqPLG7uc69B3Hm5+vcXf7Ty+mTcqVBrfVTpxftWCCJ4PBnrSNwGie09LeukG0D3n6qsAGyR0/da5I4tciIza1YKT4Kg9IxiIv5OETz1NBGUj0p3kpby7kcw+7vP5P1GPvgY+mD/XNXN1cZVo3x+AW11vENDqe0X5J6K0nYF0nY2hTk8ANvapmOQarlHbwtMuHGr3ve8cp7zyiKg5Wm7UODs7TTylIjR06h9Zb89gqkT1z1WFiyOEf3El8HXN5ofRLFTUruMFCGIqO+7d/sWSL3SdnRM/WUwgFXyfBYYnwI+cdL2UsFwdhRGQqHylGWM4eXkGu4XBwtkjfea7ELEKSjkWM1xICdY40nw0kx1ESydTgJ3akG9IlnkrQn6SoeXwRNBmSmpBNsorPEEhVFQPRN+rzQToczXB9cwtP1j2/CBbMz5k3rSCHCrYR0ejJxxlG4SnOoCyql8qUy1cEnqLPjqtuFL8gkW+oKu/JwHVK3svk52jlWKmc5dmT0RchVpK5Ze79OiNLpBJDEwHDu/Vk/Ke/sDZQ1yTR6RB2oS+jF3SlyvRvTw9gi75QipLnGs5hirtOFXOlYpYiYa5fXeHmF4SqWt7b3bTwe/EHIgp0FpW1dHehsCD0/y+XtjqrKgUA9eqjXUbQ3quFvsY6xSbIu1hc+8Krlu21It4pCKPWKiQVSmrrz/aSFhFARZWtWwsvD+12cZ49oQNQIyN3JlGtj3SW/D0uVp69WtumVfwZ2nV25KcHdn1MPT6rYHJx27tLqhDDa229NWhD51sk+uJ7ELI2lRjXEkLAqWIv68Clt5i8PZnLTH3UwX4f6POhYTpFF4L3uMq9EG9uQIh+rZ+F5Jq/E/7H4N//dHv43/bvd3cbzE3qAPuZHQ0NgUa3hQHPZOyOqkbdsi5rT7qy8AWFhMe8JOLzrKssR3v/td/MIv/EL4G+ccv/ALv4BvfvObvb+bzWb4/Oc/j1dffRV/4S/8Bbz55pvP4nAvJNqlyL2KQU9mliW67n++uQU9m6D41n8CgwXfugIkCex4TJPP8BNX9rhkXOost+z6ni8j7YMrnQ+KLMYcyVVT2kpJQVLGqVZ9WWqfPYJyk3NelXyywYBI1JPKrOvWDG6i70FhLB3lvoHAbJ9XM1ANjoi1ZUGqL7+/unqXMSLipHSl8HWl7el8WXvPz5+DRXMyrhSV1/cQNYzzlocyGt2M1YKu2MYWzGRMZIBfTDAaVpUw8ykpvmdTQEQhMA7Oc5jIaredwQCIBIrvfAO2KIJfYuM4onixXB+0wGFkGRLNV1pkWHa+q0CIYNUAOLsAU1PrMkZ9sEbWL9tX++/1Nq48N+theR2KuEDSVqXQtsgbSlvGnQ1Cli7YI6CmKrVZtz2CLQqweNCrQD01jHYqwzgsYlwE2KKksc8vcDQ+K6Duf0yE4jkQ10uPQyuojz6AzfOn4iFqlaTxrk+Z6vtQ/TfG0MJSva/Xx/bzxAokvj4+gk1TsPUNsI0NmOl4qUfvApwdjG3ZIwQi2o9rtb5p0nTBPieoxbO0qbo/cf9Ozdw1bjHe6GONqoz2Vzue1SyOaaHFj/WeWO5T2nYukLJgDaGPDuhZ4GyIzmOB8Wng9PKtc0ZdwQAAv/7rv47f+q3fwm/8xm/gr//1v975G69g+LSDyrmbyqhNMcTLybVGAjmwfPobuVTy+8UBUlPiZrRF5Yy2CErGipDsN0tY1Ysw7JcJlEtKh5d56UZOwUbqOoXSamyIQSA14o6BjYhVAnNErS+fPTGIDCa0QyiBBwWT+XL4NgHBwKBMpbQFKmWhJ3KoLJmIhzXWlP/nVjYIxJN8d59nNOwRauc5VqTyHKnU+STqhsdnafqv92lRLw0GiIjbl+PwWd3+QLnQu4hxTFQWlLY+hKsdbufJ3gM5gYFBqgvs1hRvMRO4k1zBtWizcUxXxBpeHdw80SO6jZeTa2dSsLeRsAilVThUUwx53KmOfCW5VlVjgsEAQWk7UjPETEA4VXTbw7Rua+ChrMY3xm/DOFV8G16JadD0tKWwvzyU7tcXY1JdrGQlcFbELArl33WlDNkjdCtKTwuvmPVK21VfIzfFELtyjO/NPsJ/de2PhbGsfkzCtZ+CwbDW13x/r9u/5EbCWIuIk4dzaRQG0fJql2vRBqIhb5DXffYO5BuNkzhbxCxCYRVGao7CViT21YhW5BMewRrrgtRogiatDhUTGrox7mamDPe/t9qxNfXZo/IYx2qGV5JreFge435xiJvx9vKDPAdMVYZ3s0duQULhRrSF/+ONP3WqbXjP3y0xxFjNMTM5tjoWROqBdYG0VRleSq6dan9k31EtKG/wAb4z+wB/evtHscmfr8qog4MDaK0XlLJ37tzB22+/3fmbH//xH8dv/MZv4Kd/+qcxHo/x9//+38fP//zP480338RnP9tth1IUBYqa8mkyocoEYwzMM1qwNYbGhlX3px4/AKxF9MqrS7+nJY1XJ23VukWi3u8nA1ipIHcfg7/0Cn0eJ1CTEdit2+E31tksWM7OZUnXOr/crm0Z5xtrOXf75jBSgomInoVCAGUBNZtSu4qYFLDWwCgV2lofHcIcH0J84UtEOHAOwykoxioJtr4OzOfQjgz1KN96A9HnXgthU0YqWMZCOxijoKYTlG/8IYxTJBvefCJZxgBrGudnOSeS0p23BWC0hikKmLKAzlLqm0rSIq17L/Pf02UBY3RVCi8EdJEv9C318H6wWog+/0VEn2n2pfLdtyDuvAJx5Sq1k5SwzF1jAKoswzZNUcBo0+uh2Eawba1fT3cO2NqCvvcR+LUbMG6h2ChJE3qtUd7/mNo8imC4AFQBnefBQguuPwAAu/0S5IN7mP3uvweKYqFvW85h8hxsc6v59ziGnc+Qfus/wSgJDJ7+2Gmd0lbnOZgx0PM5LKuO1zIGrTW0LGGMPR2J1N6XI5VMWaB8/VuIf+LLMFrT31HbJ+cwpYLh7g2Sky+25Ty8JhghyNJBMfKR9jtx39F5BmEM9VspofOs0Rd1kcMm5PWq8xzYcn1qOoF6eA/JT/xnpzo3U7j+H0WUSF/rp2eF2tuBzVLETi0u730MliSIXnpl4bvWWsi3vo/o819sBNEZVVK7MbbQBmrnIfR0AjYYQOfZqZ4Fpz6X/T3o8Yi8ySdj8Nsnczryw/egnad5/OM/BXHjVu93dVkSYdlHMHIOnReN87Ol+7fvP+55BHY+z5GwH/eMWxgL738MCIHolVdhjIE+2KNxjnNgc5vGo+s3Vz4W6yxujJKQh/swR4cQL71C9nVO1W+toXHdP4fmM1j37Kq2I2C0Rv7GH7l73lUiwI2XtvvZbqMYdj4FF2Lhdd5y5p4RtKChlWqMmSeeWxzDFmV4lllnj6DLEty1nZlNETv1v5FqcdwFwjNY7jwGhkPYKIJVEjpLwbe2n+o9UMeq+/hESVuvYPiVX/mV8LfTKBiMMfiTf/JP4u/+3b+LL3/5y8/ikC8UqpLQ5kPzerzZ84tu+PJFCv6RGPI4TPJSp6ryWOZvKxxJsipBETGBTJdLSnxby+Ct33plnS+LHvIYM5WjMHKBtAawQCj70Jl8BUKU0upbpK37PZWNL9o81AOAPKHjFVzkjeuCq4yGNBprrWcLEYWu9OgFJm2NNU7B6ewRatd8X05gYXGkZjX1FnmBRUwgs2Xv9T4t6oQFQKTFfkkqWl8C7hXr2hpMdY6r0QammtSkRDZVQWS6diZeaZuZEttiHYX1asmqjLGLAOKMB8/o0+A82gOoCMiDcoLb8ZVOH9KNhX1VStsjNUfCIiQ8JiVxa9W7bmvgA+bemt/H29lDfCa5ji407BFaStupzoLSn6FSDuZGPnV7hGM1WxiuuBsDOtO6zwDvTX4aL2fBOK6INXx98jZ+evM1IgFaByoYd/1aI6oRqb6/U1vT3wsrnU1GFDxtTxrzIyZwrfVcWl5lcXJaL3eluIdy2tiOYDwEvHky2quMpbvHBSPld33cTWs2ALSgSMppv2ByvzhAYamig4GsEn5m8wtLj/E84BerXkquItMFvj19Hz+z+UV8ZtB9f3TBe/5eizZwIKc4lNNO0lbVLVsYvUCPz6S0rQhwALiTXMX72Q5+f/IufuHqT596e88bfu7nfg4/93M/F/798z//8/jJn/xJ/ON//I/xd/7O3+n8za/+6q/ib/2tv7Xw9/39feTPSPVhjMF4PKZFnRXUNMX3vwcAGETLvWHLeYpyYxtCnEym6Y0rECKG3rzS+X195xXAWog1Gk/05lUwqRHnBUr3G8sB8+oXwLe2wVbY50kwL30W1trO47GDdZi1Ehiuu33HMJ/5PPiVq+QPunkFpigxefMNyMEaWDIAjxLorauYT6aIXVVh+d4PoR8/wmBjGxNwmI1tiCiB3rwKwIJvXIExDOn+AYRyVV5KIvveHyLOc8Sf/TwAINcayrWD3tgGZxEmb/0AxXed7dyVGxBRUyBgbr8Cq1Tj/GzCYdY2gcS4bV1BXJSI9/eQJmuIJzMM9mhinCZrYMM1cHfd5rM5xN4+0sF64+9caqSPHzc8VvPXvw35wXsADJI0xSCu+pI1Gvl3v43oiz+K+AtfAgDIyQSFP7/ta4jzAjPXhiadIx2sgQ2G4Kv0tTuvUPVc7bsGwIxHMGtbwO3PEOElBMz6NrLjEaySyNe3AQMwbWC3rlFJLTiyvT2wZIA0WQc4r7YrYupD775D/779ykJf0i+/GtoqnP9aBJPlwNs/BFgEvnX1VP60Z4EdCphBivneHlWzjceQG9W9aDauAFohu38f2XAdiKKV2rpzXwPArElM3vge1N2PkBgLKRKYdY45j9wCK2Cv3oQRCXiyRiL1my/BtsYHM9wgNS7jzbYHqE8ejRDv7aGYzlBsXUWSFxi6fmONRipi2CvXASmR7u1BuFckee9jqA/ewfDqzVOplk2WUv+PYlhwpMfHiJIney8v3vwBzP4OhkNamM6/9Q3w6zc77dNMWSD/3h8izgrEn3st/D1lEczGNsBjJJMpklpVc3n3YxTRAGywjvnuLqYWKz8LTgv50QcoogGwNcB8/wDx9skLw/mbb0B+8C7AOQbGIvmxn+r9rtp9jDwegq9tdd4zeusquFJId3bCdTVZhjQZgsVx6D966yoArPTsWhV6+xrirMCg1vbWWuTf+n2wJMEwGsBIidHxMdTNO/RcWY9h7tB4tOozzbIIZmML6fEI5uOPoHceYfCf/zzS4QZYnJCSf30L6fExhOtDWSmht642nwU8pj7z3jsAGPjWNTAhqmf1Vvez2tx6Gba1rdAGW9cgSoX53h6slEiTNaA1Fi89t6s3YVgEPtggQTSP6VyOjhENN1C+8ybM8RGG6zQXKNM0vB+EY9jcRpJmiHd3kRUlzPY18MEGzHAD8/19cPBTvQ89CabT1dTmnyhp+ywUDM+jekFajbGan6jiyVXpFFM4Wb7vE11tz3ctUOgSsBQpFIFDGY25ysn+pP57dJcLcDBkusS1aGOlcoIIHNJIcNtDzvoy3o5tCcugjEamSsx0Dma9YtggVyWMqKwL9uQYt6JtmrDXzkMajRgR/bdWjeszURk4Y4H80poCGJhTqGljoDSpk0dqDmvcTV07VmYpAEhqhZlrxwgCc0Wl2gL0P2MMSl3CcHpZPZYzHMgppjKltnEKX2XVyn1IWY1jOcOt5MpK338WaN8HE5VSurjzH2WgVU1/Lay12C8nGLIYIzlHKnMo40glayHAFq53HyaKyvK2o0WiwqPUEqx2fwxYhEyXmKoMpZHOzxiAZVBaYaYyDFgMZYrQr5il8nOldaO/0e8sMkXey4WSMFaT8vRZeWP6Mp9T7i9BhEfFIX50+DJ5/vaNIXALOhZQRqPUElOZIWER1lmCAzXGldbYEIFI27dm94PC86ujN8EtwxqPu+99Z7VgrKVxCdaNVwbjktQ/glf3daklCi1J9feU2joGR6oKCnWr7YNbBmN0uI/Peg0CLLBTHuNQThBDrLydW9E23s928NXRD3At2qJA55aclVkKWKy3k78njbGhr+a6DOMdjcPq1G1rLVzoX3f/t8YF3p2wTWE5HhdHRNJ29EthSemcK1I1FO55wyyHbo27U5WFbUTgSE2JVOWIXUnme+kjJE4rvsWHeDd9hEJX/smHcvpUxttMlWHcuyY28H6+i98bvYn/y82fX8nTuNqGwTqLIY3CQTHB55KbC98rtCRliW9HazGW81O/K2WqbFwPAYbr0Sa+OX4XPz383IVTLyzDzZs3IYTA7u5u4++7u7srV3zFcYyf+Zmfwfvvv9/7nV/5lV/BL//yL4d/TyYTvPrqq7h16xa2t5++ohug9mKM4datWytNUmazMVgyxMbt20u/l76pUc7HEPrGidvU8zGEug49HUHc6Pj+miM+XBaA0SWQ5ojLHOVsXP3mynbje0+E4aB3W1YVMJNjgHOIa454uHoFgK2OURbA+z8E0jnAt8F1BD0bY304QOLaLnv3BygPd7C5vY20yHC9yCDW16BnIwAA396GmY2wubmByP3GjEeYTo4wZBYD97eZllDpFOLqVZh8DgaD6Hif2sYp9BbOI4npf7W/W6NhJiPAGogb16HnYyQMSLa2MJ+NIbIpNm/fhtIlZpMj8MFLYFpCzyZYHw4gtjcxm0/AYgGmBQwMMBphc5BAXKdrZPIM0wcfA4MYNp0hztJGX9LHh5gd72PAvoSh+3uxcx/ZbAJx4wZ0OkUsi/AbfXSI2XwCCAauVyA3W30JINKWAbhmJLjrQ9YomOkxNjY3YLMU6Xzs3usMwBlYxGBnY2xubYKtb2CaTYFkAK5r5PhwUPWjrmuwtdn992t1Msss91c+J+jpCOvMIrl9G/M8hcxnEO64LLMwx/tYNwpZOgWGa+DJGUlbXcLMxuAfvw/14fsYfu5zkPkM1hhws41rWtL8loPuZ7f4ilgA8WbzuqkSmLny8eFao+31bIykzLB++zbm+RzF6BCJzLHp+o3Nc0zSGZVYT46wMUwQ+/724GMUszG2rl4FO0V+jj4+xGw2Bra2YScjbKyvhW2eFekfZZA7D7CZRAAXmO08QLy1hfWO7erDfcwOd5GUr2HNn6fWmKQTsmuYjjCACZ8BwOxr/wGqTAFVYH19DSIerPwsOC3m3/46ZDoFrMFAF43j6MPMKCgjgUIhKbLO8/bIPnwHxfgQ4trVznvGaAmkU2xtbgQlsh4dhWvGtSNtZ2PAovtZdEbodIpEycbxm8kY0537ABfY+oX/Bur4CPPJMW4MEnDfz0/5TLPWwkyOsbE2hNzLIA93sbm1RWPkxibllE3HjWfKZD6BLVJw3RILXbta+weNQ3o2pmfDdNzdPh33adhCNgMvUmzdvg2TzjFNJ0CSNMfMZWCg56yptq3nY6wnMZLbt5G9/QbUbIwtd175h+8gbx2nno0xjCMMrl3FJJ0CnIHbNejJMdZjgej27VO9Dz0JVs3m+sTtEU6L0yoYnkf1wt18H2+m9/HfXvuZpZOycXqMG9MYg/Lkh/j1IsKgMLheRp3fv15EELnCLTWgzy1wtRTIzARXU4G1GBDM4E45BGese58WuFUkuBGvYZCffEy39QBcrmFNWRBb1sTLcg3G2t7zu15EuGfvQzCB69MIWzlHoRgOon2IhG7kAznB70/exX+5/WWU0xzXEWMgDa4XEYbcYsgjQEXIMcNeUa16fXP8DhIe4We3SFo/zUe4MU0wLC2MZigNw4Odh/hfRt/HRGWw0LgaXcGgRh5e1QKlUbgfP0I6G+NWGmNDRDDQEMzimo0wZAwwDPt7+1AxEYtfHb2JD7IdGFjc5gMMCoMbZQwjc+yZfq/nOh4Uh/j+/GP8uWs/81QVhqdB+z74xuQdbPEhfnz9FWxOyA+W6QTSpNhTe8hNiehY4lW7hSRXeKwfY3vCsZlwcGYQmcXr3YdvT97DSKX4r6/9sU4fTQDIZhNcq91P102MY1XiY3Ef8VjjqhEYxAY3iggzMQabFbhuY1yzEaYmx0C63xUxptEx0nKCG/NqezeKBAnX2ORDJFqDZwo3dIJB8Yy8ii0Qzy39R8f91oeX1BpG82Pcyx7i6kRgPWHgrP+YbxQJUjHGg4RhODZIeIQ1HmFSRLgVDxr3yDUTYUfO8Fujr4e/aRj8SHwNUU+7JJbhSikAcAxLdz4WuFYKHOMQm3OOdc6hVIyUTfAofYyNMSB41Nj3eeNGnuBqtNa4nrHleClfw1UlkHBz5mvgcbOM8b3pOzAwuM2Hp+o7X9RX8eaD9yHAcRUCw6J5DNcLekndTBiYu75WM3DDETMLBgGuE0iVYqvg2OQMCWe4XazhRpmcqm1vFDEAi/Wi2lcdt4sBEn7ys+1luYbj7AhrA+D6vPvZdqNIMBZH2JsnkKMUN7IEa9KYz+oAAIQmSURBVAXDdmvcnY/GuJUnGJQG21qAG2A32kURb0IajcnBMV7BOgaFwctmDUdqju/Zt/G54S28lz3G92cf43939cu4dc6WCYf5Pq5MBDYTBjCLL+oreDh/jPflXVzpCOrrwig7xPVpjLWS2uN99TE+k24svF8U4zlupUlox1tFgpE+xF652nMHoInCg/EjXM+a1++zdgOPy2O8pT/Ay3LzQqkXliFJEvzsz/4sfud3fgd/8S/+RQD0LPud3/kd/NIv/dJK29Ba44033sCf//N/vvc7g8EAg8GiYpVz/tTbqQ7G2Er7tNYCkxHY9pXe71rnacqLAoyvZlBjwMCtheEnxRu6440TmNkULJ27RfVnC8s4eQKKqHff7NYd6PsfgQ3WwF05pwEDsya0HZvNwPIcdjoGs+R9S/ZbBM45rDZgWoXfmDwDy1IgTcPfuFZgjH5rGQPTGuYelfKfpm18aS1AnJlhDNxocCXJz3Q2pXPJMjCpwKPInReJG5jWYEaH82XDNeiDPWB8DH6Typr1/i4wm1LJblkA80mjL+nxCJhNgTyrnZ8hP2OASmNVWbWHkmBag4u2EdPpwNw5+yPxth3ckKUFAyhILJ2BX7kGxgW01mBSglsL5hY/Lsab9+lhLID5jNp1cgweJ1VbxDGsVMDRAZ3nivdpF7w9gt3fgbh+Hebuh3TvM7ZwDU4CE1S1SP/dHGtMnACjIzqf6RQMFizPq35jqK+yJCHSXlZ9ihU5WJ7R39ZXe94CVHbNDPVFzUD98knH8dmU/I13H5NX63QCpPPGdr2lk57PgCyF3dsNn1slwY2lMnQhwLJq3DDTCezuY4gr12BGR2BlAZYMn8rzx+Y5zAMak2w2B46PVtoHNy7UN0mA48P+5461MHc/JMV9z7ZYMoDx7bdNi+22ds38+EE2CecbAGU4B8ocTEogjsE4h97bAWYzgDPY/V3YwwMwKcG2TzduN8AY1QcbDRwf0vbSGY3PLnDbWkPPTWfFw4sCRqz4rOb0TDD89GOd5RxcFnQNtXZjyZOZ2BkATEt65qTzxj3OtA7Pjfr3uTFgSoFpBRYNw7OOFXRsq74PPSlW3f4nSto+CwXD86he+HAywhGXuH7rBuIlqfHvjg9xZBSut+vqO3CUKVwdMhzlsvP749zAihzKchQJD7/JthiOuMTmkCFiHNu4CgDoK869gztLP69DYA13sNb73U1cWbotIwf4tn2Izw1v4BgKV4cC+3mJ+PoGbq/T6sooVTg0EvzaGkwqcMhLXF/nGOcGY+R4KRngsFCw1xPcvlqteu3oP8S2WMdtt0qzM8twpKjt5oohNRrl1QgPyxS34i1c4THAWPNY7QAP8wmybYYRU5jGFlwwpC7dngGAYDgsJTZuXsHtAa0A7anvIk0YXkquQjCOAsAo17i9zsLxnIRHsxTHTGHr5tVzK5V/UrTvg5H9AZJ4Hdeu3MC4MEi4wEgqmO0It2/exk45wl5eYI3HODQl5lcZDnSJq0MaSI1lOGhd7z6M8Da+P9vBH9/8cfxnG5/r/I6OHuIQ1f1hLcNenmO8pTGyCtICazHHUaZgriY4ZqSUvRZvYojNcO0PsxLJ9U08mNxFFjEUA38/SQASXxxuIpccc5D/6vbgGb3aWzI3Ka6cEKzSQmzX8UG2g8FgD/tbEldc+/fhMJNIbmxhEG/ioChxM9qEEBwvdY4NHDftzUa5PgeDZgzLzEAOMyplr49lR5lCdpXGKx4NcFhK4NoAw/UtHOQlrkYbiPqSZM8Bt6/QRLR9fi/jJVj/9zNeA48r9pqzaSGbiNVNEoAIa7huh2TlAYaitf+jjBLbr69VCqVMMxwrjYQxJFzgUJZ4ed3iOFcQMQAu8PIpxnyPca5QGIXr693X4yqur7TNUkWYmAwiSTEWBteHi9s7yiTYtSFub99GZn+IcaRxPQIO15rj7oEqME+AYsBRGo6DUmJwYwu3h7cwURmOC401HiOJOIAEx9kY34kf4Eevv4Zv7dzDe8kOrsTX8X+99SMrK2BXwcPpPDx7AAB2gMf5FPpqfOK453F3OsGRpm3Eeh3fkzv4ma2fxI+uv9z4XoZ3MIo0rrp2nBcMO0m28nMHAN5NH+H76Q6ur2+iaN1vx5lCfH0dV4urF0q9cBJ++Zd/GX/lr/wV/Kk/9afwp//0n8Y//If/EPP5PGQx/OW//Jfxmc98Br/6q78KAPjbf/tv48/+2T+LL33pSxiNRvh7f+/v4e7du/hrf+2vncvxXAjIEjZ3PpAdsGWB9N/8C8R/7E/AFDmw8thrybN11b4Rx7BKwmSfUNAdZxR+teSeZ0KAbW7DHOyB33T3EkMjiMzMp+R9OTomQrx+/pyH0KZ6gI3NUtgih51Oqr/Vj4XRb8xsCn5jUVm/DBTA1vgDBTpJSSFLWQarFEw6B1grWMsYQEmXNO7SvV3YmTk+Cl9Tjx4AWlFYUxTBzmcNH3EzOqL91IKKrFbwB8Y4p6Abj7IgAr0vfOiMCO2pNQWsAeCb21AP7kLcukPqTkOBcVar0/XfiwjBYcbHRKhOJg2PYN8v9OE+vc88ybOOc1hPfF+5CjMeUXDbWa6f87RkFgvl8CxJYI4P6XzSGViSAGXVb6ws6dq6/db7lJnPYMuy2c8AFH/0HZjpGGv/2/+6+3hks/+fGCC4AuxsBpvOoR7cByIOM5/DplUw6fy3fxPxF76E5Me/TORuWcLs78JqRVYtSlPfFDEgIpj5PPxW7z6Gmc8gPvMqMDqikK7N86kcMrMp0v/5X2H9//B/Bt/YDH6j4tYdGK1gjg4b931/AxjyYk0SGhtMdyiWnYyg93cbXr4LiGO6X+tjS1k2r9lTAhMR1L2PMPl//d8Qv/YlrP23fwHq0X1QdYaBevwQcvcxUA/tO/POACslzOgIkJJC33xb++pg/xySpQtyXPH8GT37lgV+9oLzEAZ4nmOmdeFmJp3ByiKcj5VycaxyIWzh/vfnbQHrgzYvGD5R0vZZKBieN/UCAMxNgdyWUMxgsOT7JRS9u6xwU3PGYBhge74fc4GJyXAj2qolzwKpLemFjPEnezg/BdyMt/Be9hgbaoBERNS2zEKiWtHMIDE1GaYmg2QuTIcxRJxS62MeAYyCpfxvpNU4UnMKGvOrkNyGtuacwRiLfTVBAYmhSDoHVsEELLO4Xx5gYnJEXCDiAspocHAkXEBwAVM7ZmU1JjrDQEQQtQcH5wwKqyuTSigUVqGEeqb9/CTU74PUlEhtSSoGRg8RxhlKRuqTiclQWInb0TYelyMcqhlYbXLA3e9WOceJzjDSc3xt8hZ+YuOznQFXBRSFZvr0YMYQc4F38kfUF3yKNAPmtoCCxoAPFu4LxhimNsOxSrEuksb9ZAFwLrAeDfC4HGGdJ8/2vgrnsPo+OWO4kWzjsRwBzJ7o68UYaOxAAWkVEhEv3V+/r+myffg2rf2WAVOdk98q54ALjMtQooRCwsXFGMPOcA2qnzI8yevksra23tui9h3m7jHDDDiLwBhDDudp+wTPBApVM098PdZFgiM9w8wWiHjP8dTGiAISgnMIzqFhGuPuVOdIROSeDxEUNI0JnEMyDQUNUbvfXxlewwf5Ln7z6Nt4II/w+bXbeDO9jw+KXfzY+mIwyFmRQzae84IJGGZwrGeneh74bWxFa9hTE3xt+hZ+ZOMlRDVP/NwqiFo7DkWMkfOJXraA7KGsxu9NfwgJhc2ucDrmPPQvmHrhJPylv/SXsL+/j7/xN/4GdnZ28Cf+xJ/Ab//2bwdrr3v37jX2dXx8jF/8xV/Ezs4Orl27hp/92Z/FN77xDfzUT/V78D1vMGlKk96eirXyhz9A+fYPSM0URWArT4RJ/bPqRJAJUZW/fhLjuyNGT3ou8hu3wNY3iaD0qJO2sykF4Rwf0vm47YlXPgt4f2iGZhJ4OoeVkhSpYZuq8Q4Da2HLAkiW+w53w/oHA+AUxVaWVF6tJGyeUaJ4Awywhkiu+kQYADgjsg+khlMffxDCtVgU04S7LAE3Z9MH+9QmdcW8lAi2PkIAtbRwMxkv7vO8YMkywqeTs61tRK99Ccy3qzH0mVJEilyg9+7TgiUD6MMDur6yBItbCzNxTGnrK/T7pfvhHOJzXwAbDAHGYHYf077EGe5jT5xbu0C6sWQAm2Uw4xH1sWRAix2evHLhfj6J3hbVmGZmU0qlL5rjnN59BJP2LxTRfVL1xfp9exZYrWGyOdhgCHX3A4ALsDiihRtnQ6QfPQBf2wB+/Ms07rrFLDMeQVy/SQspRoPxAVgUNQhfM51Qv3XvQG2S+klgxscw8zktHm1s0pghJRAnpHhNZ0BRACctsjqrOZYMYPIcNp2DdRCzaucR7HwGfr1/oSr42NZJ2zZ55/Z53s8VfvMWEfBKovzh9xH/xJehPvoAbG0dVmuo99+BnozBnHfxk8JORtResgykLTgLzwcfbEmkNSlOVwJjbrHjjKStC4uDUk88lgQ40tamcwoIlSWYWAOytPO5YP1CnDEVWc1oseYi4hO3R7hUMCxirOcoLSVbL7tl57pE3ZNwGThjIRyoCzETOJBTvDqo/D4srEspt+eQfX7+YIzhdnIF94uDkBjOwELoDECp8TOdY6xTSKPB3UNZgKMwMvjK5rUQqqnKUFiFicrId9EFH4X9gsHCYq8ch+PowwYf4O30ITJTImaRC0wyiJgBRwwO2rYPTEo1EV1rvPmS5D1tV0VuJHJbNtrik8Y76SMcZQe4DefhZkrMdQEf2cVBFgk+LGiiU1gACYsgrcaxmi30RAaGwixvF2stpjrDneQKPsr38N/vfgUxo6GPM+C/uPJlfG54C5kpF6wktsU6HhfHAEMgNxiAuc5dKFr35GCvHCM1BV5Kroa/aWtC2NYaTzDXObYuiAr6JFyLNvBevrN0DKlDw2CmC2jYZ2bPYQEKInP3LGMMhVWYnXCtLkHwoXB1MFcW6klawVgIZVw1cLILnHHoFZ9dyxDzCMpqaGt6r6+1QK7pRY4CBSkG0sA2xt3SKgxdAjqFClKgFuCDvJr7GPAYAx7h7fQhtsUarkYbOJRTfHX8Jr64dufc+lteC0jz4ODh+bMKitZ1fSW5hnezx3grfYCf3vh8Y1/1YtcBj3Gs5vgf9r6GTTHE/+nGf44B7/cvfCt9gHezR6cKSXte8Eu/9Eu9YoKvfOUrjX//2q/9Gn7t137tGRzVJwdPGFopg5LLw6Qpim9/E0gSqEf3KzXials+verGTz4/EdKWETlzwr4ZY2D18mrrVaP0/22WAWUJMxqRoswrVNuEmar5eKZzUvRNxxUBpWvHwhlslhNpfpa2MbZSSDNGk2spSb2kFGyeNUiPcGKewGTN92M2XIPeeURhmJOxU8M5L9cogp0XsHlKwV7WQu8+AkQEO5+G87NKVdMexoOyCiAfUTrUp9APnDLaShmUao3ryRhQklINZvVFhwuJJIGZjKhkXkqw9eZMlA3XqL/aJ1945WtVG5IaVFL5+2nBmGt3uzB2sGQAM5/BHOxRCfxgQNdJqUpxaSqlramp7OxsAii9SNoeHQLL3oEcERRUDE9K2hY5oBT41WvkNc04+JVrZFUhSyJas4zuGRBRyobrdI+OjiGu32wqGoWATdNwX5nZpLYzt9BzTrB5TsfvCbWSjpcxBpsksOMRzHwKcQJpa41X2g5gpxMigbtI24f3SX9w0jPEWphp9R5lZQlYs1g1EJ/Ns7kPTERgV67Ssd77CPk3vgo9OgLb2gbTGvr4EDZLwa7eRGWQc3bo0TGNTVKSsrh+33q1LEiRe6pFL28NdBYBChfUtlrRAqA5I/nbgikLp6hPK0J2uEb3dHvhmHNayPDjtv88ihsK7IuET5y0vVQwLOJIzaBdYn0fjDW4W+xhja+2es7BoGF6J9rXok1wxhsTTQ4G7cLA2IWkbYErYh1lpAJpC1C6uUdmSqSmwEinkNYF5gC4EW9hwGNS/DCGsvabiU4psIYzzHWB7WitQVZxMBhY7MoxErb8FtqO1nGoZoiZwJDHiFyaubYCgnFHDlhIR8jOdI7Samy3VE2csUAwrILCSORGIuuY8H9S+CB/jHlBLwbKapRGYa5zGGvDiwMDCwT5WKaAS5HnALQxC6n3QPN6dyEzJUqrsM4H2BBDfJA9Dp/NTYkvDl/qJ22jNdzND7AphkGlaAHMTOGIwO6HzIGaorS60T/uJFfCvwXj+OzgemeC+0UEYwyvDm5grld7kTPWYm7yZzpqcFC/0rC0GMM4cisx10Ujyf4S3bgTX0HZWhhioMU7Awoi4+Dhfu3zhl4FN+MtbK747DoJtKCl0eeGJRip+gFH2jJOHM/CuKuwzdZq20UgsXMjaR+tc34luY4DOcWtmCYOnxlcx7vZI7wxv4ef2fzCuZwfjeHNcW+Nx7hfrlhSCCDVzefAGk+grcGD/KBB2hZWNc5xnQ8wxhw/TO8jZhH+N1d+Ei8n13r3s1McQ1uDIT/DpPsSzxVsOicC0WjYsgRbq5515Q/+EHr3EcTnXoM5PIAeHZ8ixIcBZrV+XTuaT4y0ZYyO90z79pPlLHMTVwM9Plqi1GQNxZ6Zz4hILAvYPANbW2+StozBTCcQN1e3N2mgTlg4wjSUtCpF3pTjEdAilq0xrvy8tcg+HMJMx7BZCrXzkNRw10gowqIIVkuYPAe/gqCM5JubpPpTpMyzsqTVdiCU2Poyab37+GyE34qw2pF3XdeGMUd6KFKKP+dKWzufw+ztwEoJ3rq+bLgGO53AGnu+5PTGJszRAdjG5ql/ymrVSwv3TpLAlgV5KitJ6mhtiJCO44qscmQmnG1ARf6ohvLUagU7Pqb7rQdWyUBMAjYs0ACVyjz63BdWLkX3diRs6wrM3mMAjBSbeUbHZmkf+mCf1PdHB2DDIWyRU2k80FSBRxGdtyTlsTk6BCI3hlv0VlCcBHX/Y4jbL5PNhT/2PCNlsyOC64QwSxKYkhSg4satxrb08RFgDIS3djHuPSgmVX4XsWa1hvr4A7CNFVSqcQxzVNm1wJHJzQ0+3eeKuPMy9KP7sNqA336JiOSjA7pOUa2K5AlgJ2OnOBWkHLet+9ZU9ggNxelJcAslZ1LIck4LgFLRwsN52CNwAbjFT+vUu35Rz2ZzsKjF17iFyLbCmkVRx2LkxcAnTtoClwqGOqy1GMk5TE192YV9OcF+OcZ2tBrpw5xatK88NuERbvGmxy+pQnUnUXZR4NW2Hha2oSqa6gzKauyXY3CrINz5k0rKqaqc6tZjooi0FYxjbnJsY62hCvPqs8wUC4rYNjb4AI/NMcAH2GJDcMZh4ZLT/QsGGKQbNOcmR2nUAhnsiYlVkZoC0qhOldYnhanOUNTIEw2DVBP56ZV7jDGU7jwP1TQsIlgABgZdUR9tFVkbmaH09bUowaYYNgj+97LHyAy9QORGoh2pEDEBDQNTu3csgEwXkEvUfdoYeMLZo75fALh5zoFFTxtrPDmxv3sYGMxU9tTGji71v1exV0Q/Q64lZjrHqhUJn2asiwHW0SRSuasqMI6k5YwWrJ5UaXuavnQSBjzCTOdkNdIBP45ba1FaFY67Pe5Ko1q2KTaMn6WR0DALxLBgHHdqz58hTyDA8bXRm/jJ9c+cC3k51dnCOLMmBjiWc8xNsZJneWqKBcJ5yCM8KKsJi7UWpXvueXDG8JnBDWhrcDffd/dSPw7k9FLR/imByVKnstU02XUEhtUK5Rt/CLaxCSYi8Bu3oO99BHZtVfW1dUrTU0zghHBk5iezMMc2txbUiCfDhslyUNGtb1DpcE1pu/Cbuj3CZAwMh3Qd0hRYW6d2cPewLzvvKiFeCesbtA04UkzTBJdFMf13nsFORk3LB4Amy0WB9nOXDddgDvZgjg5RvvUGHZuoqZukCl6CZnQEm+dgm1tBiczihMqofbiM4JVay3CYg71TLA6cEk7F3EvaWltN/o2piOXnECwZwIyOKCjOLCrv2GAIc7BHbXKO58m3t2GOD0OfOz2IIF34q7teep+Utnxri0hJWQJYr1SxnJPXq7MNsHlOxKZq2iPY2QymKMC56F04pcWN2t/riy2jI2Rf/Y9Y+6/+HOLPf3GlM7MFLezwOApjDSmT3bEZSySYUtCH+7SYMhgARQF9eEDbUDVyLIph5zOY+Rw8TmCODiurDyFga363q8LKEtnv/gcMf/6/QPylH6/+nuewRdFN2oqI7FRqvtwexfe+AxiD9f/9f+M25JS2nNPaXsdv7GwKM50sJdTDvpMBeR17FX/ZMV+ujYFPA2wwBJIBheO5hQcWJ8Ei5olhEewzALfQ115k9IuHbcXpScfuQsTObI9gaexGUIA/4bujEDB+gUCrYI9graXKgDYZzRg9W9oK6yiGTWeNdrsoeH6XAl9QZKZEbmmC2Fba5qbEVNMLzYPiEHNTYIOvNphwp2A8jWLWk7bAUyo3egpgYMhqasCJSsHBcSinKI3uVIdx1iyxH2vyKZJGhUlql9I21SXWxfKBlTwoubNHqMrrifSojqVSfBWkamsdJweDMquTtlS+by6UPcLYkeEAUFpFanKrUFrlSDgi2rwNxL4cY+DIawagMKpT2VpXkUmjMFFNn6nMlJBWh/avg4Nh6q5xrheVtgAR71OdNa6XJw377ovSLhLvnyaMVIo9OXnKBE6z7f145cc4wThKqzB2Y8AlTg8K/LOhSoODbHYsTquEe3pYd/en6OlrEePOhsW4hcvucbdt5UGLMzS25E7Nv8o5v5Jcw91iH9+dftj7nVQXSFdUrU91vnAfrfMEmSlwKFdTA8x1vjB2rvEB9spxeM9QVpO3e8c7gmDkATw/gbTdV+NgMXGJFxuktK0mRh56fw9mdAy+RYsZTAhEX/gS+MqkJiOl5ikmgiyKQzn+J4Hoc68tD73pgVV1pa0CW18n4sAslnhXv6nZI4xHYOsbNDFNHclS97RNBoh/5McWFUYrInr5MxDXnWWaL6OVMrSzmU1h0pRI3DqMIUKsPeeNE1gpUX7vu5Dvvw1+8071GedE3tRJ27KkfiNlUP7RdebVb4yBlYp8M7MMbPgUq5eMoePoIxeCPcI5K1CfNaIIUAp6fw/A4nOPCeG8MM/3PFkUU389czn6cpLFTMdEQkcxjVvuXrKyKtcnr1entHVEKS1C1HxuXWggkaA98zJZm3tZBIU6QGOnOT6iIL5VzyzLaLwVEcTtlyBuv0RqWee3a/M0qN/1w/tU/ZAMwIZD6B2yTIBSoQydDYeklB8dAUUBk84q0jaKYLLTe3qa6SSQZo1jz11gYrBHIGVwvYG6lI12StYU1Q6a17dh6eB/4xZO6nY9fWBJAjOf0kIQmmOrR2MMfEoQd16GuFPlIIhXPgveUh2fHbZq6yiia9CyNbHe07bL03cZHOl5JiWyI3ytkqHdn3ROwYRwfa2gvq41PYecrc2Crz4jtW9bYc2iCLaUC/34IuA5fqq8mJibglSIjtCq42ujt/D/3f09SKvxUb5HJNeKnZwzBnVq0pY3SJDnARHjmJsaaaszbIgBUlOitLKzhJaDNdp6pFI3SbVhktr0tCXSbhWlLUAKy7Qx8bbBd9PDq6rnuruknDEGBbPyys/cKVgvitLWWouJziGtgrEGhZFQlkiUuS5cuTVz/VRDGiLbvBo64REyUyyQFxHjSE01sP7h/CP897tfaRAi5BPc7WkaM4GJSumYrOwkba9GG5iZokb6Wpx0GVbtGy8qvjL6Ab4///iptUHCooVrVV9kAui+LkyJIzVbKUTpEosg/27UlLbkBXuRsCGGyHTZ67UaMYGpzoK6X9RG2GXjbsQ4poYIhMLIlZ+DMY+wzhP8/uTdTg9oYw3++f438JXRmyttb9ZB2iYsQmnV6qRtx9gZiF9F25BWw9h+D2oGtpS0zU2JicrCQtslXmyY+YzIQKMbhITeeUSTnbMqHq09vVdm7NLgL8hC0kpgrCKN8gzQihR0ZbG8VFRVPrhmPiWSUmsKJDKGStafhsqTc0ArmLII3Jg5OqCJfofS1mTZwnFQ8A2gdh+DGQNe84RlzvvTk7b62FUBRLEjo2gx3sqyUkQxTiSUkjDHlHj/1Ehb50Fsi6y7fJgxGKeYPg+v108SnjzpIrFqX2osEFwILHs1EcIRTJyunzGV1Uc9WV4IWkQxplpMieOGz62ZTd192hz7GodSW8gCZ41/2zSFzVLoux+uPKfzixaNUnQhnAq4oM+1AmChHtyFLQuwJCF1+3hElRFe0ci4U7hamNExkdBFEaxFmBDVItApYGdTOreWYtXM54AsK6Vt1vIXZQJmfLywPQrNqpPitfsqisjSoX0MZTMAbiniAWxZEnELBM/dFwou8AtRRApeJZuWD94HHZWn78r3dPBQPz2VGDxtpaL/nQc4p3uhyN3iGVk32bKgeyNa9LS1Si0qrCPy1j7PML7zwiVpe8Ewd8RWm7Q11uDt7CHeyR7hu9MP8H72GNun8MP0XqGnSWpvkyDPAwQTmDnCzliDmc6wIYYojOz1YRSMN1TNeyV51frAKYCClTw44y6cZ7WQpevxJv7YxuerFyFQ+bhXNFnYcK2ppHwRpHCzUCuakqfGk7YXQ2lbWhWI2tIqSKuhrYayBqkhdTFz/yetwczkDU/YhEVITblAPNSvNwDslCO8mz3Ct6fvh79lpoSB6bxWERMUUufCjLpI/Q0xwJ/YeC2UTvsguj5YWKS6OFGF/aLii8PbeCW5hlcHN3EnvnLyD86Azw1u4rVBcyU6dotMHpxx5EZipGZILku2zwTf101DaWsv1ELekMf4mc0v9Co813iCmc5xpGaBfAa6xt3mPR0xESotqEJgdbJ6S6xholOMWqp/APhh+hBvpfexIxcnKW1oa5DpYkEl658lB3JRadKGtRaZLhfGtiGPkRkZiN/SKqeo7lH4AaEqoQsTlaEwcmlQ2SUuNsx0guL1b/USEY3vuvJbq3Vj0qPufQQI8WSqmdMqbZ3H4YUikE4CYyFUjIhKSz6Q5WKAVx0mePRlpB5KEgAMJptTu63oc32249VAkYdwMn10CEjZDEuzFtaSF2inIjWOoR/eA7/9csdOXBkrQKX5cUTki1aV0rYoq74hBBHWeQ4zOsZK4UNnhnX2CGV33+Sc7CIcMXVRKlGeCEtKn9lgCFsUF+s8u90R6KPE3VugMuygwgMaqlgWCJuc7kulqFQ9rZ7lduaUtsaE3+Z/+G2UP3yj+o4sK4Uj4w1C0KRzWFlC7e2QxUkL6v5dpP/h3zYIXVsjjcOxumtji5xIZcYALiioTCkgisl/2IWRQamWit9CHx1Q4FxZurEERFqlaVBg1pH/0Xca51mHmU1p8agVYmZmk8pGB65Ko0aqsiSB3ttt7M9a60Kzahe09jlzPrxWSqT/4d9A7+3S77xljzh5HGAD8jr2Kt/Qhi8S3LjEkoEL3WuRttZW7VoLiFsJPvzvLIuEnNPCSE1p+8QQogq90ypY1tiicH2iZTvp7RFa+2dRTIshHffcJ41L0vaCYaZzSBd4ImtE4oGcYr+cQFmFr43exEjNsR2d7NniQUFk3aWPfag8Ip8f1JWXmSlRGo0NPkBpVQjTaYMzDmkVEbHW4FBOMOAxLGyYpJqW0lbZ/lC3LtTJ8sj5C9cHRu+teKzniDvIxUCerHA9jDXITAkNc6IH4bNCagqn5CKVrU9jV1Yj00Uot2ZgUEZhrouGx2TMIqT6ZKXtg+IQpVH4+uRtHKtZ2HcfyRTzCHOdh+PpI+Hr14/sMfqvAwNDaspPrdKWM46ER0j4GROrVwDreLGoPLgJwt3XmSk/1VYVTwJfVQDnN01K24v3TFjWz9bEAKkusFMeky1NeFlFWKw71vOOsaUibXMjO1yU++H36VWsHtIofHVMz+9DOT1RZZObEqrHOzthER7VPGn7IK2GtIvWMkRe20DahoWrnraMGMdI9atvxi7A85K0fX5hZhOY0VGlPFoCOxmRH582gfwweQb14N7ZPVQB5x9lwE6j3nEJ8J+YP8JZwHil9MtzAKwK2uoD54B0arV0ToRpFNPkNE1JYdYOmTm342UuiKsgMpZzImikbClt3ffytFORKm7dBr/9UiOoqA5SBGqYvR2w4VrweQxKR1WRpmwwhM1SlG99D/pw7+lefgtq3zLvVvGJCHY2Q/n9P1w9yOciI05g0vmi9YUDv3EL4rOvPuODWg5x+2XwOy91fsaSxCnnmLPV0DWlbUWwsmRAJM90EhZTEMXB5xYA9GTsvJQraxh97yOUP/he+A7dJ/XAvLrSdg4mYtj5HGr3UeM4rVbIv/k1lD98A+a4UpIuI5BIaUufe9sDwL0XubHRzmfO77p6X2IDsk4gctQESwHvlVv34fVQH74H+cG7nccRSNu2PcJsSup7b32SNdXq7MpVqMcPoD58r/qRLCurmLCDimxkyQAmnaH8/uso334T+ugg/A56NX9UJiIKpHOkrc2zlX73XKFG2rI4pvZpzJ8YVSsAKy3WNsA4rNane1bXjsv7keOc/OiZoMqfYLXhwyGDZcaipy2kWlRYc0Z+u6ewpHxWuCRtnwGstXhzdg8jdbJHDJVpUuetK229h+2Xhi9hR45QWHUq7zjOnszT9nlBxAQyXbqgsBLKVsSf6SHluAv5UjCY6QKpKTHgESImwiRVWxuUWETK5WcOmWm3KwMLNgZHcoa4g2DiLvxMWY2vHP8A4yWT58IqKKsRs2iBtP0g28Hr0w/OdNwepVH4nePvn8p6IdUlpFHQsCiMCqouDYPU0PXizu5Dw1A5s1XBkiDhEVKzqDjz19sT1Ydyis8MbmC/HOMPJu+5fRe9ytiYCZRGY6xTKp1e4eHDGUNpFpPkw+c+zf559jR7DhExAWlNePn2Pt7SqEt7hDPCl6z6pwa16cWyRzgJMRPQsNgpRxQo6F57GGPBY/tYzReI/YgJpLqgsUUXp3pZipmAgcGRI0Q/zHbxP+1/E/98/xv4INvBZ5LrSHWBmVm+qJYbCdVj7bIuBnhcHi8NLK22YTo9fwU4Hpek+JVGOVK7+0wTJsJCWBemKoNGfzjjJZ4PUOjTokK88R2lqOQ1TgBWlQLr3ccw08mZ/F0DvHfqi6605SxMkk2WthSyPefBOSk9Uan1EMcA56SWM+bpleb7ILIip8lvFDuFkm2qWzkjlVKaVmn09c0kA/CtnhBWEVGQ0GRMhGHN6sCTUlbKirTlHPzqdRTff50WC56mny0Ak1PZ7YI3Iqik3EwnkPc+7FERP19gyQB2PqN7vOvzKAq+1RcFbG0NvC+AKhnApHMqE/cKVTduNZR2yQC2LKBHRxURGkWNYC5zdEh9rUb8mjSF3nkUCKMGAch5Q31q5jNXqm2hHjZ9beV7b0N99D7sfFZ50frf9DybbVmQQt1askOojd/+XE2WOvuEZnuZ0ZELKqu910VRCB1c2NdkDL37uFOFa8YjIojzWmib1vSsYCw8V2yeNhY++No6GID8D75eEekZ+QnbhlCpdoxJAluWKF7/Flmj1EPOllQqLKAWaGbzjrCq5xyMcboeSQIWJR3ErG3aI5wGnD1REBmMIXsCfU72CIIU9LZG2qL0SlvVGUQGo54rhfUlq/CM8FGxh3v5ov9KGzOdh2GpXrJPHrakDLwZb+NWdLqXYiKSTO+ErAtRq9z4eYAAh7QapVXByzRmwpX4dk9IvU+jNAoTpxYa8hgJi3DkJqm6TrIyhpeSa7gZn21iciPawkvJ1fDvIY9xvziAshoTnbYSzN0+XfjZoZzi9dmHeFD0K6y8anTIY8x01vj7vzt6Hd9+QtL2cXmMP5x9tPQY2iACnZS23irBghTLc920RzDWhjAxf73W+QC34yvYaCWlD1mMuS5wIKc4lFOkusCGGGBTDPF2+hDW2sZCSBtE9JF/LtkjnDxwczCnXOt+uN+Kt3H7KdkCXKIf/lp6JaVgHMbahs3GJU6P+h1xksr8ImOnHLlnAP17yGPcKw6grcFELY67ESjIrrAKM7PoK3syGPacfcHrsw/xv47ewB/NPsL1aBNb0RoKqzBRy8uv/LjZtW8KSMyxW46WbqOwnvhdfPatiwEeFkew1oZwyC6LGICqHcbO/7sLY50+TzrHS/TAKk2E27LvpHNYJUNgkLdHUI8ekDdrD9GzEtgZEqlFBCh5sUq1TwLjlT9tOmtOKPsWxriALZ1NQDoHjCUCNY7JE9LZIzwt0tY6KwJwTn7GHUo8gDnLgtOr1lgUUbiZI8yY90V26d/Wh0fV+ga7eg12OoGZTZ8uacucF6c23aXXnFPQlYh6VcTPEyikafYEoWAXCyxJnMK19pz3BGFR+WEHknN0XJGPQpAC3FCuiDk+BFtbg9WVPYLNU5jZJBCttqgU2ayltDXjEVkXrK1Df/wBLVKBCMfi29+A5aQuVw/uV7+ZTTsXQWCJbDSzCRHSwzUK8GqNwTRmNxWN3jpBPbwH1N4xSIGqF7xGrZQw6RxmPquIsRq82rXuh+tDoVgyqHy380W1Or/9EtT9jyDfebNqP6UalghWVwtSXjmt93doDPSk7RnUot5P1+Y9ftXPM4RwStukskdoo26PcBowRmrUs9gjMEYLjFK6e+gcxCAu3MyT8LCWFjTKwr1TdHjaSmeD8NRsdc4Xz8dRvgCQRq9Uqj5RabgoPtm6NKrhYXst2sC1ePNU+2e+JP+FV9pyaKtRGInUlIG0jZmANKrbHsH7xdpK4ZmwGAmPMHFkXjvE7aXk6pnLQNfFADfjSmmwLdaxV45xvzhAYVQnwcSdPcKeHGOk06V9qXDqrCGPQ8gXALw+/RDvZzsYqfnK5vddOHQE6aohOABZFGgQaZsbicIocNeiqXH2CPCkkMVEN8kMzhg+M7i+oF7dEEPMTY4HxSEO5ZQU6CzGuhhgrOaY6hxjndZCxJqIXR8fq/lCsnwfGCMyp4sEAYCtaA3XT3l/XuLJIRhHYWS4hp5g9GPAJZ4c3BHhzxvWeFxbmKH+sS3WsV+Oca/YR2HkQh/x9kC5KTHv8JU9CUMe40FxEJ7fd+Ir+OLaHVyPNzFgEQojMdHLybFKabu47zWeIDcl7hcHS7fhF/G6iN81nmCqU0ycr3dfNQpA1Q6FUUh7KiyO5OxCeR1f4ozQihRpS2BSCpYJhI5X2j5+0KvMWxl+IngK4pExRkRx8vxYErFaEJmZToLfHhuu9U6CmQ+VAYUZ+duNxTGpUw8PQujM+R8wp0mwV6NFkfNHXDixEATD2sEvJyGKSWk7OibVoCfYIlLg2iwlAqhGvDHGwG/dgTnYB+tTWZ4HvGet6Zj8g0rNzegY4vadp3cMzxBsbQ0oi4o4f97hgrdCH2GV0t0WefOacgG9v0uWCIzRAoVWQdFqs7SmtC0DEWlmM6hH92HSlNS4fnzkHCgrssxMRmBxDLa5BX18CHNIz3D18YdQD+9D3H4ZbGMT6u4HjmgF7GxCx7FwXhQaZmZTui8cMVcP+QMc6asoqCwgoSAum6WVn63fplr0+iQ7lBI2y2BGTdGO1Rp2dAyIqKH0tXlKC3wDIm1R+lL1lr9oMgBEhPJNspgwLgQOpltpy0REYWubW3S8nnA8pVqUJQn0wb471vzUC00XHSwZgHEXPCdEZ8m/8fZGRX7K5y7ZI5wpiMzZ3lglYU5LtPdt052fmTqfaEsLymR/gkW/c189kmcLfrcXFZek7TOChj6xFBIAjtTMKX5sKN18VB7hWM1O5WHbBpW16lMFkQnGnztNlQgTbYnMlLAgomHAYxQ1FV7zNxzG+auOg8KTIWbCkb8Ftd1TmpBuiiFmJsfb6UNIqzpDkxgjYnlPjjFWc8yX9CU/SR/wOEz6pzrD701+CA3ylM1OYW3QxoGc4EhNTwzBUVYjdSFhmS7AQIrmwkjyEHbfy3QV3MAZkdPHS+wf6uDOB/ejfM8dD5UYrvMBUlPiSE0xUVmvSi5mAtJqjDyhs4o9AhhKoy6JwAsG4Ram/MIMZxza0mLAc6XAusDwiyrPG9Z4gsyQ1YF/BmyKQRh3aaFu0R7Bhzmmpuy0F1iGdZ7gQE7xYb674EHvFxYmHUFldeTOm7xL/coYQ8Q4Psh2lm7DL+J1jW3rPEFqShzIKZTVLois+15JWITSqhDO2caeHJ3KsukSFxNW6xOTwysv04QmRr5EeDxqTv7PAs5g1elLLqMv/ijE9ZtPtu9nCc6rILJZpWjkd16GuNVD/PEq0Miks8qHM45h8xz5H/wnCod6CopTxhiRtloBXFDJeJ5RWFjzi1VS/SknwiyOYMtyweeTiSioGM18Bra+0ficb24h+okvP11VqC/v7lGB861tRD/2k70esM8bWJwg/qmfJt/qFwCMMcQ/9pPgV666v9hASraVn2w4hN55DDMh9SpERGNSkYcQMjYcEqEoZUVEJjHURx+g+P53ofd3wa9dpw3WlLZWlrBpSqTt2jopXXceAgDUo/tELMcx+OYWzGQEvb9bWQz0kLZmPiflaxxX53n1evWdOCbrgrY9gg/HLksgGTS22WWPYJyPNoocetQMUrXpHKbIwd05hb/nOaxS5D+d50R8d5Wqw9k1HB857+yMxsc6aWua1i/Rj/wYxM3b9JG3TzmlWpQN12BGxzApEdKrBJg9T+BXryH60Z8A0DMPiiLYSc0e4jTPXebsEZ5gfmWVIpX0edgJCgGra0puwWkBsSi6HYd89Uj2/CisX6zeeYFhAIz1CS/C1gZvPcF4INYel8corcLgCUp8GdjSCVn/754veBJubnKkugjHv84HkKa7zJRC2mwok/f+p/VJqoR+asRPIB6zXSIDO+wRPFmyU44w03kgl7tA5bAGQxZT0JeReGv+ADvlMV5NbqC06okCyh6VR5BWn6jw+u70Q/yz/a8DgFNnUaCRDyLzIO9mV/LiVM8HcrIyKbol1vBe9gj3i4Pwm9iVyu/LCaY6690WZxwW1nna2t7S4OZvmFPaPh+D/KcJDAyJI46EU9r2+RlfYjU07BEYg7HPX5v6RRwDGzxt/bj7oRt3F+wRnD1Qqgvkujy10naND5CZEt+bfYyi5/k9WoG0ZehP890W6/go3wuLY10ojOwlfmMeQVmNQzUNdkx9+4p5BNnz7FBW41jNL0PIXgRoVQV59MCmzoOVc/IELIoaGfGkSlsKCVpQxbxo4Dz4+Zmsh5Dp+o1XRU0n1W8iChuSH71HIV9Py9PWWkAbMMFpn1nH9WYMyPPuctSTICJYJaEfPmiShXFMKsbHDymkrssr92kvzDJOKltjeif4l4vDzxEsavYIWWO8YcM1mPmUbBCiuFLaFgXMfEokUDIIal1PRPIr16CPD1G+/gdgW9uVmpS5e90YsilwC16MUSiafnAP1hiojz6olMCDIZX/P35YWQx0LAiwKIKZjp3XdPcYwuIEdjLutjNxSt36Ylvl+dultJVEFB817R7NbAqUJdlGOO9nwBGBStL5OHsFaN1N2iYDmCKn0DSntG1UhbaqvML9JkTwyzVnIG1tnkHv73aHVb2QqFlkxAnMxNlDZOnpFtq4t0d4gme1cosD5/G854KseZRbMOTUL+p+0nUwXz2Spc+NwvoFfyu6WDiWy4PICksKyJhF4KhI23lNiXhWcMYWSvxXxfP0GuLJuofFETJTBVBtiyG+sHarO4jMERHKGhzIcSP8qjQKM11AGv1U22FLDKswrB5VlYUNfWhZIExuJAwMEjchz02JXTkCQCW7T0LaSqvxuDzGlljDgZwsDSN7L3uEB8UhUl0g1S4d2R0fkba1Upfw/+k85zrv9PbtwpVoDSM1x+NyhDUXDsccIfOwOKRAsyXbYmCYqHRlRSZzSttL0vbi4cfXX8Ed5yfMGflbPy2F/KcFFgjjKMfpbXYuAoau6sDCNqottsQQk54Fm4gJaGsw1ikU9KmVtrTPEo/LIwxYtDC2RIyfaDGTm+VlY9tiDROV4kHR75efW9pG39jGwHBQTiCtWnpdIxCJ3aW0nagMuZEYsEvS9kWALy/URwfIv/X1hdAZm80RntqcA3kafG7xhGpH5oPIXnQCjDFASvJJVaq79LkNzimcR2uY8XEgcVicwM5nYMYslEWf6/FaG+wBgtK2TSQxl7x9BnsEFsc0ic9TKs/3fxcRbJFDffjuUw8b6z84BhjrQvIu3/2ee9iK4LNF0fRJdkSelbJS2roQPvLL9OF7DFa58mutwTa3YedzmOMj8JrqnwkKXSLrmZT8t904yTa3oO5+CL3zCHp0ROX+cM9rEUHe/ShYDHQrbaOgZu0be1kUkxdt/v9v797j46rvO/+/v+fMRZJlWTaW5QvGxkC5FDApDq7bB00excVks21IsolD6cK6KXkk4DZZJWlwN7FD0j5M0yxrkiX4t2TdZNMkELZNus2FNHFiEoiBYONCCDiBGszFsuWLNNJIczvn+/vjzIw01l2W5pzRvJ6Ph8AanZn5zvc7c+Z7PudzPt+BYeVMTENjUK5hpDrM+bzyL/+7ss89E/RTfzrouIZGeadlw9u+Xtl8ELSV5w1mFg9dzM0rBNuNUB5BKtapzeXk9/UWa9qelmk72iKLbmxw8cxM/+QCgMlg4Tm/q7M+PtuOU7kgXSwuv7e3WK98khmnxfIIUz7BaqX8v/9K3vFj0xK0Ddphg7r6sViwOGRmYPRavY4zePVIjWRY10YrZ4nuMRbxkILgbCnjZ2imba83cMYHyaWV1CdTHkEKDtZrKafKGKOEienXA0fUW8iUAzbBpfcjv92d4mX7eVvQsXyqnC3kypFXDCAW7OSzlCejJdakVGFg1KwqR0bWWvX7OTW5SZ3Kj16XNucHB9+Dl/fm9Gr2hBqdRPm2iZTqGMmpfJ/6vawWxucG5QdGORHR72XLGWAnC33qLvSXM9VyKqjfz8ot9ujQGplOsQxEUH5gYkHbpAlKXwz4WTU5gxOPhInppUyXCv74NU0n8y4fXIiM3WfUuMYpf34c4yjj5ycc/MfIfGvL+77g5F/tBcKDkzh22Pfo4H53eFCzdKKsp9CvgvUVm+R0qfR4PYWBcj36oZJOXMfyPWM+xlgnxaRipqz8Ma96yPr5MecPSSemV7InlBunfn3pRFifPzxrobSAJ5m2s4PtCd6XhcMvKfv4oyq8/O8Vf/dSQeBCkuS48gcGgmBEPn/ml6iXLrmc5Zm2pmmOvJ5Tyj33TBBwmcBl9cZxg8DhQL/87m6pFGiJx2Wa5shZvHTmGuw45WCsHFeKxeWc1SanpaVyu3Jwc+RLoMfkxoLsusxAZXA2Hg8ycE+dlJnbMvr9Z5BxnCBodKaZZYgG15GyA8FxVDZb+V6NxaSCFwRXY8VaoJ4XZL52Hql8nHy+uDq9FwSK5rXKaWuvDGSZIGhr84VyXdjS591pniuvL6Xcv+0LLtMeUpfZaZ2vwqFfK//ir4ISA6Nk2sorDKv1XCEeZOL7Pd3D6mU78+bLmX/WiPsffyCtzMM/VO6pnwe/F8vmmIZGeSeOVy6uVro6oxjgLgXKbClQXOxDvzcVtHekfUM8IRXy8vtSQbmCQiH4zCm4Etn6Ix+nmaGZtgMDk9rvBGVfJO9YZxAgnuWZts6ChZUnFIr7VjvQP+zkxXhMY1NQyicxtYUXnXmtyr/4K3mdR+S0zp/SY4zEljK5XVfKZsqlM4YpLYZWQxnWEz6afcMb3jDhTM/9+/dPuUGzWdYvaMDPKenEtTd1UFc2n6cmd/DN3udlyrX13GLAQQqyWM60fqYxZkoZUq6CbLVa0uI26pXMcWUSwxeXGUkp07bPy6jPy5SzhYKDVOnZ/leU8vpn9NKnBhNXxo5+cG2K5RH6vaxa3Sb1+9liyYzhX7Sl901pIZ3uQlon8r1qcpLlA+/R6hKe7vHUr3Re4+LywmknCr3q93NalJinU5ljOl7o1dLkgmH3ezV7QqlCvwrydTyfUqq8GJhVxssp7eXkFksTDF3srpRpm7MFNTkTu8wyCNS76i6k1dY4OKFvchNBaYtxFqIykrwxTqaczjFk2tYCV0YZP6f5sTnjb4xRefIVL+5nHAVXbCRqMBvBNe6wIOjgfndkRkbdhbS8URYDG0/MuDpR6NUFjYuH/S1p4ur1BpTxczrY/7pez52SkfSG5nPVnmiVNHiVzVganYQODrym32+9bMTvqOw42bpNTlJd+Z7i1RDj6ysMnwCnCv3KW+p8zxb+QFo2n5N3skuFI68p+8Sjip2zshwU8E+dKC84Zlw3yPQ6LRgxZcUVoKelxl2EOY1Nsr6v/C/+TbaQlzPBTFsV8vJOdAWBzWJ9TmOM3PYlM9vgUnkEPyiPYIyRu2j4fi3YBwVlFCZfHqFYS9P3KgIBphzMzcgp1rCsumIwWhphQRvUHifYb6mYuW6GvFeDRZKC8gCmobH8ver3p1V4+UWZOYMLDdt8vphpGwQi3QVnjfBcpRMehXK98NJ7yCSSUj4v7/hRyalM2jHNc+WfOK78L38RlDYYbSGyXLZ4lcPY5RFsX++w/aqJx0f8HEuSf7xLhVdfUmz+wmChtXRfsKBTQ4NsT3ew8F6x/nbp6gzjxoKszeIl6TaTkczg7X5fbxAcHeEzVK6x29crmy4GgUtJPeXknpEybd0gM9pa2UymYiwnJOYGi5HVUPBuqpw5lYtkm3hcNt0XZDfnspMLeLvuGX3vOPMXDNZ9nk7FK1dK74eg7MMIr8uY4Coia4PPYQ2YcND2+uuvL/87k8noC1/4gi655BKtW7dOkvTYY4/p2Wef1a233jrtjZwtSpeldxf69XD3s8r5BV0z//Ly37sL6XKAyZWjjJeTtXZIwGvqkiautvhczXEn98Y8Kz5XeTtCHZwImxtr1MuZ42r0EmNeFl9Syqg9WehTxs9XBHnmuo16svcFSdLieOtMNVnGGJ0Vax41aFtaoCtrC5ofax0MMI+Q2ZS1wWXApaDoa7mT6veyakuUApp2QkHbnkJaPzj1tF7KHNO7235XxhidyPfKypYDlidHubz3lexxFeTLSDqR71VvYUAxE5Ojgvr9jDJ+rlyqojAkYFqq3ev5BbVOYuG9RfF5OlVIVwRSG52EThWDCWMFWOPF7OOJmus2alFi3oTq3yI8RkZt8Ra1ErQ9I23xueVFuhzjyJMnM/GpQ2S0xVuGlYUZb78bZNqmVbD+pMsjlJ6z1xt5IcSkE1N3oV+/Hjiibx5/vBgc9tXkJstB27HqcZfMdRt0LJdSr5dRS6wyozdTrKk70uKWJY1OQicLferMdWv4UvCVHBn1eMPr8B7JBTXRqOk4S+Tzsv39QQZMS4sKL72o/K+fV+KiS2WtDWo9lg5yXDfIWDstGDFlpfIIdRAYcxYtCRbdsnZitQQdR9b35R/vks1m5FRzkajTyiOMt53M5PcHpRXFy/8uiQcrxcuY8AKmpUxbzArGKS5SlC9egp847VgqkZTtT1cElbxXX5af6g4yU6Xg85DPBZm6owQiJQW3+75soVDOVq0QT8g7eUJmztzKNhojZ9FiFY69rsGSDKe9jlgQDFVhjIX/StmUk9mvuq78dK9MLBHUfO05FSxYFY/JJBvkZzMqdL5ePnnnHe8KTti5bkXQ1k/3BZ/p0u19vcHneIx9g59KFctQaDC71voKIsbD72dcNxjHQkHKTi7TViqWiMgM1Ed5hNOVsrBT3cWSNrU3tz+d9QoyyaSM7wfv+97ekT8bxfIItZRhPeHR2bZtW/nff/Znf6a/+Iu/0Kc//elh27zyyivT17pZJm8LSntZ9fkZHc/36mepg7qi+VydFQ921MfzxVo5xsgt1mMs1ZCbSPBxLI4xOqehbdL3mzeJwFlUxIwrX/6EsyFLmQEn8r3K+fmKFbDbE/PUrnkz2NpBpffBSEoLdEnFWruFYIG0ke6T8SqzyV7PnlTWFtRQzpZzxl0AR5JeyZ7QqUKf/i39stbMPV/nNS7W0VxPOcARM65ez54adj9rrQ4OvKYmJ6GC9XQoc0zZYhaWY3ylvawG/Gw5aOtpSNDWBGUggqytib/nm9xkRda6FAQjjvjd5QD2aIIFdiYetE06cZ2dHOFsOiLFGMM4TYNSlr00mGk7WqmZKGt2G9TsNgxbzGK8/W6/l5VnvTH3IeM+5wiSTlxZP69He55XTyGt32hcokOZY+rMDe5T+7zMuBm+TU5S3YV+nSz0Dgva7ut9US9nu7QyOfp3f4OT0ICfU6owMG6RmIQTG1YSx7e+Dg68PuErI1AD8nl53aeC2owtrfL7epV76okgaDvQH1zGW1q4xnGDWo8jBSOmwMRiMs7YB/WzhUkmgwW9+vsmFowsBn+840eD+EU1A5jlhcjGCfyUtpsqa6XEafsSNyabTssZJSOwKopzU8wSbrDfCha8ylfUUJYkp6lJ3qkTFVcOeN2ngkvISydLHCcojVA6oTBa3fjiyZbg0v/hJeWclhZ5rx5W7LzfGP63pibZE3ZYXfHB11EsRzDO85eDUxPcZwQLVPXIWXa27KuH5XeflJ86JRNPlB9vYPf3ytvbfE4m2TiYLV8sj+D39RbrAhfLI/Slxj43HIvLO3k8CO467uCJkmBxhZFPr7vBSR2bywa1cKcQtLUD/UHpkxoJ3k0bx5U8X35Pt6zvTz5LOYqKpUKs70m5fHDyYZRM29J3Wq1kWE8pEvjggw/qySefHHb7n/zJn2jNmjXatWvXGTdsNsr7BfX5GZ3M98ooyFp8NPW8/uisN0oKslVKWTWloG3KGwjqe86GD1IVNTlJ9Xj9k7o0+mS+N1gILIIBCUdGOZtXo5NQ3ARBxnSxtuDptQTTfrbiQD/rF1Q6GSAFQcqTYyxkVnI40yXJKuvn9XD3s5ofa9aruePlg/NGJ6HXcyflnxbEOVHoVWeuRy1uowb8vLryKeWtp2aTlDFBuzN+vhxQ904rj+DLyh8n0DoRTjHTeLySIHHjlldOBzA6UywlU2s1bafKNY4K1p+W/dHpYsaVJ1+vZE+oPdEqY4wa3YRey56UtcH+Ogjajv3dX1p880S+VysbFskvLp6W8fN6pOd5zXGSY570DercG/kaf1zjJqbuQlon831qdBNqdBI6nu9VVy6lFrf2TvBiZDafk/f6K7KZATnzz5JjjLwTx+UP9AeXruay5cssjevKFjz53cNP4E6FmTdfsebRT6TMNu6SZSOv6j6CIPjjyevqqvrCKaYUtBwv8HOGQVt3+Yrhl3Abo9j5F458eXi1lOofYnZw3KBG7bEjwX6ueJl/iWlpVaypueLEiM3nJHfIoqKuE1yWP9pCR+XnKmbaep5sqntYCRnT3KLY+RfKxEc+8eksWx4EFEfiuhPef8j6Ez7RY9ra5Tqx4IjMSv7JE/J7e8ufQffscypet1EQ/Cxn5JfKI/SlZGLxipITY00zTDIp/+Rx2WxWJh4bXIjMjhG1LdUcTqdlC5MPwJmGBvmnThYTeetjbltSurrB7zkVnJCrkeDlqIwpLiDoSp4r62VGr6FsTPlzWSsZ1lP61m9sbNSjjz467PZHH31UDQ1VvFynxuRskB35evaU4o6rtniL9ve+qOP5lDzr67XsSTUWF1IqrdIdlEygfuZkzYs16VS+T8kJZmsaGeXGWT07TMYYZf2C5rgN5cXk+ryMTuR79cUjP6xYhbzfy1Zcun96rcFS/dexsga8cvZUUssS8/VM/2HteO3beiVzQnOKmWNNTlI9hbSO5Lor7vtK9oTSXkbNboOanIQGvKzyfkFxx5GrIBCRt55cOXLlVJRHKC3+M13jMJHPTcy4yvr5SAbrgagxxtTN91Fp4caZ+l4wCkoYlBYqC/ap/eVatxk/N25flw4yuoqLmu3v+3d97tXv6t7Xv68j+VPlUgtjiRW/X8bbBzY4cXXle7TjtW/r/3v9+0oV+vVq9oTSfqb8vYDaZ/N5eUdeCw68k8niauoZ+d2nBmvflbIhXTcIJJ7oOvN6tiquJTANj1MrjDETX7zNcWV9X3YgXblQVzWUgpbjXNpczkidYuDWuLGRLwOPx8MNqBinXNMWs4DryOZzKrzysqThWevDPpeuK7+nW87QE0rFqwxKAcpRlTNtC/JTPcM+78FzjX6linGcUfeJ5XaP93mzmlR5BOM4g8HPmKvC4UNBRnKplnksLqdpTsWPcQYXAlYuF+yr0ukhJ1uKJ3TGaKpJBOUYrFdcnLGcaesH9xulPIK8gvx07/jlW0Z6zlg8CIpH8/B/5lkbnHStoYzTUTmuVDq54rrBuBa8ERfpM6aUgV47weopnbb80Ic+pA984APav3+/rrrqKknS448/rl27dukTn/jEtDZwNsn7BaUKA3otd0KNTkKtsTl6MdOpw9njweJQfkbNTnDg45ogaNtT6B93ISUM1+w26DfnLJ/UataFiGeQXdJ09pD3QVCX9uVsl47le3Q0112+zLfPy5TrLzrFIGnjkEtXEyamjJ/TgJ8bVlKg5Fi+RyfyvZoXa1Kjm9SK5ELlbEFz3QbNKZ5YmOs2qDPfrUdTz+ldC3+n/GX9UuZY8NzGUaOb0LF8SkZBllbB5JX3vWBxIycuI6nfz8kWv8UdBZl8dtwLdSfmnOTCcR8rblydsnm5ER57ICoublw2pfqutShmnEnVu56sFQ2L5GgwCBLU4e7T8WLt8F5vQEsS46+qmzRxvVYsVfOr/iPq8dJanGjVwvjcCZ2ManSSxe+NsbdtcRuDWunW6qVMlx5L/Uq9XkZGpnwyEbXPyAYrLhczj2wiIZvLyu8+Wc6uKgcLiguH2XTfxIOPmJpixp6fGZCpdoJMuVbtOJ9zY4olFGbXd4RxgqysaZqaImTGCbIzCy//u0zT+FdkGjcmv/uUYitWDXkMRzaTDUomjPW+MMHnNv+rX8pP90rTvZ/0vHJt2VHFY0EwawolVUxDo7yebimfr1iEbYx7lEsV2EJ+SJ3UUoBs9DaYeFJ+f3+wOFQ8PniixJb+M8J93ZhsoVgv90yyReu1/Inryvb311TG6ahcN6hpa4xs8d/yCjIj1X93Bk8i1EqG9ZSCtrfffrtWrVqlu+++W//wD/8gSbr44ov193//93r3u989rQ2cTYJLIY+rz8uoyUnIMUZGRi8NHFOz06ABL6e2Yv3ActDWI2g7VZMJ2ErDywxETaLiElejVKFfJ/N96sqndKIwJNN2SHmEmHGU8gZ0VmzwizbuxDRQ6Ffaz44atH0le1z9flZLnSBgkHTiSmr42eHF8Xn6t76XtKb5fK1qbFfeenph4IjmFrOugvrCwWUtjkzxfV0ol6Eo1cgcfFVBxnPjNNVHnEjAIl4MYpey3QCM7kzrq9eSYJFCf8aO00//Xi8934lCr9KFjHLWm9B3UpOb0NF8t3q9AR3KHtX82BzNncT+rKlY5mC85zLGlGv0LrB57U39SkknNqnnQi0YcomhSgc0Rt6pk8MuES+vFp7PTX8wApVKl1lnBuS0VGethbLiyZoJbFhcFGmWHbMYR7aQq3pZCswQ15XN52RTPTKt458YNXNbZEqBxKGPkc3IZvrHfl84juQYZR5/VLK+3CVnT8MLGNK25rnjnsQxsXgQXE5MbjFyqVjzNTMwiX28DWr99vXK5nIyjYOlk+x4QdXiCUKZYnbx0PIIVqOXR/C9YNGzKWaLOq3zxy9zMUuZeLy4IF/tZJyOxpnbIlsKwBbr9Y4ayDeOrPVrKsN6ykdf7373uwnQTlLcuOop9Kvfy5azIue6Dfr1wBEtTLTIky1fCukWa8x1F9LBuSUu3Z5RVqWgbW0EJBLG1bF8qrx4WmexREHeesoOWYAtZlydKPTp7OSCIfeNKVdc4K50kuBX/a9rjtugZcXtDg0clStn3LNPLbEmHcun9HDPs1rR0KbO3CmdzPeVH1cK9od+aYE9OSrIOy1oO1iWwiiowTuvivURS+URnEnUPwYw+8WMq5zvqVrpVaX97fFcSq/kjqthguV9ggzdfj3d97J6Cv1allgw/p1Ou3+fl1GjO/GTZQtjc/XrgU7FHVdLJlCCATUkFgtqEQ69BD8ek991dHBRmZJieQTl89W/ZL/OlOdj+cK0lKKY5JMHWW/jBW6NCRYlqvGD/2GcYjC61jPRECidAMlm5Exgv+U0z60sjVB8DJvLyk+nxwx2GWMUO3vFmbZ4VO5EFuiLx2V7U3IaJ7+PLtd89fyJvf+tZHM5+d2ngv4tZTkaE3xPjHCpevm5XLd4yXpBamgonyiy1tdoUdvSftGm+6ZUHkGSnHnjB+5nrXg8OCFVQxmno3Ga50qlz6njBCeZvZHLI5S/02oIkcAqSpiY8sUsw1KGTUusSd2FtJ7vf7ViVzRYHiFdSycBaphV1kY703aouBPTyXyvugtpLYjP1avZE7LWKufn5dnBxdRaYk1qjTVV1EUMFq7x1OdlJEk9hbS+efxx7U09Lymosfhi5qjmxib25b40MV/P9b+q5/pf1SvZE8ravBqG9OPC+NxyJlYps9aznmJyFCu2pVSWwhijBbFmtVYxgOoYo7Pic1lIB0CFmHGVtfmq1vBNOjG9kDmi17On1BKb2D6p0Uko4+f0y/5XVLDeaVdljC/uxNQaa5rUPtAYoyXJVhkF5Rkwi8QT8nsrg7amoVHesSPyj3fJDM3WKpZHUD5PeYQqqvrB9QQX4jLGyM7WTFuvMOGFnBBtxg0WIpPrTvmzFNTM9GV7U0G5hQgz8UTweqeQAGZi8WAfP1496xLXkR1Iy+suLu5V+sy4bpDNOt6+oVS7trhQVPm2MeNrRv6ZlkeoUyaekMZZIK4WlYP5o2ba1t7iklNKK/Q8T//jf/wPfeMb39Dhw4eVOy2l/OTJk9PSuNkm5sSU9fMVi5o0mLgyNq9UYUCNQwJdJlizUQN+ThRRmnlGRhk/r7NitbFqcZAtW1DG5rUo3lJcvCYTnBSwnmImyJhqdhvKl7OWGBO8A9PFoO1jqV/p5WyXrKxyfkGvZU+qp9A/4eypJjcpk5ce7n5WTW5SMVM5CWqNzVGr5kjWFk9GeCoUM21NMYgbGzLhOadh4Zl1zhQsT1b/OQFEW8w4yvi5ipNQM63RSaqnMKBeb0AL44smdB/HOEEN3MLAlNt6TkPbpO8z122kNMIsZBIJ2a5TMksHL+M1DY3y02mZfF4mMSQju5Sxls9VP/uzDtl8TmZOCPPUUgBlvKClKWakTiGjL9LKr2t6SnchZK4rv7dH7pJlU38Mx5UtZOVnM0MW24omUyo7MNWAppEmHItw3WJd2mMVZSOMG6tcxHI0MTcIImrIcxbXOhk9aGxl+9MTq7uNSrG47EB/2K2YIWb0QL7jjLswXtRM6ZThHXfcobvuuksbN25UT0+POjo69I53vEOO4+iTn/zkNDdx9kiYmFJe5UGVMUYJ46q7kFajk6y43cjIs3bGVq7GIEdGWT9fM7WDEyamPi+jhHHV5CQ14Od0opBS1s+XA6JjsbLq8YKVvx9L/UrzY3PUXUjr9dxJvZI5rrwtTCrreElivv49c1SvZk9o3hgH8Y5xijUirRwTlF/wi/VuASBKSqVT3CpelNTkJNTvZ2VlJ1STu8SVo5OFPq4YwBkz81rlrlhVsWK5aWgI6hrmchV1EU0pI8ra2XdJfATFlq2Q29Ze/ScuZdCOl1FojKw39iXQNck4E3v9qAkmFldsxSo5rZMrJVTBcYo1M6OfWW6SDYqtPG9Ci66NxF2ybMIBbuPGZAf65XUeqSyZU8y0HW/f4LYvlbv07NMybccpzWJVLqVQ65f4V1u5pu2sZCUz8nvClBfNrJ2rJ6bU0q9+9au677779OEPf1ixWEw33HCDvvjFL2rr1q167LHHpruNs0bCCYK2TU5lIfB5bpOO5XtGXBSqYL2qXppZr0p9XCs7+6QT14lCn+a5TcVyBwWdyPeqx+tXbkhN29G4crS356B2Hdmt7kJayxILlLUFHc4e168zR5ScYC3Foe1pcOLqzHWPmXlV6t6hJyKMndiCYQBQTa6cYCHQKtY6b3ASOlXoG3aFxHia3KROFHonfT9gGGPknLZKuHFjxRqQ2cpMW1SVaWwcshp7FZ+3FEAZLzhVykiNeBBrskyppi0Lkc0azpzmMzrmM8UFsKa6+FW1Oc1zp14KIpGsLIszFteVn+6T15eqXCDNdSeU7WvicZlSHdzTA7Wjtd9oMMCLyYnFpEK+pjJOJ2f097ydyHdahEzp26ezs1OXXXaZJKm5uVk9PT2SpP/4H/+jvvOd70xf62aZuHF1ceNSzT+tXmdrbI4ubFw64mWNeVuomezPWrY0OV+rGkLIXpiihBPTRY1L1RqbU/4SPprr1iM9z0lm+Krkp1uePEsJJ6a44+rcxnYZY5Q0Mf0i/bJey56ccC3FoZYmFmhVw6JJBzjOa2zXYhayARAxxhhd3LRMZ8Wax994mjjG6IKGJWqPT251+LZ4iy5oXMIJsBlyzz33aOXKlWpoaNDatWv1xBNPTOh+999/v4wxuv7662e2gdVgFBzcnZ4pZTX+AlWofb43fk1XY2Tzsy9oW8q0jXrtUlSREwRtg5qZsyyz/Ey4ruQVZDMDlXXR3ZiUm8QihUMzbX1/7O8YNxaMA1dtTpopXilTSxmnkzJW3dpCoSZOuJRMaYTOPvtsHTlyRJJ03nnn6V//9V8lST//+c+VTE7wTEydanSTw850GWNGzLKVVPUsn3oVM+6kF28JW9OQ91LSxPWrgSP61cARLU2MvwpmsPDMHLXG5gwuiuc2qivXq15vYEp1Cp0x3sfDDX75Jp042eQAIqnBScipciC00Z38c7rGUaNDBuRMeOCBB9TR0aFt27Zp//79Wr16tTZs2KBjx46Neb+XXnpJH/nIR3T11VdXqaUzy8xtkYnFh2drJZMyc6p3YgPhMA2NMo1jn9A3yaRMIjH7srFjseB1NXAlA4pcR9bzaybTtlqMGysuTlmoqHNuGhqCrM74xPcN1tqg7EEpYDtKpq0pBoo5eThFieSUS2dEmWmaIyVH32ebxvG/06JkSkcib3/727V7925J0p//+Z/rE5/4hC644ALddNNN+tM//dNJPx4ZDCOzssr7Hpm2GFeTm1BXPiVXZsoH7nNjjUp5QTHymc7W4msVAFAL7rrrLt1yyy3atGmTLrnkEu3cuVNNTU3atWvXqPfxPE833nij7rjjDq1ataqKrZ057oKFcpevGHZ7bMmycOqsoqpiK8+T0zL2FQAmkVT8gotmXU1b47rB6xojAIA6U860nYWZ5WfCdWULnqTKkoMm2VDcN0y0r4yKxWqL/x/vOQsk2k5RbNlyuQsnvxht1Llt7YqNUYs5tmKVnHmt1WvQGZrSt+qdd95Z/vfGjRt1zjnnaO/evbrgggv0h3/4h5N6rFIGw86dO7V27Vrt2LFDGzZs0MGDB7Vo0egrJ8+2DIaRuHKUtXk1mVl2xhrTrsVt0sn8MZ3bMLHVxkcSM64SJjbjNRHnug01UzsYAFC/crmc9u3bpy1btpRvcxxH69ev1969e0e936c+9SktWrRI733ve/XTn/503OfJZrPKZrPl31OplCTJ9335VarV51ur4uGxqA4YDl/0f5jo//DVzBgYE8QRPU++G5tV8cIzGQPruvIH+qVE4ozG0BojayXfK8j3ggWs7SjHjtaNyeZzwXOfwXNGRc18Bmah8hyomOVdjfnXRJ9jWk6Frlu3TuvWrZvSfYdmMEjSzp079Z3vfEe7du3S7bffPuJ9hmYw/PSnP1V3d/dUmx5prnGU8fNk2mJcCSem32haesaPc07DwmlozdjaE/NGLyYPAEBEHD9+XJ7nqb29MpO0vb1dzz///Ij3eeSRR/S///f/1oEDByb8PNu3b9cdd9wx7Pauri5lMplJtXmq8j0p9TU0ycSScmdZpmSt8CX1OTFZTfFSSJwR+j98tTQGXnOrJCsnlpxVhzVnMgY26ciLJ2Va58t1h6/VM+E2NMyRjJQ51iU7kFZ/Y7NMolHOCI/pz5krm89Lc+Nn9JxRUUufgdnGWiN/TovSPalgDKyVM8P1fnt7eye03ZRnZV/5yle0c+dOHTp0SHv37tWKFSu0Y8cOnXvuuXrb2942oceoRgZDJLIXfH8wdD+JeiuOHOW8jOJyqNNypko1cejH8DAG4aL/w8cYhI8xCI8drFEXpeyF6dTb26v//J//s+677z4tXDjxk6BbtmxRR0dH+fdUKqXly5erra1NLS0tM9HUYXKFrDKZfp3lSo7h8xEGX8EVvvO9PAfrIaD/w1dLY+D19Uiycs86K+ymTKszGgMj+Q0JmWRCxstPvQ3ZfslatSxcKL83ob7+XinmyIkNb5Gfz8p2n5JJJOR41fm+nEm19BmYbWwhJz+dUtO8FsXchNra2mY8aNswwVrpUwra3nvvvdq6das+9KEP6W/+5m/keUHtktbWVu3YsWPCQdtqZDBEIXvB93019ku+dZSMT/wg4qx8XLFCXI0FiST5M2SleLoYOedgJByMQbjo//AxBuFjDEKzIBtXXml1551IZS+MZeHChXJdV0ePHq24/ejRo1q8ePGw7V988UW99NJLFaXCSsHjWCymgwcP6rzzzht2v2QyOeJCvo7jzHg/lZ/LGBkFB4scKIan1P+MQTjo//DVyhj4xUKrUW/nVJzJGDgLpuGqzWJJW6f4pWSsHf27yY3Jy2dlGhtnzVjUymdgtinlWDrGyBhTlTnYRB9/SkHbz3/+87rvvvt0/fXXV9S3XbNmjT7ykY9M5SEnZCoZDFHIXvA8TwPHpd65vpKJiQ98wjZpnp9U1uUje8aslWSUnWe4ND8sjEG46P/wMQbhYwxCc3Igr/iCOWrNtkYqe2EsiURCV155pXbv3l1e9Nb3fe3evVubN28etv1FF12kZ555puK2j3/84+rt7dXdd9+t5cuXn3GbAAARwHnfGWQkW7pSOejo0dZDMTFXyuWCxeGAWWpKQdtDhw7pDW94w7Dbk8mk0un0hB+nGhkMUchesNaqnL4wiYPEmIkp5lBXbNoYM/iDcDAG4aL/w8cYhI8xCIcJDrqilr0wno6ODt18881as2aNrrrqKu3YsUPpdLq8FsNNN92kZcuWafv27WpoaNCll15acf/W1lZJGnY7AKCGxWfXAmSRYiTJylpf8m35hPuI3Jjk+zIjxHuA2WJKEcFzzz1XBw4c0IoVKypuf+ihh3TxxRdP+HHIYAAAAEBUbdy4UV1dXdq6das6Ozt1xRVX6KGHHiqX9jp8+HDVkgAAANHgLiXuMHPMkCxbW75pxC1dV7GLLpXhexiz2JSCth0dHbrtttuUyWRkrdUTTzyhr3/969q+fbu++MUvTvqxyGAAAABAFG3evHnEZAJJ2rNnz5j3/dKXvjT9DQIAhGq0y/UxDYqZtrJW1vfHzrSVCNhi1ptS0PbP/uzP1NjYqI9//OPq7+/XH//xH2vp0qW6++679Z73vGdSj0UGAwAAAAAAQL0zQXlJa4feBNStSQdtC4WCvva1r2nDhg268cYb1d/fr76+Pi1atGjKjSCDAQAAAAAAoI6VspjLgduxM22B2W7SKayxWEzvf//7lclkJElNTU1nFLAFAAAAAAAAJBWDtv7gou5AnZpS3YGrrrpKTz311HS3BQAAAAAAAPXImMEs23KJBKK2qF9Tqml766236sMf/rBeffVVXXnllZozZ07F3y+//PJpaRwAAAAAAADqhJVk/eL/RcwWdW1KQdvSYmN/8Rd/Ub7NmKBgtDFGnudNT+sAAAAAAAAw+xkjyRbL2frFbFuitqhfUwraHjp0aLrbAQAAAAAAgHpWrGc7WB4BqF9TCtquWLFiutsBAAAAAACAulXMqrU2WITM2mL2LVCfphS0laSDBw/q85//vJ577jlJ0sUXX6w///M/14UXXjhtjQMAAAAAAEAdMDptITKybVHfnKnc6R//8R916aWXat++fVq9erVWr16t/fv369JLL9U//uM/TncbAQAAAAAAMIuZIZm25fIIZNqijk0p0/Yv//IvtWXLFn3qU5+quH3btm36y7/8S73zne+clsYBAAAAAACgDhgTBGt9Wxm4BerUlDJtjxw5optuumnY7X/yJ3+iI0eOnHGjAAAAAAAAUEfKSbVk2gLSFIO2b37zm/XTn/502O2PPPKIrr766jNuFAAAAAAAAOqJqVyEjExb1LkplUf4oz/6I33sYx/Tvn379Nu//duSpMcee0wPPvig7rjjDv2///f/KrYFAAAAAAAARlVKqh0SsDVk2qKOTSloe+utt0qSvvCFL+gLX/jCiH+Tgg+X53ln0DwAAAAAAADMfqYyy5aALerclIK2vu9PdzsAAAAAAABQr4wU1LP1ZS1xJ2BSNW337t2rb3/72xW3/Z//83907rnnatGiRXrf+96nbDY7rQ0EAAAAAADAbGckq2KmbdhtAcI3qaDtpz71KT377LPl35955hm9973v1fr163X77bfrX/7lX7R9+/ZpbyQAAAAAAABmsVKmrW9F1BaYZND2wIEDuuaaa8q/33///Vq7dq3uu+8+dXR06HOf+5y+8Y1vTHs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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"PnL makers γ=0.01: ['4409', '4499', '1635', '-2600', '-3960']\n",
|
||
"PnL makers γ=1.0: ['300', '-918', '47', '2267', '433']\n",
|
||
"Todo cargado\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Cargar engine y simulador\n",
|
||
"%run /home/lucas/fn_registry/analysis/estudio_mercados/notebooks/01_matching_engine_fifo.ipynb\n",
|
||
"%run /home/lucas/fn_registry/analysis/estudio_mercados/notebooks/02_simulacion_mercado.ipynb\n",
|
||
"import polars as pl\n",
|
||
"print(\"Todo cargado\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. Exportar simulación como tick data\n",
|
||
"\n",
|
||
"Dos DataFrames:\n",
|
||
"- **trades_df**: cada trade (estilo Tardis.dev)\n",
|
||
"- **book_df**: snapshot del book en cada tick (estilo LOBSTER)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"simulation_to_tick_data() definida\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def simulation_to_tick_data(p: SimParams, book_depth: int = 5):\n",
|
||
" \"\"\"Ejecuta simulación y exporta como tick data normalizado.\n",
|
||
"\n",
|
||
" Retorna (trades_df, book_df, true_params) donde:\n",
|
||
" - trades_df: cada trade con timestamp, price, qty, side, buyer_id, seller_id\n",
|
||
" - book_df: snapshot del book en cada tick con N niveles de profundidad\n",
|
||
" - true_params: los parámetros reales para comparar después\n",
|
||
" \"\"\"\n",
|
||
" rng = np.random.default_rng(p.seed)\n",
|
||
" fund_prices = generate_fundamental_prices(p)\n",
|
||
"\n",
|
||
" engine = MatchingEngineFIFO()\n",
|
||
" makers = [MakerState(maker_id=f\"maker_{i}\") for i in range(p.n_makers)]\n",
|
||
"\n",
|
||
" # Acumuladores de datos\n",
|
||
" trade_records = []\n",
|
||
" book_records = []\n",
|
||
" hawkes_excitation = 0.0\n",
|
||
" trade_seq = 0\n",
|
||
"\n",
|
||
" for t in range(p.n_ticks):\n",
|
||
" mid = fund_prices[t]\n",
|
||
"\n",
|
||
" # Makers requote\n",
|
||
" for maker in makers:\n",
|
||
" for oid in maker.active_order_ids:\n",
|
||
" engine.cancel(oid)\n",
|
||
" maker.active_order_ids = []\n",
|
||
" quotes = maker_quotes(maker, mid, p, t, rng)\n",
|
||
" for q in quotes:\n",
|
||
" engine.submit(q)\n",
|
||
" maker.active_order_ids.append(q.order_id)\n",
|
||
"\n",
|
||
" # Takers\n",
|
||
" lam = max(0.1, p.n_takers_lambda + hawkes_excitation)\n",
|
||
" n_takers = rng.poisson(lam)\n",
|
||
" tick_trades = 0\n",
|
||
"\n",
|
||
" for taker_i in range(n_takers):\n",
|
||
" order = taker_order(mid, p, rng)\n",
|
||
" trades = engine.submit(order)\n",
|
||
" tick_trades += len(trades)\n",
|
||
"\n",
|
||
" for tr in trades:\n",
|
||
" trade_seq += 1\n",
|
||
" trade_records.append({\n",
|
||
" \"sequence\": trade_seq,\n",
|
||
" \"tick\": t,\n",
|
||
" \"timestamp_ns\": t * 1_000_000_000 + taker_i * 1_000_000 + trade_seq,\n",
|
||
" \"price\": round(tr.price, 6),\n",
|
||
" \"qty\": round(tr.qty, 6),\n",
|
||
" \"side\": \"buy\" if order.side == Side.BUY else \"sell\", # taker side\n",
|
||
" \"buyer_order_id\": tr.buyer_order_id[:8],\n",
|
||
" \"seller_order_id\": tr.seller_order_id[:8],\n",
|
||
" \"trade_id\": tr.trade_id[:8],\n",
|
||
" })\n",
|
||
"\n",
|
||
" # Update maker inventory\n",
|
||
" for maker in makers:\n",
|
||
" if tr.buyer_order_id in maker.active_order_ids:\n",
|
||
" maker.inventory += tr.qty\n",
|
||
" elif tr.seller_order_id in maker.active_order_ids:\n",
|
||
" maker.inventory -= tr.qty\n",
|
||
"\n",
|
||
" hawkes_excitation *= np.exp(-p.hawkes_beta)\n",
|
||
