From 2a085dcb7b55e4755be671f0c1049a09d89d3b24 Mon Sep 17 00:00:00 2001 From: nkaz001 Date: Wed, 17 May 2023 11:07:30 -0400 Subject: [PATCH] Update tutorials. --- docs/tutorials/Making Multiple Markets.ipynb | 302 ++++++++++++++++++- examples/Making Multiple Markets.ipynb | 302 ++++++++++++++++++- 2 files changed, 602 insertions(+), 2 deletions(-) diff --git a/docs/tutorials/Making Multiple Markets.ipynb b/docs/tutorials/Making Multiple Markets.ipynb index abafa7f..41cb049 100644 --- a/docs/tutorials/Making Multiple Markets.ipynb +++ b/docs/tutorials/Making Multiple Markets.ipynb @@ -17,7 +17,7 @@ "\n", "In certain assets, market trades primarily take place at the best bid and offer levels. Since we only calculate our trading intensity when market trades match our quotes, you may not achieve adequate trading intensity to suit your trading intensity function in such cases. As a result, you'll need to explore alternative methods to determine your half spread and skew based on order arrival depths or you need to increase your reaction interval to get more deeper order arrival depth but it leads you to react delayed especially in a fast-moving market.\n", "\n", - "See how $ adj_2 $ is determined to normalize different order quantities.\n", + "See how $adj_2$ is determined to normalize different order quantities.\n", "\n", "
\n", " \n", @@ -407,6 +407,14 @@ "axs[4].set_ylabel('Equity ($)')" ] }, + { + "cell_type": "markdown", + "id": "7b85ae14", + "metadata": {}, + "source": [ + "This presents an equity curve based on the number of assets, which are altcoins excluding BTC and ETH." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -458,6 +466,298 @@ "plt.grid()\n", "plt.ylabel('Cumulative Returns (%)')" ] + }, + { + "cell_type": "markdown", + "id": "448ed445", + "metadata": {}, + "source": [ + "## Impact of Order Latency\n", + "\n", + "When applying amplified feed latency, you can observe a decrease in performance due to the effects of latency." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "87907186", + "metadata": {}, + "outputs": [], + "source": [ + "def backtest(args):\n", + " asset_name, asset_info = args\n", + "\n", + " hbt = HftBacktest(\n", + " ['data/{}_{}.npz'.format(asset_name, date) for date in range(20230401, 20230420)],\n", + " tick_size=asset_info['tick_size'],\n", + " lot_size=asset_info['lot_size'],\n", + " maker_fee=-0.00005,\n", + " taker_fee=0.0007,\n", + " order_latency=FeedLatency(entry_latency_mul=4, resp_latency_mul=3),\n", + " queue_model=SquareProbQueueModel(),\n", + " asset_type=Linear,\n", + " snapshot='data/{}_20230331_eod.npz'.format(asset_name),\n", + " trade_list_size=10000,\n", + " )\n", + "\n", + " stat = Stat(hbt)\n", + "\n", + " # Obtains the mid-price of the assset to determine the order quantity.\n", + " data = np.load('data/{}_20230331_eod.npz'.format(asset_name))['data']\n", + " best_bid = max(data[data[:, COL_SIDE] == 1][:, COL_PRICE])\n", + " best_ask = min(data[data[:, COL_SIDE] == -1][:, COL_PRICE])\n", + " mid = (best_bid + best_ask) / 2.0\n", + "\n", + " # Sets the order quantity to be equivalent to a notional value of $1000.\n", + " order_qty = max(round((1000 / mid) / asset_info['lot_size']), 1) * asset_info['lot_size']\n", + "\n", + " gridtrading_glft_mm(hbt, stat.recorder, order_qty)\n", + "\n", + " np.savez(\n", + " '{}_stat_latency1'.format(asset_name),\n", + " timestamp=np.asarray(stat.timestamp),\n", + " mid=np.asarray(stat.mid),\n", + " balance=np.asarray(stat.balance),\n", + " position=np.asarray(stat.position),\n", + " fee=np.asarray(stat.fee),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4917c20b", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "import json\n", + "\n", + "from multiprocessing import Pool\n", + "\n", + "with open('assets.json', 'r') as f:\n", + " assets = json.load(f)\n", + "\n", + "with Pool(16) as p:\n", + " print(p.map(backtest, list(assets.items())))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "29e85939", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative Returns (%)')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "equity_values = {}\n", + "for asset_name in assets.keys():\n", + " stat = np.load('{}_stat_latency1.npz'.format(asset_name))\n", + " timestamp = stat['timestamp']\n", + " mid = stat['mid']\n", + " balance = stat['balance']\n", + " position = stat['position']\n", + " fee = stat['fee']\n", + " \n", + " equity = mid * position + balance - fee\n", + " equity = pd.Series(equity, index=pd.to_datetime(timestamp, unit='us', utc=True))\n", + " equity_values[asset_name] = equity.resample('5min').last()\n", + " \n", + "fig = plt.figure()\n", + "fig.set_size_inches(10, 3)\n", + "\n", + "legend = []\n", + "net_equity = None\n", + "for i, equity in enumerate(list(equity_values.values())):\n", + " asset_number = i + 1\n", + " if net_equity is None:\n", + " net_equity = equity.copy()\n", + " else:\n", + " net_equity += equity.copy()\n", + "\n", + " if asset_number % 5 == 0:\n", + " net_equity_ = (net_equity / asset_number) / 20_000\n", + " pnl = net_equity_.diff()\n", + " sr = pnl.mean() / pnl.std() * np.sqrt(288 * 252)\n", + " legend.append('{} assets, SR={:.2f}'.format(asset_number, sr))\n", + " (net_equity_ * 100).plot()\n", + " \n", + "plt.legend(legend)\n", + "plt.grid()\n", + "plt.ylabel('Cumulative Returns (%)')" + ] + }, + { + "cell_type": "markdown", + "id": "49a019ff", + "metadata": {}, + "source": [ + "When actual historical order latency is applied, the performance may deteriorate further compared to when amplified feed latency is used." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "299d2146", + "metadata": {}, + "outputs": [], + "source": [ + "from hftbacktest import IntpOrderLatency\n", + "\n", + "latency_data = np.concatenate(\n", + " [np.load('../latency/order_latency_{}.npz'.format(date))['data'] for date in range(20230401, 20230420)]\n", + ")\n", + "\n", + "def backtest(args):\n", + " asset_name, asset_info = args\n", + "\n", + " hbt = HftBacktest(\n", + " ['data/{}_{}.npz'.format(asset_name, date) for date in range(20230401, 20230420)],\n", + " tick_size=asset_info['tick_size'],\n", + " lot_size=asset_info['lot_size'],\n", + " maker_fee=-0.00005,\n", + " taker_fee=0.0007,\n", + " order_latency=IntpOrderLatency(data=latency_data),\n", + " queue_model=SquareProbQueueModel(),\n", + " asset_type=Linear,\n", + " snapshot='data/{}_20230331_eod.npz'.format(asset_name),\n", + " trade_list_size=10000,\n", + " )\n", + "\n", + " stat = Stat(hbt)\n", + "\n", + " # Obtains the mid-price of the assset to determine the order quantity.\n", + " data = np.load('data/{}_20230331_eod.npz'.format(asset_name))['data']\n", + " best_bid = max(data[data[:, COL_SIDE] == 1][:, COL_PRICE])\n", + " best_ask = min(data[data[:, COL_SIDE] == -1][:, COL_PRICE])\n", + " mid = (best_bid + best_ask) / 2.0\n", + "\n", + " # Sets the order quantity to be equivalent to a notional value of $1000.\n", + " order_qty = max(round((1000 / mid) / asset_info['lot_size']), 1) * asset_info['lot_size']\n", + "\n", + " gridtrading_glft_mm(hbt, stat.recorder, order_qty)\n", + "\n", + " np.savez(\n", + " '{}_stat_latency2'.format(asset_name),\n", + " timestamp=np.asarray(stat.timestamp),\n", + " mid=np.asarray(stat.mid),\n", + " balance=np.asarray(stat.balance),\n", + " position=np.asarray(stat.position),\n", + " fee=np.asarray(stat.fee),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "103257ff", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "import json\n", + "\n", + "from multiprocessing import Pool\n", + "\n", + "with open('assets.json', 'r') as f:\n", + " assets = json.load(f)\n", + "\n", + "with Pool(16) as p:\n", + " print(p.map(backtest, list(assets.items())))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e735857c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative Returns (%)')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "equity_values = {}\n", + "for asset_name in assets.keys():\n", + " stat = np.load('{}_stat_latency2.npz'.format(asset_name))\n", + " timestamp = stat['timestamp']\n", + " mid = stat['mid']\n", + " balance = stat['balance']\n", + " position = stat['position']\n", + " fee = stat['fee']\n", + " \n", + " equity = mid * position + balance - fee\n", + " equity = pd.Series(equity, index=pd.to_datetime(timestamp, unit='us', utc=True))\n", + " equity_values[asset_name] = equity.resample('5min').last()\n", + " \n", + "fig = plt.figure()\n", + "fig.set_size_inches(10, 3)\n", + "\n", + "legend = []\n", + "net_equity = None\n", + "for i, equity in enumerate(list(equity_values.values())):\n", + " asset_number = i + 1\n", + " if net_equity is None:\n", + " net_equity = equity.copy()\n", + " else:\n", + " net_equity += equity.copy()\n", + "\n", + " if asset_number % 5 == 0:\n", + " net_equity_ = (net_equity / asset_number) / 20_000\n", + " pnl = net_equity_.diff()\n", + " sr = pnl.mean() / pnl.std() * np.sqrt(288 * 252)\n", + " legend.append('{} assets, SR={:.2f}'.format(asset_number, sr))\n", + " (net_equity_ * 100).plot()\n", + " \n", + "plt.legend(legend)\n", + "plt.grid()\n", + "plt.ylabel('Cumulative Returns (%)')" + ] + }, + { + "cell_type": "markdown", + "id": "96ce4452", + "metadata": {}, + "source": [ + "Therefore, understanding your order latency is crucial to achieving more precise backtest results. This understanding underscores the importance of latency reduction for market makers or high-frequency traders. This is why crypto exchanges not only offer maker rebates but also provide low-latency infrastructure to eligible market makers." + ] } ], "metadata": { diff --git a/examples/Making Multiple Markets.ipynb b/examples/Making Multiple Markets.ipynb index abafa7f..41cb049 100644 --- a/examples/Making Multiple Markets.ipynb +++ b/examples/Making Multiple Markets.ipynb @@ -17,7 +17,7 @@ "\n", "In certain assets, market trades primarily take place at the best bid and offer levels. Since we only calculate our trading intensity when market trades match our quotes, you may not achieve adequate trading intensity to suit your trading intensity function in such cases. As a result, you'll need to explore alternative methods to determine your half spread and skew based on order arrival depths or you need to increase your reaction interval to get more deeper order arrival depth but it leads you to react delayed especially in a fast-moving market.\n", "\n", - "See how $ adj_2 $ is determined to normalize different order quantities.\n", + "See how $adj_2$ is determined to normalize different order quantities.\n", "\n", "
\n", " \n", @@ -407,6 +407,14 @@ "axs[4].set_ylabel('Equity ($)')" ] }, + { + "cell_type": "markdown", + "id": "7b85ae14", + "metadata": {}, + "source": [ + "This presents an equity curve based on the number of assets, which are altcoins excluding BTC and ETH." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -458,6 +466,298 @@ "plt.grid()\n", "plt.ylabel('Cumulative Returns (%)')" ] + }, + { + "cell_type": "markdown", + "id": "448ed445", + "metadata": {}, + "source": [ + "## Impact of Order Latency\n", + "\n", + "When applying amplified feed latency, you can observe a decrease in performance due to the effects of latency." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "87907186", + "metadata": {}, + "outputs": [], + "source": [ + "def backtest(args):\n", + " asset_name, asset_info = args\n", + "\n", + " hbt = HftBacktest(\n", + " ['data/{}_{}.npz'.format(asset_name, date) for date in range(20230401, 20230420)],\n", + " tick_size=asset_info['tick_size'],\n", + " lot_size=asset_info['lot_size'],\n", + " maker_fee=-0.00005,\n", + " taker_fee=0.0007,\n", + " order_latency=FeedLatency(entry_latency_mul=4, resp_latency_mul=3),\n", + " queue_model=SquareProbQueueModel(),\n", + " asset_type=Linear,\n", + " snapshot='data/{}_20230331_eod.npz'.format(asset_name),\n", + " trade_list_size=10000,\n", + " )\n", + "\n", + " stat = Stat(hbt)\n", + "\n", + " # Obtains the mid-price of the assset to determine the order quantity.\n", + " data = np.load('data/{}_20230331_eod.npz'.format(asset_name))['data']\n", + " best_bid = max(data[data[:, COL_SIDE] == 1][:, COL_PRICE])\n", + " best_ask = min(data[data[:, COL_SIDE] == -1][:, COL_PRICE])\n", + " mid = (best_bid + best_ask) / 2.0\n", + "\n", + " # Sets the order quantity to be equivalent to a notional value of $1000.