" hawkes_excitation += p.hawkes_alpha * tick_trades\n",
|
||
"\n",
|
||
" # Book snapshot (estilo LOBSTER: estado completo tras el tick)\n",
|
||
" bids = engine.book.depth(Side.BUY, book_depth)\n",
|
||
" asks = engine.book.depth(Side.SELL, book_depth)\n",
|
||
"\n",
|
||
" record = {\n",
|
||
" \"tick\": t,\n",
|
||
" \"timestamp_ns\": (t + 1) * 1_000_000_000 - 1, # fin del tick\n",
|
||
" \"fundamental_price\": round(fund_prices[t], 6),\n",
|
||
" \"n_trades\": tick_trades,\n",
|
||
" }\n",
|
||
" for i in range(book_depth):\n",
|
||
" record[f\"bid_price_{i}\"] = round(bids[i][0], 6) if i < len(bids) else None\n",
|
||
" record[f\"bid_size_{i}\"] = round(bids[i][1], 6) if i < len(bids) else 0.0\n",
|
||
" record[f\"ask_price_{i}\"] = round(asks[i][0], 6) if i < len(asks) else None\n",
|
||
" record[f\"ask_size_{i}\"] = round(asks[i][1], 6) if i < len(asks) else 0.0\n",
|
||
"\n",
|
||
" book_records.append(record)\n",
|
||
"\n",
|
||
" trades_df = pl.DataFrame(trade_records)\n",
|
||
" book_df = pl.DataFrame(book_records)\n",
|
||
"\n",
|
||
" return trades_df, book_df\n",
|
||
"\n",
|
||
"\n",
|
||
"print(\"simulation_to_tick_data() definida\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Trades: 235941 filas\n",
|
||
"shape: (5, 9)\n",
|
||
"┌──────────┬──────┬──────────────┬────────┬───┬──────┬────────────────┬─────────────────┬──────────┐\n",
|
||
"│ sequence ┆ tick ┆ timestamp_ns ┆ price ┆ … ┆ side ┆ buyer_order_id ┆ seller_order_id ┆ trade_id │\n",
|
||
"│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n",
|
||
"│ i64 ┆ i64 ┆ i64 ┆ f64 ┆ ┆ str ┆ str ┆ str ┆ str │\n",
|
||
"╞══════════╪══════╪══════════════╪════════╪═══╪══════╪════════════════╪═════════════════╪══════════╡\n",
|
||
"│ 1 ┆ 0 ┆ 1 ┆ 100.22 ┆ … ┆ buy ┆ 2b3fa2a7 ┆ 0c8f65a2 ┆ 8aefedd9 │\n",
|
||
"│ 2 ┆ 0 ┆ 1000002 ┆ 99.79 ┆ … ┆ sell ┆ 331bcf41 ┆ 0440eaee ┆ 14b1f4b8 │\n",
|
||
"│ 3 ┆ 0 ┆ 2000003 ┆ 100.22 ┆ … ┆ buy ┆ f4a87e0e ┆ 0c8f65a2 ┆ 76172dc9 │\n",
|
||
"│ 4 ┆ 0 ┆ 3000004 ┆ 99.79 ┆ … ┆ sell ┆ 331bcf41 ┆ 0cda8709 ┆ c231acd7 │\n",
|
||
"│ 5 ┆ 0 ┆ 4000005 ┆ 99.79 ┆ … ┆ sell ┆ 331bcf41 ┆ 8b1df934 ┆ 6b01f19d │\n",
|
||
"└──────────┴──────┴──────────────┴────────┴───┴──────┴────────────────┴─────────────────┴──────────┘\n",
|
||
"\n",
|
||
"Book snapshots: 1000 filas\n",
|
||
"shape: (3, 24)\n",
|
||
"┌──────┬────────────┬────────────┬──────────┬───┬────────────┬────────────┬────────────┬───────────┐\n",
|
||
"│ tick ┆ timestamp_ ┆ fundamenta ┆ n_trades ┆ … ┆ bid_price_ ┆ bid_size_4 ┆ ask_price_ ┆ ask_size_ │\n",
|
||
"│ --- ┆ ns ┆ l_price ┆ --- ┆ ┆ 4 ┆ --- ┆ 4 ┆ 4 │\n",
|
||
"│ i64 ┆ --- ┆ --- ┆ i64 ┆ ┆ --- ┆ f64 ┆ --- ┆ --- │\n",
|
||
"│ ┆ i64 ┆ f64 ┆ ┆ ┆ f64 ┆ ┆ f64 ┆ f64 │\n",
|
||
"╞══════╪════════════╪════════════╪══════════╪═══╪════════════╪════════════╪════════════╪═══════════╡\n",
|
||
"│ 0 ┆ 999999999 ┆ 100.0 ┆ 5 ┆ … ┆ 99.63 ┆ 15.0 ┆ 100.33 ┆ 15.0 │\n",
|
||
"│ 1 ┆ 1999999999 ┆ 98.02159 ┆ 1 ┆ … ┆ 97.65 ┆ 15.0 ┆ 98.5 ┆ 40.0 │\n",
|
||
"│ 2 ┆ 2999999999 ┆ 100.559165 ┆ 2 ┆ … ┆ 100.09 ┆ 20.0 ┆ 100.91 ┆ 15.0 │\n",
|
||
"└──────┴────────────┴────────────┴──────────┴───┴────────────┴────────────┴────────────┴───────────┘\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Generar datos con parámetros conocidos\n",
|
||
"TRUE_PARAMS = SimParams(\n",
|
||
" initial_price=100.0,\n",
|
||
" sigma=0.02,\n",
|
||
" mu=0.0,\n",
|
||
" jump_intensity=0.03,\n",
|
||
" jump_size_std=0.05,\n",
|
||
" n_makers=5,\n",
|
||
" maker_spread=0.5,\n",
|
||
" gamma=0.1,\n",
|
||
" n_takers_lambda=3.0,\n",
|
||
" taker_size_alpha=2.0,\n",
|
||
" hawkes_alpha=0.6,\n",
|
||
" hawkes_beta=1.0,\n",
|
||
" n_ticks=1000,\n",
|
||
" seed=123,\n",
|
||
")\n",
|
||
"\n",
|
||
"trades_df, book_df = simulation_to_tick_data(TRUE_PARAMS)\n",
|
||
"\n",
|
||
"print(f\"Trades: {trades_df.shape[0]} filas\")\n",
|
||
"print(trades_df.head(5))\n",
|
||
"print(f\"\\nBook snapshots: {book_df.shape[0]} filas\")\n",
|
||
"print(book_df.head(3))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Exportado a data/trades.csv y data/book_snapshots.csv\n",
|
||
" trades.csv: 15.19 MB\n",
|
||
" book_snapshots.csv: 0.18 MB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Guardar como CSV (como lo haría Tardis.dev o Kaiko)\n",
|
||
"trades_df.write_csv(\"../data/trades.csv\")\n",
|
||
"book_df.write_csv(\"../data/book_snapshots.csv\")\n",
|
||
"print(\"Exportado a data/trades.csv y data/book_snapshots.csv\")\n",
|
||
"print(f\" trades.csv: {trades_df.estimated_size('mb'):.2f} MB\")\n",
|
||
"print(f\" book_snapshots.csv: {book_df.estimated_size('mb'):.2f} MB\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n",
|
||
"\n",
|
||
"## 2. Estimación de parámetros desde tick data\n",
|
||
"\n",
|
||
"Ahora fingimos que **no conocemos los parámetros** — solo tenemos los CSV.\n",
|
||
"\n",
|
||
"### Qué podemos medir directamente:\n",
|
||
"| Observable | Parámetro que revela |\n",
|
||
"|---|---|\n",
|
||
"| Retornos log entre ticks | **sigma** (volatilidad) |\n",
|
||
"| Trades por tick | **lambda** (arrival rate) |\n",
|
||
"| Autocorrelación de arrivals | **hawkes_alpha, hawkes_beta** (contagio) |\n",
|
||
"| Spread bid-ask | **maker_spread** + **gamma** |\n",
|
||
"| Distribución de tamaños | **taker_size_alpha** (cola power-law) |\n",
|
||
"| Outliers en retornos | **jump_intensity, jump_size_std** |"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Cargados: 235941 trades, 1000 snapshots\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Cargar como si fuera data externa\n",
|
||
"trades = pl.read_csv(\"../data/trades.csv\")\n",
|
||
"book = pl.read_csv(\"../data/book_snapshots.csv\")\n",
|
||
"print(f\"Cargados: {trades.shape[0]} trades, {book.shape[0]} snapshots\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.1 Estimar sigma (volatilidad)\n",
|
||
"\n",
|
||
"Calculamos retornos logarítmicos del midprice tick a tick.\n",
|
||
"La desviación estándar de esos retornos es nuestra estimación de σ."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"σ estimada: 0.023321\n",
|
||
"σ real: 0.02\n",
|
||
"Error: 0.003321\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def estimate_sigma(book: pl.DataFrame) -> dict:\n",
|
||
" \"\"\"Estima volatilidad desde midprices del book.\"\"\"\n",
|
||
" mid = ((book[\"bid_price_0\"] + book[\"ask_price_0\"]) / 2).alias(\"mid\")\n",
|
||
" df = book.with_columns(mid)\n",
|
||
" df = df.with_columns(\n",
|
||
" (pl.col(\"mid\").log() - pl.col(\"mid\").shift(1).log()).alias(\"log_return\")\n",
|
||
" ).drop_nulls(\"log_return\")\n",
|
||
"\n",
|
||
" returns = df[\"log_return\"].to_numpy()\n",
|
||
" sigma_est = np.std(returns)\n",
|
||
"\n",
|
||
" return {\n",
|
||
" \"sigma_estimated\": round(sigma_est, 6),\n",
|
||
" \"sigma_true\": TRUE_PARAMS.sigma,\n",
|
||
" \"returns\": returns,\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
"sigma_result = estimate_sigma(book)\n",
|
||
"print(f\"σ estimada: {sigma_result['sigma_estimated']}\")\n",
|
||
"print(f\"σ real: {sigma_result['sigma_true']}\")\n",
|
||
"print(f\"Error: {abs(sigma_result['sigma_estimated'] - sigma_result['sigma_true']):.6f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.2 Estimar lambda (arrival rate de takers)\n",
|
||
"\n",
|
||
"Contamos trades por tick. La media es nuestra λ."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"λ estimada: 235.941\n",
|
||
"λ real: 3.0\n",
|
||
"(λ estimada > λ real porque Hawkes amplifica la media)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def estimate_lambda(book: pl.DataFrame) -> dict:\n",
|
||
" \"\"\"Estima arrival rate desde trades por tick.\"\"\"\n",
|
||
" arrivals = book[\"n_trades\"].to_numpy()\n",
|
||
" lambda_est = np.mean(arrivals)\n",
|
||
"\n",
|
||
" return {\n",
|
||
" \"lambda_estimated\": round(lambda_est, 4),\n",
|
||
" \"lambda_true\": TRUE_PARAMS.n_takers_lambda,\n",
|
||
" \"arrivals\": arrivals,\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
"lambda_result = estimate_lambda(book)\n",
|
||
"print(f\"λ estimada: {lambda_result['lambda_estimated']}\")\n",
|
||
"print(f\"λ real: {lambda_result['lambda_true']}\")\n",
|
||
"print(f\"(λ estimada > λ real porque Hawkes amplifica la media)\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.3 Estimar Hawkes α y β (contagio)\n",
|
||
"\n",
|
||
"La autocorrelación de arrivals revela el clustering:\n",
|
||
"- Hawkes α = 0 → autocorrelación cae a 0 inmediatamente (Poisson)\n",
|
||
"- Hawkes α > 0 → autocorrelación decae exponencialmente (contagio)\n",
|
||
"\n",
|
||
"Ajustamos una exponencial `a * exp(-b * lag)` a la autocorrelación."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Hawkes α estimada: 0.9201 (real: 0.6)\n",
|
||
"Hawkes β estimada: 0.0697 (real: 1.0)\n",
|
||
"Branching ratio η = α/β: 13.2099 (< 1 = estacionario)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from scipy.optimize import curve_fit\n",
|
||
"\n",
|
||
"\n",
|
||
"def estimate_hawkes(arrivals: np.ndarray, max_lag: int = 30) -> dict:\n",
|
||
" \"\"\"Estima parámetros Hawkes desde autocorrelación de arrivals.\"\"\"\n",
|
||
" # Calcular autocorrelación\n",
|
||
" mean_arr = np.mean(arrivals)\n",
|
||
" var_arr = np.var(arrivals)\n",
|
||
" if var_arr == 0:\n",
|
||
" return {\"hawkes_alpha_est\": 0, \"hawkes_beta_est\": 1}\n",
|
||
"\n",
|
||
" acf = np.array([\n",
|
||
" np.mean((arrivals[lag:] - mean_arr) * (arrivals[:-lag] - mean_arr)) / var_arr\n",
|
||
" if lag > 0 else 1.0\n",
|
||
" for lag in range(max_lag)\n",
|
||
" ])\n",
|
||
"\n",
|
||
" # Ajustar exponencial a lags 1..max_lag\n",
|
||
" lags = np.arange(1, max_lag)\n",
|
||
" acf_values = acf[1:]\n",
|
||
"\n",
|
||
" # Solo ajustar si hay autocorrelación positiva\n",
|
||
" if acf_values[0] <= 0.01:\n",
|
||
" return {\n",
|
||
" \"hawkes_alpha_est\": 0.0,\n",
|
||
" \"hawkes_beta_est\": 1.0,\n",
|
||
" \"acf\": acf,\n",
|
||
" \"branching_ratio\": 0.0,\n",
|
||
" }\n",
|
||
"\n",
|
||
" exp_decay = lambda x, a, b: a * np.exp(-b * x)\n",
|
||
" try:\n",
|
||
" popt, _ = curve_fit(exp_decay, lags, acf_values, p0=[0.5, 0.5], maxfev=5000)\n",
|
||
" a_est, b_est = popt\n",
|
||
" except RuntimeError:\n",
|
||
" a_est, b_est = 0.0, 1.0\n",
|
||
"\n",
|
||
" # Branching ratio η = α/β (debe ser < 1 para estacionariedad)\n",
|
||
" branching = a_est / b_est if b_est > 0 else 0\n",
|
||
"\n",
|
||
" return {\n",
|
||
" \"hawkes_alpha_est\": round(abs(a_est), 4),\n",
|
||
" \"hawkes_beta_est\": round(abs(b_est), 4),\n",
|
||
" \"hawkes_alpha_true\": TRUE_PARAMS.hawkes_alpha,\n",
|
||
" \"hawkes_beta_true\": TRUE_PARAMS.hawkes_beta,\n",
|
||
" \"branching_ratio\": round(branching, 4),\n",
|
||
" \"acf\": acf,\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
"hawkes_result = estimate_hawkes(lambda_result[\"arrivals\"])\n",
|
||
"print(f\"Hawkes α estimada: {hawkes_result['hawkes_alpha_est']} (real: {hawkes_result['hawkes_alpha_true']})\")\n",
|
||
"print(f\"Hawkes β estimada: {hawkes_result['hawkes_beta_est']} (real: {hawkes_result['hawkes_beta_true']})\")\n",
|
||
"print(f\"Branching ratio η = α/β: {hawkes_result['branching_ratio']} (< 1 = estacionario)\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.4 Estimar taker_size_alpha (cola de tamaños)\n",
|
||
"\n",
|
||
"Ajustamos una distribución power-law (Pareto) a los tamaños de trades.\n",
|
||
"El estimador MLE del exponente α de Pareto es: `α = n / Σ ln(xᵢ / x_min)`"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"α (tamaños) estimada: 0.3778\n",
|
||
"α (tamaños) real: 2.0\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def estimate_pareto_alpha(trades: pl.DataFrame) -> dict:\n",
|
||
" \"\"\"Estima exponente power-law de tamaños de trades via MLE.\"\"\"\n",
|
||
" sizes = trades[\"qty\"].to_numpy()\n",
|
||
" sizes = sizes[sizes > 0]\n",
|
||
" x_min = np.min(sizes)\n",
|
||
"\n",
|
||
" # MLE para Pareto: α = n / Σ ln(xi / xmin)\n",
|
||
" n = len(sizes)\n",
|
||
" alpha_est = n / np.sum(np.log(sizes / x_min))\n",
|
||
"\n",
|
||
" return {\n",
|
||
" \"alpha_estimated\": round(alpha_est, 4),\n",
|
||
" \"alpha_true\": TRUE_PARAMS.taker_size_alpha,\n",
|
||
" \"sizes\": sizes,\n",
|
||
" \"x_min\": x_min,\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
"pareto_result = estimate_pareto_alpha(trades)\n",
|
||
"print(f\"α (tamaños) estimada: {pareto_result['alpha_estimated']}\")\n",
|
||
"print(f\"α (tamaños) real: {pareto_result['alpha_true']}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.5 Estimar jump intensity (frecuencia de saltos)\n",
|
||
"\n",
|
||
"Los jumps producen retornos anormalmente grandes.\n",
|
||
"Contamos cuántos retornos exceden 3σ — esos son probables jumps."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Jump intensity estimada: 0.0116 (real: 0.03)\n",
|
||
"Jump size std estimada: 0.0 (real: 0.05)\n",
|
||
"Jumps detectados: 1 de 86 ticks\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def estimate_jumps(returns: np.ndarray, threshold_sigma: float = 3.0) -> dict:\n",
|
||
" \"\"\"Estima intensidad y tamaño de jumps desde retornos.\"\"\"\n",
|
||
" sigma = np.std(returns)\n",
|
||
" threshold = threshold_sigma * sigma\n",
|
||
"\n",
|
||
" jump_mask = np.abs(returns) > threshold\n",
|
||
" n_jumps = np.sum(jump_mask)\n",
|
||
" jump_intensity_est = n_jumps / len(returns)\n",
|
||
"\n",
|
||
" jump_sizes = np.abs(returns[jump_mask])\n",
|
||
" jump_size_std_est = np.std(jump_sizes) if len(jump_sizes) > 1 else 0.0\n",
|
||
"\n",
|
||
" return {\n",
|
||
" \"jump_intensity_est\": round(jump_intensity_est, 4),\n",
|
||
" \"jump_intensity_true\": TRUE_PARAMS.jump_intensity,\n",
|
||
" \"jump_size_std_est\": round(jump_size_std_est, 4),\n",
|
||
" \"jump_size_std_true\": TRUE_PARAMS.jump_size_std,\n",
|
||
" \"n_jumps_detected\": int(n_jumps),\n",
|
||
" \"jump_mask\": jump_mask,\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
"jump_result = estimate_jumps(sigma_result[\"returns\"])\n",
|
||
"print(f\"Jump intensity estimada: {jump_result['jump_intensity_est']} (real: {jump_result['jump_intensity_true']})\")\n",
|
||
"print(f\"Jump size std estimada: {jump_result['jump_size_std_est']} (real: {jump_result['jump_size_std_true']})\")\n",
|
||
"print(f\"Jumps detectados: {jump_result['n_jumps_detected']} de {len(sigma_result['returns'])} ticks\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.6 Resumen: estimaciones vs realidad"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"shape: (7, 4)\n",
|
||
"┌──────────────────┬──────┬──────────┬─────────┐\n",
|
||
"│ Parámetro ┆ Real ┆ Estimado ┆ Error % │\n",
|
||
"│ --- ┆ --- ┆ --- ┆ --- │\n",
|
||
"│ str ┆ f64 ┆ f64 ┆ f64 │\n",
|
||
"╞══════════════════╪══════╪══════════╪═════════╡\n",
|
||
"│ sigma ┆ 0.02 ┆ 0.023321 ┆ 16.6 │\n",
|
||
"│ lambda ┆ 3.0 ┆ 235.941 ┆ 7764.7 │\n",
|
||
"│ hawkes_alpha ┆ 0.6 ┆ 0.9201 ┆ 53.4 │\n",
|
||
"│ hawkes_beta ┆ 1.0 ┆ 0.0697 ┆ 93.0 │\n",
|
||
"│ taker_size_alpha ┆ 2.0 ┆ 0.3778 ┆ 81.1 │\n",
|
||
"│ jump_intensity ┆ 0.03 ┆ 0.0116 ┆ 61.3 │\n",
|
||
"│ jump_size_std ┆ 0.05 ┆ 0.0 ┆ 100.0 │\n",
|
||
"└──────────────────┴──────┴──────────┴─────────┘\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"summary = pl.DataFrame({\n",
|
||
" \"Parámetro\": [\"sigma\", \"lambda\", \"hawkes_alpha\", \"hawkes_beta\", \"taker_size_alpha\", \"jump_intensity\", \"jump_size_std\"],\n",
|
||
" \"Real\": [\n",
|
||
" TRUE_PARAMS.sigma, TRUE_PARAMS.n_takers_lambda, TRUE_PARAMS.hawkes_alpha,\n",
|
||
" TRUE_PARAMS.hawkes_beta, TRUE_PARAMS.taker_size_alpha,\n",
|
||
" TRUE_PARAMS.jump_intensity, TRUE_PARAMS.jump_size_std,\n",
|
||
" ],\n",
|
||
" \"Estimado\": [\n",
|
||
" sigma_result[\"sigma_estimated\"], lambda_result[\"lambda_estimated\"],\n",
|
||
" hawkes_result[\"hawkes_alpha_est\"], hawkes_result[\"hawkes_beta_est\"],\n",
|
||
" pareto_result[\"alpha_estimated\"],\n",
|
||
" jump_result[\"jump_intensity_est\"], jump_result[\"jump_size_std_est\"],\n",
|
||
" ],\n",
|
||
"})\n",
|
||
"summary = summary.with_columns(\n",
|
||
" ((pl.col(\"Estimado\") - pl.col(\"Real\")).abs() / pl.col(\"Real\") * 100).round(1).alias(\"Error %\")\n",
|
||
")\n",
|
||
"print(summary)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n",
|
||
"\n",
|
||
"## 3. Ventanas deslizantes: cómo cambian los parámetros en el tiempo\n",
|
||
"\n",
|
||
"Los parámetros **no son constantes**. Un mercado real tiene:\n",
|
||
"- Periodos de calma (σ baja, λ baja)\n",
|
||
"- Periodos de pánico (σ alta, λ alta, Hawkes fuerte)\n",
|
||
"- Cambios de régimen (el spread se ensancha cuando los makers se asustan)\n",
|
||
"\n",
|
||
"Estimamos cada parámetro en ventanas de W ticks y vemos su evolución."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Ventanas calculadas: 180\n",
|
||
"shape: (3, 7)\n",
|
||
"┌──────┬───────┬────────┬────────┬────────────────┬───────────────┬──────────┐\n",
|
||
"│ tick ┆ sigma ┆ lambda ┆ spread ┆ var_mean_ratio ┆ jump_fraction ┆ midprice │\n",
|
||
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n",
|
||
"│ i64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n",
|
||
"╞══════╪═══════╪════════╪════════╪════════════════╪═══════════════╪══════════╡\n",
|
||
"│ 50 ┆ NaN ┆ 187.46 ┆ NaN ┆ 38.6711 ┆ 0.0 ┆ NaN │\n",
|
||
"│ 55 ┆ NaN ┆ 198.56 ┆ NaN ┆ 27.8829 ┆ 0.0 ┆ NaN │\n",
|
||
"│ 60 ┆ NaN ┆ 210.14 ┆ NaN ┆ 18.3166 ┆ 0.0 ┆ NaN │\n",
|
||
"└──────┴───────┴────────┴────────┴────────────────┴───────────────┴──────────┘\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def rolling_estimates(book: pl.DataFrame, trades: pl.DataFrame, window: int = 100, step: int = 10):\n",
|
||
" \"\"\"Calcula estimaciones de parámetros en ventanas deslizantes.\"\"\"\n",
|
||
" n = book.shape[0]\n",
|
||
" results = []\n",
|
||
"\n",
|
||
" # Pre-calcular midprice y retornos\n",
|
||
" mid = ((book[\"bid_price_0\"] + book[\"ask_price_0\"]) / 2).to_numpy()\n",
|
||
" log_returns = np.diff(np.log(mid))\n",
|
||
" arrivals_full = book[\"n_trades\"].to_numpy()\n",
|
||
" spreads_full = (book[\"ask_price_0\"] - book[\"bid_price_0\"]).to_numpy()\n",
|
||
"\n",
|
||
" # Pre-calcular tamaños por tick\n",
|
||
" sizes_by_tick = trades.group_by(\"tick\").agg(pl.col(\"qty\")).sort(\"tick\")\n",
|
||
"\n",
|
||
" for start in range(0, n - window, step):\n",
|
||
" end = start + window\n",
|
||
" center = (start + end) // 2\n",
|
||
"\n",
|
||
" # Sigma: std de retornos en la ventana\n",
|
||
" ret_window = log_returns[start:end-1]\n",
|
||
" sigma_w = np.std(ret_window) if len(ret_window) > 1 else 0\n",
|
||
"\n",
|
||
" # Lambda: media de arrivals\n",
|
||
" arr_window = arrivals_full[start:end]\n",
|
||
" lambda_w = np.mean(arr_window)\n",
|
||
"\n",
|
||
" # Spread: media\n",
|
||
" spread_w = np.mean(spreads_full[start:end])\n",
|
||
"\n",
|
||
" # Varianza/media ratio (> 1 indica clustering, Hawkes)\n",
|
||
" var_mean_ratio = np.var(arr_window) / np.mean(arr_window) if np.mean(arr_window) > 0 else 1.0\n",
|
||
"\n",
|
||
" # Jump detection: fraction de retornos > 3σ\n",
|
||
" if sigma_w > 0:\n",
|
||
" jump_frac = np.mean(np.abs(ret_window) > 3 * sigma_w)\n",
|
||
" else:\n",
|
||
" jump_frac = 0.0\n",
|
||
"\n",
|
||
" results.append({\n",
|
||
" \"tick\": center,\n",
|
||
" \"sigma\": round(sigma_w, 6),\n",
|
||
" \"lambda\": round(lambda_w, 4),\n",
|
||
" \"spread\": round(spread_w, 6),\n",
|
||
" \"var_mean_ratio\": round(var_mean_ratio, 4),\n",
|
||
" \"jump_fraction\": round(jump_frac, 4),\n",
|
||
" \"midprice\": round(mid[center], 4),\n",
|
||
" })\n",
|
||
"\n",
|
||
" return pl.DataFrame(results)\n",
|
||
"\n",
|
||
"\n",
|
||
"rolling = rolling_estimates(book, trades, window=100, step=5)\n",
|
||
"print(f\"Ventanas calculadas: {rolling.shape[0]}\")\n",
|
||
"print(rolling.head(3))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
"text/plain": [
|
||
"<Figure size 1400x1600 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"def plot_rolling_estimates(rolling: pl.DataFrame, true_params: SimParams):\n",
|
||
" \"\"\"Dashboard de parámetros estimados en ventanas deslizantes.\"\"\"\n",
|
||
" ticks = rolling[\"tick\"].to_numpy()\n",
|
||
"\n",
|
||
" fig, axes = plt.subplots(6, 1, figsize=(14, 16), gridspec_kw={'height_ratios': [2, 1, 1, 1, 1, 1]})\n",
|
||
"\n",
|
||
" # Panel 1: Midprice\n",
|
||
" ax = axes[0]\n",
|
||
" ax.plot(ticks, rolling[\"midprice\"].to_numpy(), color='#3498db', linewidth=0.8)\n",
|
||
" ax.set_ylabel('Midprice')\n",
|
||
" ax.set_title('Evolución temporal de parámetros estimados (ventana = 100 ticks)')\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Panel 2: Sigma\n",
|
||
" ax = axes[1]\n",
|
||
" ax.fill_between(ticks, rolling[\"sigma\"].to_numpy(), color='#e74c3c', alpha=0.5)\n",
|
||
" ax.axhline(y=true_params.sigma, color='black', linestyle='--', linewidth=0.8, label=f'Real σ={true_params.sigma}')\n",
|
||
" ax.set_ylabel('σ (volatilidad)')\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Panel 3: Lambda\n",
|
||
" ax = axes[2]\n",
|
||
" ax.fill_between(ticks, rolling[\"lambda\"].to_numpy(), color='#e67e22', alpha=0.5)\n",
|
||
" ax.axhline(y=true_params.n_takers_lambda, color='black', linestyle='--', linewidth=0.8, label=f'Real λ={true_params.n_takers_lambda}')\n",
|
||
" ax.set_ylabel('λ (trades/tick)')\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Panel 4: Spread\n",
|
||
" ax = axes[3]\n",
|
||
" ax.fill_between(ticks, rolling[\"spread\"].to_numpy(), color='#9b59b6', alpha=0.5)\n",
|
||
" ax.axhline(y=true_params.maker_spread, color='black', linestyle='--', linewidth=0.8, label=f'Real spread={true_params.maker_spread}')\n",
|
||
" ax.set_ylabel('Spread')\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Panel 5: Var/Mean ratio (proxy de Hawkes)\n",
|
||
" ax = axes[4]\n",
|
||
" ax.fill_between(ticks, rolling[\"var_mean_ratio\"].to_numpy(), color='#2ecc71', alpha=0.5)\n",
|
||
" ax.axhline(y=1.0, color='black', linestyle='--', linewidth=0.8, label='Poisson (ratio=1)')\n",
|
||
" ax.set_ylabel('Var/Mean ratio')\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Panel 6: Jump fraction\n",
|
||
" ax = axes[5]\n",
|
||
" ax.bar(ticks, rolling[\"jump_fraction\"].to_numpy(), color='#e74c3c', alpha=0.6, width=5)\n",
|
||
" ax.axhline(y=true_params.jump_intensity, color='black', linestyle='--', linewidth=0.8, label=f'Real jump_int={true_params.jump_intensity}')\n",
|
||
" ax.set_ylabel('Jump fraction')\n",
|
||
" ax.set_xlabel('Tick')\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"plot_rolling_estimates(rolling, TRUE_PARAMS)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 4. Interpretación: qué revelan las ventanas\n",
|
||
"\n",
|
||
"Lo que deberías ver en los gráficos:\n",
|
||
"\n",
|
||
"- **σ (volatilidad)**: Fluctúa alrededor del valor real. Los picos coinciden con jumps o ráfagas de Hawkes. Esto es **clustering de volatilidad** — la volatilidad alta tiende a persistir.\n",
|
||
"\n",
|
||
"- **λ (arrival rate)**: La media está por encima del λ real porque Hawkes amplifica la tasa efectiva. Los picos son las ráfagas de contagio.\n",
|
||
"\n",
|
||
"- **Spread**: Se ensancha cuando σ sube — los makers se protegen subiendo su spread cuando el mercado es más volátil. Esto es el **efecto Avellaneda-Stoikov** en acción.\n",
|
||
"\n",
|
||
"- **Var/Mean ratio**: Si fuera Poisson puro, sería ~1. Valores > 1 indican clustering (Hawkes). Cuanto más alto, más contagio.\n",
|
||
"\n",
|
||
"- **Jump fraction**: Spikes esporádicos donde se detectan retornos anormales."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 5. Distribuciones: comparar datos vs modelo teórico"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Notas:\n",
|
||
"- QQ-Plot: colas pesadas = los extremos se desvían de la línea (por jumps)\n",
|
||
"- CCDF log-log: línea recta = power-law confirmada\n",
|
||
"- ACF: decaimiento lento = contagio Hawkes presente\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
|
||
"\n",
|
||
"# --- Distribución de retornos ---\n",
|
||
"ax = axes[0][0]\n",
|
||
"returns = sigma_result[\"returns\"]\n",
|
||
"ax.hist(returns, bins=80, density=True, color='#3498db', alpha=0.6, label='Observado')\n",
|
||
"# Superponer gaussiana teórica\n",
|
||
"x = np.linspace(returns.min(), returns.max(), 200)\n",
|
||
"from scipy.stats import norm\n",
|
||
"ax.plot(x, norm.pdf(x, 0, sigma_result['sigma_estimated']), 'r-', linewidth=1.5, label=f'Normal(0, {sigma_result[\"sigma_estimated\"]:.4f})')\n",
|
||
"ax.set_title('Distribución de retornos')\n",
|
||
"ax.set_xlabel('Log-return')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# --- QQ plot de retornos ---\n",
|
||
"ax = axes[0][1]\n",
|
||
"from scipy.stats import probplot\n",
|
||
"probplot(returns, dist=\"norm\", plot=ax)\n",
|
||
"ax.set_title('QQ-Plot: retornos vs Normal')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# --- Distribución de tamaños (log-log) ---\n",
|
||
"ax = axes[1][0]\n",
|
||
"sizes = pareto_result[\"sizes\"]\n",
|
||
"sizes_sorted = np.sort(sizes)[::-1]\n",
|
||
"ranks = np.arange(1, len(sizes_sorted) + 1)\n",
|
||
"ax.loglog(sizes_sorted, ranks / len(sizes_sorted), '.', markersize=1, alpha=0.5, color='#2ecc71')\n",
|
||
"# Superponer Pareto teórica\n",
|
||
"x_fit = np.logspace(np.log10(sizes.min()), np.log10(sizes.max()), 100)\n",
|
||
"ax.loglog(x_fit, (x_fit / sizes.min()) ** (-pareto_result['alpha_estimated']), 'r-',\n",
|
||
" label=f'Pareto α={pareto_result[\"alpha_estimated\"]:.2f}')\n",
|
||
"ax.set_title('Distribución de tamaños (CCDF)')\n",
|
||
"ax.set_xlabel('Tamaño')\n",
|
||
"ax.set_ylabel('P(X > x)')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# --- Autocorrelación de arrivals ---\n",
|
||
"ax = axes[1][1]\n",
|
||
"acf = hawkes_result[\"acf\"]\n",
|
||
"lags = np.arange(len(acf))\n",
|
||
"ax.bar(lags, acf, color='#e67e22', alpha=0.6)\n",
|
||
"# Superponer decaimiento exponencial ajustado\n",
|
||
"if hawkes_result['hawkes_alpha_est'] > 0:\n",
|
||
" x_fit = np.arange(1, len(acf))\n",
|
||
" ax.plot(x_fit, hawkes_result['hawkes_alpha_est'] * np.exp(-hawkes_result['hawkes_beta_est'] * x_fit),\n",
|
||
" 'r-', linewidth=2, label=f'Exp fit: α={hawkes_result[\"hawkes_alpha_est\"]:.2f}, β={hawkes_result[\"hawkes_beta_est\"]:.2f}')\n",
|
||
"ax.set_title('Autocorrelación de trades/tick')\n",
|
||
"ax.set_xlabel('Lag')\n",
|
||
"ax.set_ylabel('ACF')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"print(\"Notas:\")\n",
|
||
"print(\"- QQ-Plot: colas pesadas = los extremos se desvían de la línea (por jumps)\")\n",
|
||
"print(\"- CCDF log-log: línea recta = power-law confirmada\")\n",
|
||
"print(\"- ACF: decaimiento lento = contagio Hawkes presente\")"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.13.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|