\n", + " order_qty = max(round((1000 / mid) / asset_info['lot_size']), 1) * asset_info['lot_size']\n", + "\n", + " gridtrading_glft_mm(hbt, stat.recorder, order_qty)\n", + "\n", + " np.savez(\n", + " '{}_stat_latency1'.format(asset_name),\n", + " timestamp=np.asarray(stat.timestamp),\n", + " mid=np.asarray(stat.mid),\n", + " balance=np.asarray(stat.balance),\n", + " position=np.asarray(stat.position),\n", + " fee=np.asarray(stat.fee),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4917c20b", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "import json\n", + "\n", + "from multiprocessing import Pool\n", + "\n", + "with open('assets.json', 'r') as f:\n", + " assets = json.load(f)\n", + "\n", + "with Pool(16) as p:\n", + " print(p.map(backtest, list(assets.items())))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "29e85939", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative Returns (%)')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "equity_values = {}\n", + "for asset_name in assets.keys():\n", + " stat = np.load('{}_stat_latency1.npz'.format(asset_name))\n", + " timestamp = stat['timestamp']\n", + " mid = stat['mid']\n", + " balance = stat['balance']\n", + " position = stat['position']\n", + " fee = stat['fee']\n", + " \n", + " equity = mid * position + balance - fee\n", + " equity = pd.Series(equity, index=pd.to_datetime(timestamp, unit='us', utc=True))\n", + " equity_values[asset_name] = equity.resample('5min').last()\n", + " \n", + "fig = plt.figure()\n", + "fig.set_size_inches(10, 3)\n", + "\n", + "legend = []\n", + "net_equity = None\n", + "for i, equity in enumerate(list(equity_values.values())):\n", + " asset_number = i + 1\n", + " if net_equity is None:\n", + " net_equity = equity.copy()\n", + " else:\n", + " net_equity += equity.copy()\n", + "\n", + " if asset_number % 5 == 0:\n", + " net_equity_ = (net_equity / asset_number) / 20_000\n", + " pnl = net_equity_.diff()\n", + " sr = pnl.mean() / pnl.std() * np.sqrt(288 * 252)\n", + " legend.append('{} assets, SR={:.2f}'.format(asset_number, sr))\n", + " (net_equity_ * 100).plot()\n", + " \n", + "plt.legend(legend)\n", + "plt.grid()\n", + "plt.ylabel('Cumulative Returns (%)')" + ] + }, + { + "cell_type": "markdown", + "id": "49a019ff", + "metadata": {}, + "source": [ + "When actual historical order latency is applied, the performance may deteriorate further compared to when amplified feed latency is used." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "299d2146", + "metadata": {}, + "outputs": [], + "source": [ + "from hftbacktest import IntpOrderLatency\n", + "\n", + "latency_data = np.concatenate(\n", + " [np.load('../latency/order_latency_{}.npz'.format(date))['data'] for date in range(20230401, 20230420)]\n", + ")\n", + "\n", + "def backtest(args):\n", + " asset_name, asset_info = args\n", + "\n", + " hbt = HftBacktest(\n", + " ['data/{}_{}.npz'.format(asset_name, date) for date in range(20230401, 20230420)],\n", + " tick_size=asset_info['tick_size'],\n", + " lot_size=asset_info['lot_size'],\n", + " maker_fee=-0.00005,\n", + " taker_fee=0.0007,\n", + " order_latency=IntpOrderLatency(data=latency_data),\n", + " queue_model=SquareProbQueueModel(),\n", + " asset_type=Linear,\n", + " snapshot='data/{}_20230331_eod.npz'.format(asset_name),\n", + " trade_list_size=10000,\n", + " )\n", + "\n", + " stat = Stat(hbt)\n", + "\n", + " # Obtains the mid-price of the assset to determine the order quantity.\n", + " data = np.load('data/{}_20230331_eod.npz'.format(asset_name))['data']\n", + " best_bid = max(data[data[:, COL_SIDE] == 1][:, COL_PRICE])\n", + " best_ask = min(data[data[:, COL_SIDE] == -1][:, COL_PRICE])\n", + " mid = (best_bid + best_ask) / 2.0\n", + "\n", + " # Sets the order quantity to be equivalent to a notional value of $1000.\n", + " order_qty = max(round((1000 / mid) / asset_info['lot_size']), 1) * asset_info['lot_size']\n", + "\n", + " gridtrading_glft_mm(hbt, stat.recorder, order_qty)\n", + "\n", + " np.savez(\n", + " '{}_stat_latency2'.format(asset_name),\n", + " timestamp=np.asarray(stat.timestamp),\n", + " mid=np.asarray(stat.mid),\n", + " balance=np.asarray(stat.balance),\n", + " position=np.asarray(stat.position),\n", + " fee=np.asarray(stat.fee),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "103257ff", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "import json\n", + "\n", + "from multiprocessing import Pool\n", + "\n", + "with open('assets.json', 'r') as f:\n", + " assets = json.load(f)\n", + "\n", + "with Pool(16) as p:\n", + " print(p.map(backtest, list(assets.items())))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e735857c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative Returns (%)')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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gSItapaMAAeyo0IK9p3QzM4+uMZre5XoDYGGsu0aqUbQGf7T+A287b1wsXQC4FXKLE09PMKjSIK3cLy1+Yfv97ex7tI8QYyMSVTFkHeH9+njzNIJ3gDFjxtCpUyc8PT0JDAxk+vTpREZGMnDgwAz7+Pj4sHXrVjp16oRCoeCbb77RKTq7c+dOHj58SOPGjXFwcGD37t1oNBrKli3LmTNnOHjwIK1bt8bFxYUzZ84QFBSkjeGZOnUqI0eOxNbWlnbt2pGQkMD58+cJCwtj9OjRuLi4YGFhwd69e3F3d8fc3JzQ0FB+//13OnfuTLFixbhz5w53795lwIAB2XoPQkJC6NWrF0OGDKFy5crY2Nhw/vx55syZQ5cuXTLtO2LECL7//nu2bNlCz549te9Pdvnll1/w9PSkXLlygFw36IcffuCzzz7Tymzbto0JEyZw+/ZtQFaAmjVrRuvWrRk9ejQvXrwAZGtZSswUyJaixMREQkNDiYqK0ipn6S1oAoEg5wTGBnLg0QFW3VzFqpur6FKqC982+BalQsncc3NZfXO1jvyMMzOYcSZ7GxYSEpvubuJWyC3uhN3h1xa/4mzpnHXHNDyOekz7re21x18Hh/J+VHSqwM3tYGQG9YYjSRLRqmhsTG0yHE+tTkId+oAnxkYkSkmUcyyXo/kIBIIc8PQCGJtDUV03L+7sgbhwqJq1u3yu0Gjg2UUIOA21h4GxGQTfk9NU39sPD49A86/BMhuJmM6vgJ2jdJoilQomp1GAvqn7DWUcylDFuUqmXkx13HS9g8o7lae8k66Vp7F7YxoUa8C+NfsAiFFFCSVIkDlPnjyhT58+BAcH4+zsTN26dTl9+rQ2aYEhFixYwJAhQ6hfvz5FihThq6++IjIyUnve3t6erVu3MnXqVOLj4yldujTr16+nYsWK3Lp1i2PHjrFw4UIiIyPx8vJi3rx52tikoUOHYmlpydy5cxk3bhxWVlb4+vpqXdCMjY356aef+Pbbb5k8eTKNGjXir7/+4vbt26xatYqQkBDc3Nz49NNPtbV7UlzoDh8+TNOmTfVej7W1NXXq1GHBggU8ePAAlUqFh4cHw4YNY+LEiZm+f87OzvTv35+pU6fSvXt3lMqc1QTWaDRMmDABPz8/jI2NKVWqFLNnz9apOxQREaHjGrdp0yaCgoJYt24d69at07Z7eXnpWOTat2+vdeUDtMkp3mCvVIEgV/hF+BGeEE5Fp4pZWlf2+e9j+4PtTKoziWLWxYhMjORa0DWiVdHEJ8Xz9cmvDfbb/mA75sbmuFi66ClAGeFu7c6T6Cfa499b/c6H++X6YLPPanMi0XxTc3Z3342HjUe2xk2vAAFML+JIkJERfSOj2GFtxVwnB3yvLiQ4YBPP44MB+KHCUNokaLhzdAahRkrq1fkCGo3mYYQ/fXf0JDrNGmVqvan0KNMjW/MRCAQ5wO84rOooP++5HColf89OLIQDU+TnXvXAoUTeX3vveDj7m/x83yTwagiPTujKmFhAmyw2dI7Ph4PTdJoCjYzo4p4aqz2+9njeK/teXsxai5HSCAsJ4hQQkxhNYcqZ+07FBAkKD0eOHKFbt248fPgQBweHgp7OG4v4nAveRBLVidRYW0N7fOz9YwREBdBvd78s+w6sMJBVN1dlKmMMJGVwzt3and7lehMYG8jWe1uJVkVTyakSHUt1pKpzVUral+SHcz/QsHhDmnk2A6DZxmYExwXrjTWm5hgGVszYQk9iLNzfz4UrKxmUeD/L1/aqVHauzLr267IWFAgE2WdNd3hwULdtxDnZcns4TemMIfvAU9c6kmPCA2BNN3CvDV0WQagfLKqRdT+A8Y/BPIMYGEmCafY6TWFKJY29UoueTqg9gQ/Kf5DLiWdOw5W+RCjg7xrfUKpS3ipZ6Zl5eCaTmk8SMUGCwsvevXuZOHGiUIAEgneEY0+OMerwKFQald65xn81zvY4aRUgU6UpiZpE7fFn1T7DyP8Eba/uZFoRR/5LF+u3/ukLKvm2gDLvg4k5Y2uN1R382mZYVJ9vAL4eB/u+gVM/MdPcjA/dimrFStmV4kHEAyISInT7B96Wq65LajTAcjtbfnS01xH5MiSMFr23037/oGy/5syoFxenfZ0umldLwCMQCNJxapG+AgTwSy39tuWtwdwOPtgExWuAUQ6W2DHBcGYJHJsrH4fchyt/6sr0XA6bh+j3TeHpBSjVTL9dnQR/f6I93GxjxQwnR5LSuLoNrjg43xQgAFNJAQqJxKS4fLsGyF412x9uz7a8UIIEBcLs2bOzFhIIBG80ux7u4uiTo5x5fobQ+NBs96vjWoczL85keN7R3JEj7x2R/dXjwmGhLyREgl+qUvPbiyAWONjjmpREzfgE3JOSsJQkuLBCfgDU+QTaJd+Lnl6ELf9Lvch0F+3TuvGpSVH+aP0HlwMvs+jyIk4+O8nIKsPhO9kTQQPMdHLgL1vDcTxz1Q60HX0NjaQxeL6mYwWKh/gz1rYKVvU+pdeh4dxPkhWt8valMTOx4nLQZQDcMWajd19sFAoO/jeXUUWdORByBYLugnOZDN87gUCQTWJDZfezFDr9CDs+z7xPfISsDNX5GBp9KcfrVOgix/FkxOOzsCyLchpl28sueMfnw8vrctuEp+B/HNbLyQtITI4vVKvAyER+Lkna+xPARhtrviui75A2uqbh8it5hSkKQDK4CZaXRCZGEqWKyra8UIIEAoFAkKeoNWrGHRvHvkf7MpVr6tGUI4+PADC4XD+GBj7F9sIq8AsgTqEgXKnEVa0mQaHAXJL40tkJPzMzlsepUGwaCGGP4Pllg2MrgNHW5SDkHhQtD0/O6QudWSw/6n0K/y3KcJ4K4LT/Y14aG1Hy2M+cTvY8vRlyE75zIkEBAcYmzHWy17M+FTV3onOpLnxS7VNMkhcmSoUSH3sf7offZ2KdiXQv3R0zI/1F0ra+st9/gjoBE6UJSoUSSZKQkLSpalEn4XRyrrbPyyV1KfpN9hVOgeCtJ+IJJCWAU6mc9VvWOvX5wB1QolHWSlAKZ5bID5DvLYN2g1m6Uh2SBEdmw9EsNoW9GshWIIBmE2H7CGj+jTyeT2opEBKi5UQJ6+SEUPRYJluYkolSKAwqQK5Wrtl7Ta9AskqmY7nPDyITI7MWSoNQggQCgUDwyjyOesyRx0eYc25OhjKdYhP4KigQO40cihryaC2fuLrQJTqavntm6shaSBIWyWn3zZNDV+cFhSSffQYvbuhfwMxWtgiV6wjvrQalUeq5+Ah5QRATLO/UpiWtAlS+M9z6J/W47xZY1wMrSaKkKglu7cDE3g4c5GLREUoFDb0MJ0fwsfdhW5dtBs9l1G6ItAqSQqFAQRq3NyNjyg47CTu7AnDO3IyO4Y/BPnsJGwSCtxpVHCxIl81t4nMwtcy4jySBJkneQEnBO9lld+xDODAZLq1NPedYUq67kxHPr8Cs4vJz5/LwySlQKmUrTloFqEJXcCkPR2bJx3ae8MU13bHKdZAfKRiZyPe72zvlQqRX1qeeS2vZBgYUK0p6KjlVYnK9yXrteY1p8j0rUS2UIIFAIBC8JTyOfEz7be0zPH+l8gSUB6dB9Au9c04aDRuf6bdni8bjwMoZ3KqAayUwtcpc3txOfjiVgqkR8GNVCPNLPa8wgqofQOvvoOcKXX/+Ift0FKdBEZEsTlaCxroU0blMN59uxKhi8C3im3nShDzEwqkUXaKi2W5jzTNjYzg8A7otyV5nSZJ3yU1EYhXBW8hqAyU1Lq+TU02nJyYYfqkNsSG67S2mpD63coIuv8iubpv/By2nwr9pXOasXXXvdR514fHp1OOgW3B/v+xqt+er1Pa230Pd5DplDt5w8Ft4L/MEMFpMkhU6VSw8u2RQRA3cN9XNwlnPrR6/t/49e9d4RUxRAmpU6nx2h0sQSpBAIBAIXgMPwx8y5N/BGZ4fFxKGcvsnGZ7XY/RtsE1O15oYIy9Gjs+DCyuhTFu5mGjjsboWntzS4w94dBJqfwQKReY++551oNcq2PohqBPk2KJk0rq/zW40mw4lOxgaId+xtXACEohRKuBeshvi0wvg5CMrf4ZIiE7dof7omKxQCgRvAqd+hutb5fo5KXg1hIH/yPeH2FBY1RleXtPvGx8u/w17BGY28n3mjxaytdgQtT/Ub3MsCR8elp/79pSvY2IFo2/JiRROLIQOP8gKzYKKEJsmu+Sf6bKj1fkkVQECqPK+/MguKVatO3sMWqRClEqapskCBzCpziR6lH596fRNk5MwJOZzTFC0KjproTQIJUggEAgEOSKlskKvHb20Pt79IyJxVqvpHRmNuSRp43h0+OImWLuA0lhWPOIj4K/+ULo11P9UV9bUSn50+lF+5DXuNeVHdqnYVX6A7GLzZ22d07+0+IXG7tnPcpfXmJvagCaBe6amEBYEU+2B5Pe/22/gUgHcKut22ppmcXdlg1CCBAVPTLDsjlq+i2ydlDSyopKWpxdgn4HaYI9OQOAtuZjpHG/dc3U+To3ReXEdpmawMWCI9LE86ak+AJLiofL7sptb6VbyI4VxD+S/l9bK8TxpaTQGGr1iUoIUS9Cjk/JfY3NoPAaq9CH+xt80vfebVtRIYcRQ36H0KtMLo7zYTMruFHk9SlB8UnyO5IUSJBAIBIJMSVAnsNdvL8uuL+NFzAvi0qU5XfAyiJbl35d3TJ3Lw++NMX9xTd4F/fQ8SGrDlhZzO3nn9k3DRDf5QTefbtQrVq+AJiMT6FYJnh7huKUFEqAgjQK6LbXQMz1XyLvYd/+FO7tS2+10d4rzE0mSiEuK43nMc0LjQ/G08USpUOJs6ZxpvydRTxh+cDh9yvWhT7k+r2m2ggzRaODEfDkexdRaDt63dsm6X9BdOcV0rWFyXZtLa+VA/3/SbITs/CL1+ahrYO+ZenzvQMZjL2kArafrtvXZAGXbyZsv/y2Cm39nPr86H4O9F/w7AdyqZv16LB2h6fis5ar1g8q9ZWXNwiFXmw5h8WFYmliy++Fu3G3c2Xx3M34v9vOdiQllVckKRq9VULYtAHtd3CFNaNNn1T7jf77/MzBy/iK7w+W/EpT+tykrhBIkEAgE7yrnlsnuEw1Hy77u6YhJiKLuhvpZDtO07peym1oKH5/QTdP6Fv7U/Nn+T1bfXM3U+lOxMskiHuk18FiV6gt/2NKC5rEZLAY2Z+C+qIrNh1mlIkkSkYmR3A27y5B/Ddc6sTax1nFn+bjKx4yoKu+cXwq8xIA9AwCYeWYmM8/M5HL/y9nazT79/DRb7m6hTYk2WJlYcTDgIH/d+YtPq37KsMrDUjPtCbLP3X3wZy/dth9Ky/F2WZGilJ9bmtr2z6eGZQHW9oReK+HGNiheHY7oJlHhfwdkC0vwHfk4rZVofECqO2h24lEajIJW0+RYOceS4G6gHtCrYGQMJZvmuNs+/31MOjGJeLUBS4cCerq7cfLRYwKMTRhzbQFFH66nTYk2zDo7SyvW3KM5vcr20u//GjBJdodTaTIqY503vBZLkEql4sWLF8TGxuLs7Iyjo37KPUHuOXbsGHPnzuXChQs8f/6cbdu20bVrVx0ZSZKYNm0av//+O2FhYdSpU4dffvmFihUrGh60gDly5AjNmjUjLCwMe3v7PBv34cOHTJo0iaNHjxIaGkqRIkWoUaMGc+fOpUwZuVaGIk1BMCsrK0qVKsUXX3zBoEGDcn3dpk2bcvToUb329u3bs2vXLgM9ID4+no8//pgLFy5w69YtOnbsyN9//60js3XrVhYvXszly5dJSEigYsWKTJ06lTZt2uR6roJ3kOD78o5nvRFQpLTcJkmy/3yRMpCUCKd/5eCFX7htasqg079gNfE5d4Jv0HNfxjE+htjw9AXG/b7QP6FVgN5OfJ19mdtkbtaCrwlz49TEBlttrGneZiF41pUDta/8CQFn4OoG3U6VexOGxNV722l4ahFGTy/J1qEiZeBTAynFc4kkSbTZ0obnMc8zlUvvz7/kyhKiEqNYd2udQfkzL85Qv1h9NJKGCy8vMPvsbO6G3QXg5+Y/E5EQwdcnUxfEe/336vRfdHkRy64vw87MjmrO1fiu4XcGU5ULktn2sRyr59sLNvY3LKNRG47ZUyfJFpCjc3TjeAzReoas8CDJrm/Bd2CxAUtr6xmydcXCHjougJXpErSMvKwbD1e2HZxNdQ3js4uydejGNjlNflwoWCYnOlEotNaU10mSJkn7ea/pWpOilkX5/ervrL+9PouecNrcnFOWFjyNecbTmGdcDEx9nwdWGMiYWmPybd5ZYfq63OEMKYmZkG0lKDo6mnXr1rF+/XrOnj1LQkJq8Th3d3dat27Nhx9+SK1aeaw1v4PExMRQpUoVBg8eTI8ehgPX5syZw/z581m5ciVlypRh+vTptGrVijt37mBjY7hQ39tGYmIirVq1oly5cmzduhU3NzeePHnC7t27iYjQ3Y1asWIFbdu2JSYmhr/++ovBgwfj5uaWa+Vi69atJCampnoMCQmhSpUq9OqV8S6LWq3GwsKCkSNHsmXLFoMyx44do1WrVsycORN7e3tWrFhBp06dOHPmDNWqVcvVXAVvKap4+QfcyBhC/cDOA35vAuEBcppoSC0Kam6fGgyczG1TE0YVl5MQLHGw04txSUuJRBVdomOoL5lRpkQLRr48iE+iitFh4XL9i5xURhfkC2kX71EetaFK79STNYekPnaNlostNp0ITcYx5M+G3Hd14bugELqmuMcF34X4SNlV6RU58fQEc87NMagAuVi6sLrdav65/w+/XvlV2965VGf+eSC7SaZXgEo7lOZemOzfExIXwvdnv2ftrbWk57NDn2U4J2OFMUmSvCMdlxRHXFIce2L20NSjKe1LZpzp8J3m9JLU9MtpU8hX6wf1R8pZ1UBOYpIQCQemAVL6UfSxcADrohB0G4pWgg+PyBsoKTGC3zrJ6arT03Eh1BgkKysAJRrAiLOp8wBwTBcXlN4l195TvlbDUfJxdlz58on4pHj2P9rPqhuruBN2J1t9epbpSeUilZl8Sk5xHa9UcsDKcPzS8KrD82yuueF1ucPliyVowYIFzJgxgxIlStC5c2fGjx9P8eLFsbCwIDQ0lOvXr3P8+HFatWpF3bp1+fnnnyldunSuXoAA2rVrR7t27TI8L0kSCxcuZNKkSXTv3h2AVatWUbRoUf78808++ugjg/3OnTvHxIkTuXTpEiqViqpVq7JgwQKqV6+ulZk6dSrLly/n5cuXODk50bNnT3766ScAfv31VxYsWMDjx4+xs7OjUaNGbN68WTunuXPnsmTJEp4/f06ZMmX45ptv6NmzJ/7+/jRr1gwABwcHAAYOHMjKlSvZvHkz06ZN4/79+1haWlKtWjW2b9+OlVXW7iU3b97k4cOHHDp0CC8vLwC8vLxo0KCBnqy9vT2urnJBsIkTJzJv3jz27duXayUovfVzw4YNWFpaZqoEWVlZsXjxYgBOnjxJeHi4nszChQt1jmfOnMn27dvZsWOHUIIEMin+9JkQq1DQt1hRyieoaBkbS4WEKJ6amXHJ3IzVdjaEGWU/IHZj/TmUL53mfqTR8OvG/nLSgs9fT3pVQdaYG6Vagi6GXON26G3mn5/P+ZfnWdF2Bbamtri4VcLi4+P86/8vblZu9F+dmijhmKUFXaNjUgfMoJ5HfFI8t0NvU6lIJYyVmS8hzr04xycH9LMDXup/ibikOIwURliaWPJJ1U8YWnkoa26uobpLdaq6VMXMyIxNdzfp9d3SaQvD9g/jzPMzTDwxMau3BYClrZcy9dRUnkY/ZX2H9VQqUglJkhh/fDy7/XZr5SISs+HK9S5ydRPs/Uq/vdW3UGsopK1btSubQf5tZkG9bCzMrZwhKp0C3eo7qGnAYp02TX6rb/VORyRGEWZsTImkZKUqh9bqGFUM14OvU9u1to6Hyavyz4N/mHRiUpZyVwdc5WXsS2acnkFb77baTJTHnx5n/6P9LHYvTURCaqHkSk6VsDG1YUytMViaZFIX6TVgolCClP/ucPkSE3Tq1CkOHz6Mr6+vwfO1a9dmyJAhLFmyhGXLlnH06NHCqQRJUr77PRvExDJ1tyIP8PPz48WLF7RunVq3wszMjCZNmnDq1KkMlaCoqCgGDhyoVWrmzZtH+/btuXfvHjY2NmzevJkFCxawYcMGKlasyIsXL7hy5QoA58+fZ+TIkaxZs4b69esTGhrK8ePHtWN//fXXWleu0qVLc+zYMfr164ezszMNGzZky5Yt9OjRgzt37mBra4uFhQXPnz+nT58+zJkzh27duhEVFcXx48e1maeywtnZGaVSyebNmxk1ahRG2VjYqdVqtmzZQmhoKCYmqTfAgIAAKlSokGnffv36sWSJ4doby5Yto3fv3tlS3nKCRqMhKipKuJy+K6hVkBAlW3bu7ZNdQWyLwe1dchE9S6csg3rDlEoaJ6dDvW9qyg6b7H8mOxs50aFCH+pVHYZCmUGchFIJvQ27JwkKjh5lerDHf4/2uNeO1A2Zfrv7ZdnfXq3mqmcNlsY/QgH8+PgsinK6VpEV11cw/8J8AL6s8SWDKg3KcLzrwdf1Yn+2d9lOSfuSANiY6nosmChNGFIpVb6LTxc9Jah76e4oFAodhS+Fb+t/S6dSnUhUJ1Lnzzra9uLWxanrVpfd3WVlJyX+R6FQ8H3j75nZcCZfHf+Kf/3/RSNpMnw97xRJifBzdfme02AUbB2qL5PTWBuAEefAuUzO5tJ3M/zeFDQqOXlC40xcutIu9K3kJBv/+v/LmKNyHyUKNB7FWPr8JXXjEwyNYJCDAQc5+vgo2+6nFjj+u8vfWJtY03V7V6JV0YyuMZr+FWQXwdD4UIpYFMky1iwyMZIG6/U3bQ3R3rs9CoUCVytXfm7xs865lJjEJ8kKUJdSXZjecLreGAVJqiUon2OC8sMdbtMm/d0YQ5iZmTF8eMGa3DJFFQszi73+6058lnUhvxzw4oVciKtoUd3qv0WLFuXRo0cZ9mvevLnO8W+//YaDgwNHjx6lY8eOBAQE4OrqSsuWLTExMcHT05PatWXTckBAAFZWVnTs2BEbGxu8vLy0lomYmBjmz5/PoUOHqFdP9tstWbIkJ06c4LfffqNJkybaRbyLi4s2JujBgwckJSXRvXt3rSUnI0XbEMWLF+enn35i3LhxTJs2jZo1a9KsWTP69u1LyZIldWT79OmDkZER8fHxqNVqHB0dGTo09cZerFgxLl++nOn1bG0Nu4acPXuW69evs2zZsmzPPbvMmzePmJgY3nvvvayFBYWO+KR4Zp+dTffS3ansXNmwkCTJBe7OLpVjN9IRq1Bw29SUyJfnqRkfj46zg3djOUNTld5gYsE2dSiTr/ysN0Z6LIwtqOJchdPPT+u0z+h3JPsvTlCoqONWJ2uhTNhka8MmgsBKXkhGbOyL/eQw7fn9j/ZrFSCAeRfmZagEJaoT6bNLN3vboIqDtApQdqjiXIXOpTpzKOAQPzX/ibthd+nq0xXQX+j0KdeHrj5dUSgUGCuNudjvItXXyh4OsxvNBshwQWqkNMJIIW+gqTXqbM/vrWRtD7h/AIzMQJ0AEY9Ta04BdP9DdndrMlY31saQRdDITHZHC7otu519fjV3m8GulWBysByLlG4d9TLmJaeenaKsY1lKO5TGyMQC7X/ZyJQdD3boWAs1ye55pywsqKvOnjU8ND6UUYdH6bV33d5V53j+hfk634/KzpWZWm8qP1/6mUpFKjGk0hBOPj2Ju407pexLEZ8Uz84HO3XGqOVai+jEaBq7N+a3q7/R2qs1FZwqUN6xPPWLZ5yg5kH4A53jL2t+ma3X9joxTbEESW9BYoQUVCoVd+/eRa1WU7ZsWczMREDh6yS9OVaSpExNtIGBgUyePJlDhw7x8uVL1Go1sbGxBAQEANCrVy8WLlxIyZIladu2Le3bt6dTp04YGxvTqlUrvLy8tOfatm1Lt27dsLS05ObNm8THx9OqVSud6yUmJmbqwlWlShVatGiBr68vbdq0oXXr1vTs2VPrMpcdRowYwYABAzh8+DBnzpxh06ZNzJw5k3/++UdnPgsWLKBly5Y8fvyY0aNH88UXX+Dj46M9b2xsrHOcE5YtW0alSpW0CmNesX79eqZOncr27dtxcSk4X2WBLgnqBDbc3sCVoCvsf7SfMTXHMLDiQB2ZtDvmAFvubaGWhRvLK30KJZvA1Y2yf3qYP+rj83hgYkK4kZLqQJJCgQKJHx3sWWOnr3jbqdXUtHDjYGIg4M/4uuN5EvWEtdf04yJSWNp6KVbGVtib2+Nu7a69T6g0KtZfX83cSwv5vsHMDPsL3gw6luzIzoepCyszIzPWtl/LtFPTaOfdjrnndRM5bOi4gRVHJvFv9IP0Q7HXypLe6iTipSQmn5ysY2UCOa4mI9LOAeDawGvZtvCnZUbDGdrntVxTXUArOFbgzPMzAMxrMo/WJVrr9DMxMuFy/8uEJYRRxKJIltfRKkHSO6wEBZyRFSCQFSBDVO4lP9JjaN1R63/QdpacpMU0D7xh0ilA/hH+dPq7k57YaYUCK0nih2cHWfXihMGhlGTPK2jNzTXMOTcnV9O9GnSV7v/I4QqHHx/m50uZb07t77kfVytX7fGwysOynaTjZcxLnWMH8+yvoV4XJsmbEPntDnf48eEcyedaCTp+/Di9e/dGpVKRlJSEsbExq1evpm3b159NI9uYWMpWmYK4bh6SEtvy4sUL3NzctO2BgYF61qG0DBo0iKCgIBYuXIiXlxdmZmbUq1dPG+Dv4eHBnTt32L9/PwcOHGD48OHMnTuXo0ePYmNjw8WLFzly5Aj79u1j8uTJTJ06lXPnzqHRyC4Eu3btonjx4jrXzEwxNjIyYv/+/Zw6dYp9+/bx888/M2nSJM6cOYO3t3eG/dJjY2ND586d6dy5M9OnT6dNmzbaRBFp3zMfHx98fHzYtGkT1apVo2bNmloXuNy6w8XGxrJhwwa+/Vbf//hV+Ouvv/jf//7Hpk2baNmyZZ6OLcg9MaoY6v5ZV6fth/M/0L10d8yNzDn9/DRrbqzivxdn9Pqei3tOnTMTWLI9kAHFUn/s8PbUk82MCCOjZAVIZvbZ2Xoy39b/lvrF6lPUKuP7AcguSAMq/48uZXtiZ5aD4oGCQsn7Zd9n58OdlHEow/I2y7X/0/Ud5YD2eRfmaV2+znxwBksTSyqZO2uVIC8bTx5FyZtiM4o40uDpGdof/ljnGvPrTmH06WkkSUnEqmL1Yg1iVbFMOTVFezyxjrwTn5cxFJ9X/xxvO28qFalEaQfDrvdGSqNsKUCQaiV6p5WgFRnHIQNQolHOxvNOLhxcJHebi5kRGBtoUAECGOdShGnBIWwNvqRtG1hhIFYmVtrkG8vs7RgVlnX8V1oFaHDFwXxQ/gMG7BmQZZbDnDKj4QwdBQjIUZbCusXqahOJTK03NS+nlmcokuPGpOwky3gFYlQxWQulIdtKUHorw6hRo1i3bh1NmzYF4Pfff+eTTz7Bz88vRxN4rSgUeeqWVlB4e3vj6urK/v37tZaWxMREjh49yvfff59hv+PHj/Prr7/Svr3s5/348WOCg4N1ZCwsLLQKxYgRIyhXrhzXrl2jevXqGBsb07JlS1q2bMmUKVOwt7fn0KFDtGrVCjMzMwICAmjSpInBa5uamgJyTE5aFAoFDRo0oEGDBkyePBkvLy+2bdvG6NG5q6CsUCgoV64cp06dylDGx8eHHj16MGHCBLZv3w7k3h1u48aNJCQk0K9f1j732WX9+vUMGTKE9evX06FDhzwbV5A7kjRJXA++zrXgaxnuCtZfn7GrQrvoGPZYy/edWKVSVwHKgirOVRhbayzlHcvzx7U/WHxlcabyC5supLln8xwvOIUC9HZQ1aUq+3vux8nCCROlftB3j9I92HR3E51LdU6jvKQuSla3X0OTv1Lv4ekVoH+eBuK1/n9axd0/0p8KTvLmUYwqhr/v/62jlG/utJmyjmXz6uVpMVIa0a10tzwbLyXBwzsbExR4Wy5onBaFkZwdMC4Mmn+dnAAhG7y3WnbxLZN/G+L/+v+b4bljlhY083SHJHkxfLDXQVwsZU+KtBkIcTXsnvwi5gUf7f+IhxEPddpH15TXJP/2+JdrwddQS2oG7BnA6Bqjdaz+0xtM10nLDrCk5RK23NvCy9iXvIx5ycvYl3Qv3Z3A2EA0koZOJQ0rdNnlq9pfUdKuJG2921LcunjWHQqC5N+k3FiE85NsK0G1a9fmt99+02YSS0xMxNMzdQfT09OT+Pic+eIJDBMdHc39+/e1x35+fly+fBlHR0c8PT1RKBSMGjWKmTNnUrp0aUqXLs3MmTOxtLTkgw8+yHBcHx8f1qxZQ82aNYmMjGTs2LFYWKRWPl+5ciVqtZo6depgaWnJmjVrsLCwwMvLi507d/Lw4UMaN26Mg4MDu3fvRqPRULZsWWxsbBgzZgxffPEFGo2Ghg0bEhkZyalTp7C2tmbgwIF4eXmhUCjYuXMn7du3x8LCghs3bnDw4EFat26Ni4sLZ86cISgoiPLly2frfbp8+TJTpkyhf//+VKhQAVNTU44ePcry5cv56isDmWzS8OWXX1KlShXOnz9PzZo1c+0Ot2zZMrp27YqTk36hyUWLFrFt2zYOHjyobbt58yaJiYmEhoYSFRWlVbyqVq0KyArQgAED+PHHH6lbt642/svCwgI7O7FQfd38ce0PVt1YRXhCuN65BVU+Z9rF+YQbSMjRJDaOH18GEezkjUu3jXz18hpNr8/XkwN4v3QPPq72KdeCrjHy8EgAyjmWY5jvMFp5tdIqNMOrDueTKp/wOOoxDyMeUqlIJezN7Nl8dzPXg6/zUeWP8LD1yLsXL3gjSb+jnJaR1UbSsHhDmrinKjppFyX2ZvYZ9v3tRSDeifJvfPmERG6ZmRIc+ZgbksSwfcOIUkXpyHcu1TlfFKD8QGsJeldjgq5tlP+WbgMf/AXnl4FbNXAqJWcJzE7q6IE7IOIpVOiSr1Pd8WCHzmaUj70PY2uN5cLLC/x+VT9bZYoCBFC/WH1OPUveIH1vtbb950s/G+ybwn99/tM+VygU2vjOawOvAXIx3pRxu/h04VHkI5ZekwvBbum8hTIOZWhQPHsJEHKDrakt//P9X76NnxcokqO1pHzeaHAwtSU4LixrwWSyrQQtWrSIoUOH0qRJE6ZPn86UKVOoUaMGZcuWRaVScfv2bX7+OeuAXEHWnD9/XptSGtBaRVLSSgOMGzeOuLg4hg8fri2Wum/fvkxrBC1fvpwPP/yQatWq4enpycyZMxkzJjXTir29PbNnz2b06NGo1Wp8fX3ZsWMHTk5O2Nvbs3XrVqZOnUp8fDylS5dm/fr12uKs3333HS4uLsyaNYuHDx9ib29P9erVmThRdoUoXrw406ZNY/z48QwePJgBAwbw1VdfcezYMRYuXEhkZCReXl7MmzdPmx48pcCqn58fJUqU0Hs97u7ulChRgmnTpuHv749CodAef/GFgeKNafD19aVly5ZMnjyZ3bt3ZyqbEXfv3uXEiRPs27fP4Png4GAePND1tW/fvr1O8ooUS17KQuS3334jKSmJESNGMGLECK1c2v+94NV5HPmY93a+RxGLIvzd5W9t1fmoxCi+++87/CP9uRV6y2DfXmV60fflY0r9/SVljY1p75GabGWcogh9m89B6VoFjE1JcUZzcq/JztLN6bitIwBja45lQMUBOuM282ym/VHNCIVCgaetJ562qRtQvcv1zqSHQJCKvbk9zT11E+Ro0tTtyCh5wOjQMOrHpW5yBiYr/iOOGc7U9VvL3zIN5C5svFPucImxEPFEztK2caButsnSreQd++xafdKS4v6WB6jUKkyMTEhIjk0yMzJjy90tTP1vqo5c2jia+sXqY2FswY8Xf9Se/6vjXzryAysO5NSzUzhbOLM7/BYz9/UnIiFrtzhrU8O1d1LoXro7p56dondZ+V48svpIarnWoqRdySxdkt8VUjbzLsfpuhLeCb3DoYBDDKo0CAtjC0Ndc4QmhxsZCikHtqmkpCTmzJnD6tWrmTNnDnXr1uXMmTOo1Wpq165NsWKvN/NaZGQkdnZ2BAcH6+3Ex8fH4+fnh7e3N+bm+uk0BYWflStXMmPGDG7evKmTzlqQivic55wkTRLV1ugm7BhedTi/Xv7VoPz7kVF0jYqhT3FXusSqmP5S9ya+ycaKBIWSjq71sf9gY6bXDo4LxkRpItzPBIWGn/7pz9Kwy4C8s+27SjdD5zdW5elpXwnliXlyw6hr+G437KbbxL0J/Sv0f+VMda+bWWdm8eftPxnmO4yR1UcW9HTyHlUcJESDhT18l0mcVK+VUDHv3AyzQ5ImiUR1IpYmliSoExj671CuBF3RiR2ZWm+qngI0o+EMOpfqrNMWq4rVpkcfX3s8fcv31Tl/8eVFBu7VTWJjiPrF6jO6xmi+O/0dfcv3pZ135vFSkiTxNPopxa2L52ns29vEL3+2ZYnqKSC7FBazlvWFlPuNUqHkyoAruR//8i/EqGLYdmcjEdGx3PrkFhERERlm9U0hR4kRjI2NmThxIu+99x6ffPIJq1at4ueff37tyo/g3WDv3r3MnDlTKECCPCOjH8GMFCAvlYqxoWGYSXDNL0Bf4LOL9HJMTvubjR+/7AZqCwSvi671J7J013s0tC6hd257k58pWaKpfNBysra9utqIi0apO661XGsxq+Es/V1vjRqenIdiVeVsiCCndH92CR4cgsdnwKqIHD9Ssatu39hQMLUGY9PUNkmC2zvB3B68cxionwkpluCXsS+zkHwD0WhgVSd4cg4ssqg3Z27/WqYUHh/OgosL2PlgJ4kaw0V505JeAWpUvJGeAgS6yQQsjfUTUmVVtwegrltdfmv1GwBr22eccTMtCoUCdxv3bMm+qyjSvPcPwx9olaAUNJKGBHUCSZokrEysCI4LZv+j/XQq2Qm1pM504/BO6B2WXDFcwzErcqQE3bx5k1u3buHr68v+/ftZuXIljRo14ssvvyzc9YEEbyQbNmwo6CkI3gIehtxh4slJGBubcyUo850mpyQ1PwUGUTkhzQ/z8NPwz0h4clZXeOwDeQEnELzBeBYpz4neJ/SKlw4v/X6qApSOSRShB7LCYGjHHYCXN+HEfLi2CYpVg9YzYGV7fTmAK+thE1Chq5y86HKaYrzjA+Tg/PAAeTGfwhc3wM7AwjP0oax8FcmiYPutnRB4Exp8jrFKdvX758E/TG8wPW93888vh53J7tkDd+ap8pYhCdFyfZ/EaDi/Ap5dlNvjQrPo+HqC1ieemMjxp8czPN/UvanWMnQw4KDOub099mYY/J+izEJqAdG0pHd3HFF1BK28WnHq2Sl6lenFxZcXqepSNQevRJBd0n6nztz7h/rFGxAQqbuxWHNtTUCO4wqMlTOgzjwjl24YXWM0gysNNjj25cDLuZ5XtpWghQsXMnHiRCpXrsy9e/eYPXs2w4YNo2PHjnzxxResWbOG33//PUfFLgUCgSBf0WjosrOnwVMX/AJYbm9L49g4yieq0Fn22HlC559kP3elEfTbAluGQo1BUC6DhZxA8IZiaJfV0i7jJBvupvbYJD5HZWxKx5Id9QXO/AZ7xqUeP7uUsQKUlrTxKSnMziCF/I7PodvvssLk0wJ2j4VHJ1PPt/pOti799wtEvwRJA43Hwp6vdOUOz6CMlSW4yBsa98LvUcahTNZzzYo7e8HaOVUBAljVEaZmHYOSLVRxYGwuW6A1ari0Bi6tlS0+WdF3M6zrCU4+0OcvWFRDLuXhXivrvrkgLimOj/Z/xKXAS1nK9ijdgyn1pmgXzZNOTNKmfwaynf3MUHHqpHQ1ahq5N6KUfSlK2ZcCeKPi2N440ihBKwP2snL13gxFUxSgtMy/MJ9+5fthYqTvGXQv/F6up5VtJej7779n165dNGvWjEePHtG2bVuGDRtGkSJFWLNmDfv37+e9997j1i3DwcQCgUDwugnYOUKvbURYOB+HRwLw8Uh/ODIbgm7Jrja1hkKpZnp9MLeFvpnH+wgEbwM2pjZEJUbRqHjGFgtLhYLtT59hXKIJdscXwIkF4FFHdm/LDs2/hip9wMhUzjx2bC4cmp563s4TIgy4n6blwSFY10NWsPZ/o3/+5t9wYSWEpklOc3O7waHcklItBKo0iSJyzYNDsP79Vx8nI9a9B/cyThNtEAdvCPMD315yAoQp4akL08mhkBSfZyVEQuND2XhnI4cCDhESF0JgnP6itpxjOQZUGEDHkh3RSBoG7R2ERtIwrtY4HavBuFrjKGVfirU312YrXutgr4NEJkQazJKYPvufm5Wbnowgf9Dw6tbV6mur832j72nr3RalQolG0qBUKIlPyn1m6hzVCVIqZZ8+IyMjvVzfrVq14tKlrLV8gUAgyDc0GogNhv8WQeAthsRfB2P5Njc2JIxmsbF4mNjCgO3g3UReBDSfVMCTFggKD3t77CU0LpQSdiUyFrq3D2eAB4flB2RPAXLwhg8Pg0W6ivaNx8qP2FB5IW5sBhdXwz+f6Y8xeI9sXQm6LStAGfH0QuZzMbWBDj8AoDj5PSBbCYwVxkiSxPXg65RxLJOjopVaTv6YtUxuOb0kcwXIuzFU6w+VeoBaBeGPwLYYmNnIKaxtkhf+aV3+lEavrAClxHTEJcXRaVsnIhMjM5QtYVuC5W2Wa10wjRRGrG63OnlauotlOzM7hlQawpBKQ7I1DxdLF5202GlJ7/LpaJ5FjJQgz1CTcWrsEWHh/OJgn61xvjr+FaeenaJP+T703tmbHqV7kJhcILVBbBwnLXOWYS7bStCYMWNo3749VapU4e7du8ycOVNPRmSnEggErw1J0v0hDzgNy9toD/daWfIy2cVlfpN5tLJwB3sPeTEgEAgMYmtqi61p5hmVskWFLtBojBzPs7qz7Ho14qy84M4IyzSLUt/3DCtBXvXlsYJu67Y7eMOHR0CTBHNLpbab28GnF+CH5Dpwtu4w+oZOV7f7/0L0eQAuvLzA1ntb+fP2nwD0Ld+XPX57mNlwZta1XhJjYFFtiHyi0+xXaxDb7v9Nr6goPE4tgvqfZj6OISRJtmQdTrf2UhrLr/mTU1C0YrpzRuCcplaTXd4W0pQkia9Pfq3jrpYRU+pNobln8wwVj9eRVa1SkUr5fg2BYTSZJKL+ODwSNQqWOMhuuQcDnuKgVlPd27Ar7PYH29n+QLbqbrm3RdvupUripMEeGZMjJaht27baxAjlypXL4aUEAoEgD1CrYHlbOci3049y/EHLabBjlFZkm7UVk53ltPltbMvSqkTrApqsQPAW0mslbBqUejx4L3jVy1h+wlM55kSZdXYuLSbmMPG57Kq6NLm2kUsF+W9siK6sZz3ZupuSga7fFljbI/WctTM0/0beNGn0pd6l3ExS68DMOjtL59y6W3KSho8PfMyOrjtSLWRJCXBrh2xZ2TkKgu8afBkfurrwX/AhsLdlhb0t1/ZNkpUgtQoURlm/J7d3yXE+Jxbotr+3Ot8Lk2bGuRfnGHloJNGq6AxlWnm14ln0Myo4VaBnGcOxma8ThUJB77K92XBnAx9X+bigp/NOkZkSBPBheATlEhOpGR+PnUaWnRwcwrdF9AvRZ0QRtZo20TFExUtkNzAnR9nhKlWqRKVKeatJP336lK+++oo9e/YQFxdHmTJlWLZsGTVq1MjT6wgEgreEZ5fgqbxrq80WdXun9vTqco2Zm+CvPf6iVT66pggE7yJF0lgXOv+cuQIEYJZ5sckMMbWE4jWg/99w9HvouFBur9QDAv6Tn/dYBr7pFtg+LaFyb7i6ARomJyZobLiwKyDHJmWDcy/PUcLCGTYPgbsZB3ZT52M4s4RE4D8LAx4y0YGwqBbEh8OIc3KWu6R4XUsYyIVNN3xg+BplMq9dk5/MPDOT9bfXZyozvMpwPqn6yWuaUfYZV2scHUt1pKJTxayFBXmGIXc4U41E52hZiTYBWsTG6ZzvGRWDpyqJ/yzMWWafdW29djExDItQE5kg8Xs255UtJWj27Nl89tlnWFll7TN65swZgoOD6dDBcDG1tISFhdGgQQOaNWvGnj17cHFx4cGDB9jb22dnWgKB4F3k5XXW2VpjIsF7Uam7kE+NjWjrURzSKEBf1/k629mEBAJBNjFOEyfj8hoWk6Wa6SYsqTVUVhyK15StPIbouhhaT8/4fFr8T0A29LRnoffgb199S5QOCmj3PfElGlPr7HjDIueWyQoQwC/JGdmMzeV4p+LVIfAWrOyQ+XWMs6e45SVfHvmSfY/26bQN9R3Kp1U/peqaqjrtNV1rvsaZZR8TIxOqOFcp6Gm8c6S3BE0NCqFTdAwmICfm+DbNBkCLKeDbC8XCStSJT+CWqf5nvZpzNXoVa8TGp0e5HCyXvnD27Q2X1unJZka2lKCbN2/i5eVFr1696Ny5MzVr1sTZWb6xJCUlcfPmTU6cOMHatWt5/vw5q1evztbFv//+ezw8PFixYoW2rUSJEjl6AQKB4N3i7rX1zHaSb5jfFZH/Hnn0hPbuusXXdnXbhadtBul1BQJB7rFJk3nLrQAWlAoFlM3CEqJUZk8BAtly9MJwXIu5RsOnYRH84OTAH3fW42+tIMm6CF+HhFFUrQYzOxj+nxz7dHwetPoWgC2Epw5vV5L7EQ8BCFMqcXhxVf9CSfGw1EBmyrQU9YWX17L3mvKYuefm6ilAGzpuoJxDOZ36PP0r9KeSUyVqFi2cSpCgYNCkswR1c2+GMsWDQ2kEY+7JmVprDgZX3VI7HaNjmOckJ1NpHx2DGpjhvx0zaTvVilWmXfKejJlLRWj2NeqISGA62SFbDrqrV6/m0KFDaDQa+vbti6urK6amptjY2GBmZka1atVYvnw5gwYN4vbt2zRqlL1iYP/88w81a9akV69euLi4UK1aNZYuXZqtvm8zx44do1OnThQrVgyFQsHff/+tJzNo0CAUCoXOo27duq9/stnkyJEjKBQKwsPD83Tchw8f0qdPH4oVK4a5uTnu7u506dKFu3dT/bPTvkfW1tZUqVKFlStXvtJ1mzZtqvf+KxSKLC2g//77L3Xr1sXGxgZnZ2d69OiBn5+fQdmTJ09ibGxM1apVX2mubxVJiVwLuaHX3NTLHU2awNrL/S8LBUggyC9MrWDkZRh9C4xy5FVfOGk6AWW6nepT/o8ZHxLK9qfPKZ6UWl/mgJUlR6wsmZa8AcP4R3LCAddK0GsF2HvwNPops8/O1vb5ufki7fNvnJ3gzu7szcveEz7YKBeMnfRCTi0O4KpfAyevmXtuLpNPTkatUTPtv2msvqm7uT2xzkQqOlXUUYAAmnk0o33J9q8l0YHgzSGtJeiz0HCU76+Fjgvg4xNyo7ULdJyvqwDVkeO2img0nPcP4KpfAN8HhfBDUAhmycO5P7vK0ucv2fzkOcSFQ5OxaBqMyva8sn33qly5Mr/99htLlizh6tWr+Pv7ExcXR5EiRahatSpFiuS8cvrDhw9ZvHgxo0ePZuLEiZw9e5aRI0diZmbGgAED9OQTEhJISEjQHkdGyikYVSoVKpVubn+VSoUkSWg0GjSajFPzFUaioqKoXLkyAwcOpFevXgZfgyRJtGnThuXLl2vbTE1NC+1rTZlXXv4/EhMTadWqFWXLlmXz5s24ubnx5MkT9uzZQ1hYmM51li1bRtu2bYmJiWHjxo0MHjyYokWL0qZNm0yukDGbN28mMTFRexwSEkK1atXo0aNHhq/v4cOHdOnSRVtcOCIigi+//JLu3btz4YJuOteIiAgGDBhA8+bNCQwMzHBMjUaDJEmoVCqMjDLJuvQ2kBiN8ZrObLXJ3G/lRK8TaNQaNOrC+V0QCN4KbNzlv6o8qKtT0CjNmB8YzKiiqZYjG0mib6TsbhuhTNLrctzSgshPL2GRpH9u7Y21OsfGpBZ4PJqNFL4aj7qo+/8DinT71N7NUQzai+RUOl/f92/PfMvfD/4GoLJTZTbf3axzflXrVfgW8dVZd42vOZ5HkY+o4lhFbz0mEKil1N/jDyMiUSUlQZX+ckNGn5dGX6FUJaCIfILZ/f0Zjl03XtYLVJV6gQF9IDNyvIWjUCioUqUKVaq8uglco9FQs2ZNbbrtatWqcePGDRYvXmxQCZo1axbTpk3Taz98+DCWlpY6bcbGxri6uhIdHa2zWH0TaNCgAQ0apKbijIuL0yp8KaQsetO/7vRyabl48SLfffcdV69eRaVS4evry8yZM3X+l7Nnz2bt2rUEBQXh6OhI586d+f777wH4448/WLx4MU+fPsXW1pZ69eqxatUqQFbKfvrpJ1asWMHLly8pVaoUY8eOpUuXLgQEBNCiRQsAnJzkTB99+vTh119/Zfv27Xz//ff4+flhYWFB5cqVWbduXbbiz65du8bDhw/Ztm0bnp7yrr+DgwO+vr5674WZmRmWlpZYWloyYsQI5s2bx65du6hXL4uA3gwwNjbG2Dj167Nq1SosLS1p06ZNhv+DkydPolarGTt2LEqlEmdnZz7++GP69u1LSEgIJiapP5T/+9//6N69O0ZGRuzatSvDMRMTE4mLi+PYsWMkGfgxflso+2wjnoG72GFlyVVnw9liTDBhvN14juw/8nonJxAI3ni81Gq9tlOlxhFh4Ylz5GVgn975SQcW0MK8hY7V43ridTbEbtCRO3zwsPa5W5r79FX3/lR+soaXNr48cGlH6Zc7eeDShpe2VWFPJokX0C8+mhfcUd1hTcwanbZpZ1LXXFPtpmKsMObx2cc85rGOnDXWVKQie/bsyZe5Cd5somNjINlt7W7RTtzanU1rKM0oFbub9CnZTpUag1LSUPfhfG3bnlPXkRS3iI2Nzfa8CtSO7ebmRoUKFXTaypcvz5YtWwzKT5gwgdGjR2uPIyMj8fDwoFmzZtrFdQrx8fE8fvwYa2trbf0iSZKIS9LNPvE6sDC2eCXTsIWFBba2unUbTExMOHnyJGXKlMHe3p7GjRszffp0XFwMFwkDWekcPHiwNvPe/Pnzef/997lz5w42NjZs3ryZxYsX8+eff1KxYkVevHjBlStXsLW15fz584wfP55Vq1ZRv359QkNDOXHihHZeX3/9Ndu2bWPx4sWULl2aY8eO8dFHH+Hp6UnDhg3ZtGkTvXr14tatW9ja2mJhYUFMTAxDhw7l+++/p2vXrkRFRXHixAlsbGywts46SrVEiRIolUr27dvH559/nqklJOU9VKvVbNmyhbCwMKysrLTzDwgIyDLzYd++fVm8eLHBc3/++Sfvv/8+bm4ZV6Bu1KgRRkZGbNmyhUGDBhEdHc3WrVtp1aqVzud3xYoVPH78mA0bNjBjxgyMjIz0/v8pxMfHY2FhQePGjd/aOl1GG/syV3WGtSU89M69X+Z9/rr7FwDOVs5069DtdU9PIBC8BSRe1t89rtV7XPKz3vCnvhJ0JOEIRxKOcPK9k1gYW3D+5Xk2HNRVgEyVprRt05aZm+TNXjNNqltQ+W5jUFnOwtHIDEeFAhhHQeXFDU8I5+stX2cq07lD59c0G8HbxoUN80Ejr7+9h67AOyedo6rDT/L3St1mDpoag6mVvKZWxX6EyYKySI6laNdBzhYbEpJZ4hJdClQJatCgAXfu3NFpu3v3Ll5eXgblzczMMDPTr95sYmKis4sOoFarUSgUKJVKlMl5+GNVsdTbkLud/1fhzAdnsDSxzFowA9K+hhTat2/Pe++9h5eXF35+fnzzzTe0bNmSCxcuGHyPAFq2bKlz/Pvvv+Pg4MDx48fp2LEjT548wdXVldatW2NiYkKJEiW0cUZPnjzBysqKzp07Y2Njg7e3t1aZiomJYcGCBRw6dEhrWfHx8eHUqVMsXbqUZs2aad0lXV1dtdn//Pz8SEpKokePHtr/eU4sjB4eHvz000+MGzeOb7/9lpo1a9KsWTP69u1LyZIldWT79u2LkZER8fHxqNVqHB0dGTZsmPZ9dXd35/Lly5lez9bWVu//AHD27FmuX7/OsmXLDJ5PoWTJkuzbt49evXrxySefoFarqVevHrt379b2u3fvHhMnTuT48eOYmppqleeMxlUqlSgUCoPfgbcB1ZklVEm6BXa6SmA9t3osbLYQC2MLrRJUy7XWW/keCASC/MdEkqgcn8BV89Tfz7T3k1HVR7Hw4kKDfSecmsCxJ8d02qbUm8KiS4uY3Xg2lmapv//+pqljmlg75Wnx5uC4YAbtHYSFsQV/tP4DOzM5rfA/D/7hx4s/srrdam22TEmS+Pv+31R1qYq3nTdDdg7RGatykcpcDU5N4PBP13/E/VWQayRFqvKf48+Ro4dcMywpHiNLR3S2u+1c4ZtgFEpjTJLXSzkZPweVy/KeL774gtOnTzNz5kzu37/Pn3/+ye+//86IESMKclpvBO+//z4dOnSgUqVKdOrUiT179nD37l127dqVYZ/AwEA+/vhjypQpg52dHXZ2dkRHRxMQEABAr169iIuLo2TJkgwbNoxt27ZpXaxatWqFl5cXJUuWpH///qxbt05rcrx58ybx8fG0atUKa2tr7WP16tU8ePAgw/lUqVKFFi1a4OvrS69evVi6dClhYWE5eh9GjBjBixcvWLt2LfXq1WPTpk1UrFiR/ft1/UcXLFjA5cuX2b9/P1WrVmXBggX4+PhozxsbG+Pj45PpIyMr27Jly6hUqRK1a9fOdK4vXrxg6NChDBw4kHPnznH06FFMTU3p2bMnkiShVqv54IMPmDZtGmXKlMnR+/DWEB4AU+1gqh0nL/xG9du/6In0KdmF31v/jqWJJQqFgm2dtzG40mBG1Rj1+ucrEAjeDozMWBAYTKuYWJY/fwkDdLPF/c/3f4ypKdca8rbT3cdOrwBNqD2BnmV6cvi9w9R1q4uZkRk9SvfQng8t3wHqfZpnClCSJokdD3bQbGMzHkU+4nbobRpuaMjiK4u5FXKLSScmERgbSNstbbV9fr3yK5NPTabz353ZeGcj/pH+ALQp0YbtXbfze+vUSiu/tvhV7zULBDlBk3mt1KwxtdSvo5WCkYmcMTIXKCQpizKu+czOnTuZMGEC9+7dw9vbm9GjRzNs2LBs9Y2MjMTOzo7g4GCD7nB+fn54e3u/0e5wCoWCbdu20bVr1yxlS5cuzdChQ/nqq68Mnm/fvj1BQUFMmzYNLy8vzMzMqFevHpMmTWLUqFGAHH+0f/9+Dhw4wKZNm/D29ubo0aOYmJiQlJTEkSNH2LdvH1u2bEGpVHLu3Dnu3LlD3bp1OXLkCMWL69ZkMTMzw8PDgyNHjtCsWTPCwsJ06kBJksSpU6fYt28f27Zt48WLF5w5cwZv79zdcFMSRiQkJHD06FGD7+H9+/epVq0aZ86c0bpjBgQE6Llmpqdfv34sWbJEpy02NhY3Nze+/fZbPv/880z7f/PNN+zZs4fz589r2548eYKHhwf//fcf5cqVw8HBQcetLyXxgZGREfv27aN58+Y6Yxr6nL/JPP3Bh7bOhgOHPazc+L7JPHydfQ2eFwgEglxzdinsTlNQdWqEQbHoxGi+O/0du/0MxzSsbreaai7V9Np3PtzJhOMTAPip2U80LN4QE6Osd6zPvTjHzoc76erTlarOVVEoFATFBrHm5hrqF69PFecqLL68mBU3VmQ5VgqmSlMSNfqx0s4WzhzodQBlckKG4QeGExwXzLr267I1V4EgIyasacROTTgA1wbmb5r3kJAQihQpQkRERIahBCm8sjtcZGQkhw4domzZspQvXz7H/Tt27EjHjh1fdRrZQqFQvJJbWmEmJCSEx48fZxqTcvz4cX799Vfat28PwOPHjwkODtaRsbCwoHPnznTu3JkRI0ZQrlw5rl27RvXq1TE2NqZly5a0bNmSKVOmYG9vz6FDh2jVqhVmZmYEBATQpEkTg9c2TS52pU4XfKpQKLSJICZPnoyXlxfbtm3Tif3KCQqFgnLlynHq1KkMZXx8fOjRowcTJkxg+/btABQrVixb7nDp2bhxIwkJCfTr1y/LucXGxurFLaUcazQabG1tuXZN9+bw66+/cujQITZv3pxrxfCNIDoQfq7JFAd9V04bhQlbuu/CzTrjz7ZAIBC8Ep7ZKzFhbWpNU4+mBpWg5W2WG1SAANysUu9fIw+P1D6fVGcSvcv1zvB6Q/6V3dS23tvKwmYLqetWl+ab5M2wnCg+aTGkAAF8WPlDrQIE8EsL2RIv0l0LXhV1wdpbMiTHStB7771H48aN+fTTT4mLi6NmzZr4+/sjSRIbNmygR48eWQ8iyJTo6Gju37+vPfbz8+Py5cs4Ojri6elJdHQ0U6dOpUePHri5ueHv78/EiRMpUqQI3bplHBju4+PDmjVrqFmzJpGRkYwdOxYLi9Rd95UrV6JWq6lTpw6WlpasWbMGCwsLvLy82LlzJw8fPqRx48Y4ODiwe/duNBoNZcuWxcbGhjFjxvDFF1+g0Who2LAhkZGRnDp1CmtrawYOHIiXlxcKhYKdO3fSvn17LCwsuHHjBgcPHqR169a4uLhw5swZgoKCsq1MX758mSlTptC/f38qVKiAqakpR48eZfny5Rlaw1L48ssvqVKlCufPn6dmzZpad7icsmzZMrp27apniQRYtGgR27Zt4+DBgwB06NCBBQsW8O2339KnTx+ioqKYOHEiXl5eVKtWDaVSqZecwcXFBXNz8yyTNryRqOLBxBzUSbC0OSRE8MRYt+BpUTUcGHKxgCYoeBPRaCT23XxJNU97itq++dZRwWtClX0vkTYl2mBnakd5p/IsubIECYluPt0o75Txb1d1l+oG22ecmYG3nTe3Q2/zQbkPMFYas8dvD18d1/8NG3V4VKbzutDvAqZG8oaj76pUi/nyNsv57vR3+EUYrkmXgoulrsu3UH4EeYXEW6IEHTt2jEmTJgGwbds2JEkiPDycVatWMX36dKEE5QHnz5+nWbPUytEpVpGBAweycuVKjIyMuHbtGqtXryY8PBw3NzeaNWvGX3/9hY1Nxj7Gy5cv58MPP6RatWp4enoyc+ZMxoxJNf/b29sze/ZsRo8ejVqtxtfXlx07duDk5IS9vT1bt25l6tSpxMfHU7p0adavX0/FihUB+O6773BxcWHWrFk8fPgQe3t7qlevzsSJEwEoXrw406ZNY/z48QwePJgBAwbw1VdfcezYMRYuXEhkZCReXl7MmzePdu3kSuApLnR+fn6UKFFC7/W4u7tTokQJpk2bhr+/PwqFQnv8xRdfZPoe+/r60rJlSyZPnszubKdq1OXu3bucOHGCffv0swYBBAcH68RENW/enD///JM5c+YwZ84cLC0tqVevHnv37tVRRt8JfqkLQbfg0wvw70SIeMwhSwuemsi3pE+rfoqDqS01i9Up4IkKCgM7rz7jyJ0gpnethLlJ5vWwdlx9xucbLuNiY8bZSS0zlU3PnRdRtFl4DDc7cyZ3rEC9Uk5YmRljYlSg4bOC14Fr9t1slQol9YvXB2BCnQnZ6pOZQjF031AAfjj/Q7bnkJ7WXq21ChDA313+puv2rnQu1ZlarrVo592OXy//Snvv9tia2vIi5gVjao2h47ZUTxwjxVtea05QYKgLqRKU45ggCwsL7t69i4eHBwMGDKBYsWLMnj1bG1MRHR2dX3PVI6cxQYI3i5UrVzJjxgxu3rwpstJkwBv3Odeo4Y+W8CzZulOpJ1zfzB4rS8a5pBZczm+fYUHBo9FIqDQazIwzXng9j4jDWKmk1owDAPSr68n0rpkvVr/ceIUtF58A4Dcr+5Xrg6MTqDn9gMFzvWq4M7fXq9fGExRyljSEF8n3ngxigl6FtNaZnFDVuSqXgy7rtO3tsRcXCxeexTyjmFUxjJXGep/1WFUs5sbmKBVKVGoVt0NvU7FIRR2Xt6mnprLlnlyWZEvnLZRxeEeT8gjylS9W1eMAsn7wRscEpQRxOzo6snfvXjZskHN3h4WFvRmLMMEbw969e5k5c6ZQgN4Grm2GYz/I1h/gjokJZy3M6XN9M7dMTXUUoK4+XQtokoL8ZuGBuyw8cE+n7djYZng6WRKvUtPp5xNExqtYNrAW1mbGNP3hCKbGqQu2tacDtEpQRJwKW3Nj/ENi2XbpKZamRrSv5IaNeerPWv3Zh6jgZsvB24E4WplSw8uBsW3KUsrZmhUn/YhXqalT0olaJRz543jGrkKbLjxhWpeKWJoWaFUJQX7TcwVsGgyNcheTmhVGCiPUkn5RVkPs6LoDL1vZjfxB+AO6bu+qcz4l1bWXreGSIoBODLSJkYnBpDLf1P2GKs5VMFYaCwVIkG8UVktQju/oo0aNom/fvlhbW+Pl5UXTpk0B2U3O11dkbRLkHSkKtuANJSkRbmyDi6vg0Ult83VTU/oUdwXATJL4rohu2svvGnz3WqcpeD30XHyK84/0U+A3nnuYTlWKsePKM21bx59PaJ8nJml05EuMz7gMwOw9t3WOn0fE8zwiHoDQmET233zJ/psvs5zrb/1r8NGaCzpt7/92mh2fNcyyr+ANpkhp+ORE1nK5xFhprJccKIVxtcYx59wcAGxMbChhV0J7rqRdSYN98gIjpRHdSosi04L85a2JCRo+fDi1a9fm8ePHtGrVSlvEsWTJkkyfPj3PJygQCN5QTsyHI7N0mu6ZmGgVIEBHARpTcwxtSrR5bdMTvD6ehscZVIBSSKsAFTQjW5SmTUVX/Gd3AFKVrmtPI4iMV2FrLizTgtwxvvZ4pv03TXtcyakS10OuA9C3fF86l+rMv/7/6lnDFQoF+3rs43rIdRZdWkTPMj1f57QFglfmrbEEAdSsWZOaNWvqtHXo0CFPJiQQCN5wEmNgZjG9Zgno7m44zXWP0j0YWHFgPk9MUFCM2XhF+3z3yEZUKGbLujOPmLTtuo7cR41L4mBlyr4bL7gYEJ7pmL1reSBJ8H5tD3yL2xEQGsuZh6H8c+UpbSq6MriBN3uvPycoKgErM2OuPA7n7stoLjwKQy1JNC/nQtOyzvx5JgATIyXdqhXH0tSInjXcda6zdXh9uv8qp9z//ehDxrQpmzdvSjLH7wWhQEFZVxucbfRTxAveHnqW6UnD4g1RaVQYK4xJ0iTRflt7iloWRalQYmdmx3tl3zPY183aDTdrN1p5tXrNsxYIXh1N1iIFQo6VILVazcqVKzl48CCBgYFoNLov7dChQ3k2OYFA8AZybbPOoTThKb33/4+bITe1beWMrLmtTk2iMqnOpNc2PcHrRZIk/nsYAsDHTUpRoZgcqNq3jhdVPezp8JPsfnRgdBN8XKy1csHRCVx/GsGgFee0Y/Wp7cG0zpV04oRSKOVsTSlnaz6o46lta1spVenuXt1dr0/KPDKjmoe99vmfZwMY06YsGo2EUqngQVA00fFJVEkjk10kSWL+/rv8fCi1HEKP6u7M7VkZpVKkJn5bcbVy1Tne3W039ub2BTMZgeA1oZEkKIS3tRwrQZ9//jkrV66kQ4cOVKpUqdDnkc9h8juB4I2iUH6+76SmHH/QexVTD36iowA5mjtSNyaO28lJwX5tNFdUI3/L2HA2gPFb9TMA/a+hbsHfisXsODW+OUWszfQUmyLWZjQt68LXHcpzKSCcSR3KU8z+9aeST/sbFxqTmGFMUqsKRZn3XhVeRsQjAWWKZlyuAKDl/KM8CIrRadty8Qk9qhenvk+RDHoJ3jY8bD0KegoCQb6jeVvc4TZs2MDGjRtp3759fswnz0jJKBYbG/vu1WARvDPExsYCFJ4MeqF+cHcvAEdajeezM9/oicxvOp+/rvwBz2ULQA2Pxq91im8DkiRx+0UURW3NcbQyNSgTFJWAJEm4vIaCoYGR8XRadIKXkQmZyhly98pKsRnaKP+CwrPLkn41+HjthUxl9t98yaDlZ7VufIe+bEJJZ2skSeLa0wgeh8Zx92UUPx68l+k4t19E5UgJSkhSZ5pmXCAQCAqat8YdztTUFB8fn/yYS55iZGSEvb09gYGBAFhaWhZ6q5VAkF0kSSI2NpbAwEDs7e0xMioki6C7/wIQrlTy2f0/dU4tb7OcWq61APBu7M2ev5pQv1h9nTSuguwxbcdNVp7yB2BOj8oYKRV4OFpS21tONNFoziEeh8Zp5ef1qkKHym5ZFhrNjC0XnvA0PI4PG5fUGee3ow+YlS4rmyG6VNWPE3tTaFvJld61PNhw7nGmcmnjmJrPO0pNL4dME0KksHpIbQYsPwvA/P13GZLOYpYWjUYiIUmDSqNh28WnTPnnBl93KF8olEWBQCAwhMahBITfKehp6JHjYqnz5s3j4cOHLFq0qMCVisyKpYK8UHzx4gXh4eGvf3ICwWvA3t4eV1fXAv8uAvDoP1jRlnClkkZeqfEX+3vu1/ODF+SePr+f1sbYGKJMUWvuvsxZ0eoVg2vRrKyLwXOSJPH+76c56xeqbfN0tGRMm7KM2XiFRLXhPb6U+j9vCwlJaipM/he1JvUns4aXAxeyoeQYokvVYvzYu5r22HfKv0QlJNGhshu/fFBd234xIEybmCEz7s1oh4mRfqyUQCAQFDTrbq1j9tnZFLMqxr89/83Xa+VrsdQTJ05w+PBh9uzZQ8WKFfXccLZu3ZrTIfMNhUKBm5sbLi4uqFSqgp6OQJCnmJiYFB4LEMCKtgQaGdHSI3XHv3vp7kIBykOehMVmqgABOgpQKWcrvbgTQwxecY4709tiaqRk9t7b/Hb0IT/0qkL3asWZ9Pd1HQUIICA0lpHrL+m0/dq3Ou19DWf/exswMzbi/ox2xCaqafD9IcJjVSx8vypfbrzCWX9dBTEgNFan78T25ehatThNfziCsVLBvi+a4Gqn66Y4sH4JFh2+T4JKQ0xCEv9cecbvxx7iF5z1/w/gxL1gmpUzrMgKBAJBQdK7bG88bDzwLVK46onm2BI0ePDgTM+vWLHilSaUE7KyBAkEgtdEbCgD19Thornuwu70B6exMrEqoEkVPBqNhH9IDN5FrPLEWrfx3GPGbbkKyNabRYfuZ2iJWDGolnZRHJOQRIt5R3kRGZ/h2FXc7bjyJCLD80oFzOruy1db9BMe3Py2DZamuaq48EbiFxxDvEpNeTdbIuJU/PcgRBszdH9GO+btv8viIw8Y3aoMnzX30f7vVWoNKrXG4HvVZsEx7ryMyvCaHXzdMDNR8iw8jvJutlwMCCc2IQkna1NOPwxldKsyjGxROn9esEAgELwh5MQSlCMlKCkpiXXr1tGmTRtcXQt+d1coQQJBIUCtQvVHc6qbh+udujZQf8H8LpE2k9j9Ge0wzsRdSZIkfjx4j2tPIgiKTuBqskJSwskS/5BYShax4mGyVaCOtyN/fVSP4OgE7ryIokGaQPrHobE8CYujXinDLsLhsSocrEw5djdIG4eSHVLm/zg0lkZzDmvbd41sSMVidtke521l19XnuNqZU8PLIVf9R6y7yK5rzw2eWz6oJs3LFTV4Lq175JUprbGzKCRJUgQCgaAAyDd3OGNjYz755BNu3br1ShMUCARvD+eOTecX6QWgawXa3nV7wUyogFh/NoAnYbE8CoklIk7FvXRxOT6T9vB7/xrULeXE/H136VK1GNU8HRi/5WqmAff+IbJr1cM0blHdqxcH5DTSRXx0M655OFri4Wg4FkehUOCQnE2ucRlngzKV3e34uEkphq+7qG279E0rrQLn4WjJnJ6VcbIypYFPkVdKtvA20aHyq7kC/tCrilYJKuVsxRetylDK2RpTYyWlnK0z7BeVkOrqPWzVeTZ+XO+V5iEQCATvCjl2h2vWrBmff/45Xbt2zacpZR9hCRIICpbYyCfU2dZOp62aSzWmN5iOp61nBr3ePkb8eZFdVw3v4qenmJ05zyIydkszhJOVKSExiQCMbFGa0a3K5HiOhgiKSmDzhSdsvfiEqPgk/v2isdaSEBWvQqlQYGX27ri5vYkERydQc/oBAEyNlNyd0S6LHgKBQPD2kq+JEYYPH86XX37JkydPqFGjBlZWuv7+lStXzumQAoHgDURzezdjD48Ey9Q6L5aSxOp2q/P92v7BMSgU4OVUsPFGEbEqdl17nm0FCMhSAXKzM8fVzpz1w+rqWFliE5MIiU7M0MqTG5xtzPikaSk+aVpK75yNuXCrehMoYm3G2DZlmfvvHRqWFkVWBQKBILvkWAl6//33ARg5cqS2TaFQIEkSCoUCtVqdd7MTCASFEk1CNO1PfMlTS91Cl6sbfJ/v145OSKLTohOoNRKHxzSl6GsoBmqI5xFxtJh3lNjE1Hve1amtMTVSYmasJCFJw50XUVQoZsuh24F8tCa12KZ3ESsquNlq3Z8uT27F1ScRPAqJoV9dL4NJFCxNjbF0FFYZgT7l3WwAOHQ7sIBnIhAUDi4FhHE/MJr2vm55as0Ojk7AwdIUI2UhKEsheGVy/Mnw8/PLj3kIBII3iNHLqvDUKtUiUd2xAqs6/fVarn33ZRRR8UkAnPcPe+VYjNwQr1JTb9YhnbZFH1TDNo31xNzEiCoe9gC0qejKlSmtqTJtHwAbPqxLUVtzfknTX47RMRynIxBkhr2lqfb5e0v+E3FBgneaDWcDGL9VTsozdrOcTbO4vQV7RjXSuUfnhIsBYXy67iLPIuJxtjHj7MQWhaM+XyEmJdrm0O1Ajt4NYlKH8pgZF64Y0hwrQV5eXvkxD4FA8CYQG0rgT1U46Gav01yjeIPXNoXQ6ETt85iEpHy/3vWnEYzfehUPB0va+brx+YZLpI2kXDGoFlU87HG0Ms14EMDOwgT/2R3yebaCd5Eq7vba52lrFgkE7xqSJGkVoLQ8DY+j8tR9rBpSmyYZJIVJj0qt4crjcDwdLXUKFgdFJXD0bhBNkwtMqzUSCuDWi0jcHSxFhkbgwqMw3vvtP53i0mVdbehbp3DpEDlWglavztzff8CAAbmejEAgKMRIEs/n+dDas7jeqaG+Q/P98tefRtDx5xM6bTuuPuO9Wh65Gs8vOIaT94PpW8czwx29FSf9mLbjZvL1I9lz/YWejChQKSho0rvm+AfHUKLIu1ufS/Du8vflp5meH7j8LFcmt8bOMmNFZe3pR4TGJKJSa/j50H2DMoNWnOPY2GY0nntY79xHjUvSrXpxElQazviFMKSBd6blEQyh1kgERSVgaWbEy4h4vt0p/w593aECZV1tcjTW6yQhSU3Zr/caPHfreeRrnk3W5Dg7nIODbg0ElUpFbGwspqamWFpaEhr6+nahRHY4geA1cuR75l79ldV2craVMmolW4ZceS2XvvoknM6LTho817K8C0v61cjRj4xfcAzNfjiSejyrvZ4i5B8cQ9M0MobI6sdUIHhd1JpxgKCoBAC6VC3Gj72rZavf93tvs+y4H7tGNqR00cK7uBII0vPXuQC+2nKNT5v50LB0EbycLJn6zw3+vfESgEnty3PGL5RxbcvSesExbb+vO5RnaKOS2uOYhCT6LztDbKKa2y8yLlicW8q72bLxo7rZSjYTr1LT4afjPAiKyVDmgzqezOzmm5dTzBWz9tzit6MP2Tq8vo6lLCOalHFm1ZDa+T6vnGSHy5lqCoSFhek8oqOjuXPnDg0bNmT9+vW5nrRAIChkRL2EQzPg6UVYVBvNkZlaBQjAX6nJ80s+DIpm4YG7xKtSkw08ConJUAECOHArkNMPs7f5IkkS+2++5MuNl3Xan4TF6RxHxKm0CpC9pQmzuss/OK625sztWZmlA2riP7uDUIAEhQbPNFkDt19+xh/HH1Lt230cuxuUYZ9/rjxj8ZEHJKo1/JTBjrdAUBg5eT+Yr7bIbm+LDt+n9++nqTfrkFYB+q5LRYY1LskfA2tSJp1yn5J1U62R+OP4QypO+ZeLAeFZKkAHRjdmaEPvHM/11vNIjt8LzlRGkiSiE5IYt/lqpgoQwJ9nAlCpc/77q9ZIbL34hMCo7Jdo0Ggk5u+/y9BV55m47Rolxu+ixPhdPA6N5bejDwEyVICmd62kc3zjWeGzBOVJyozSpUsze/Zs+vXrx+3bt/NiSIFAUFBEPIEFFVOPj81BBcx3tNcRS8yHmNDm844CsPDAPSq723H1SUS2+v1v1TnuTM+4Pkq8So1Gkqgw+V+D52fvuc2FR2GUc7PhyB3dReN3XSrRsbIbJYtYUcXDXhQHFRRKPBwsuPAoTHs8fZdc1Hz4uoscG9fMYMzahC1Xtc+9hfuc4A3hyuNw+v5xJlOZ4g66mUuruNtxJfn3RJls9V924iEzd2e9Zr02tbXWivN1xwp83bECZb7eQ2JS9hWRTecfs+PKM4Y1Lkl5V1t+PHiPJUcfYKRU0N7XjR1XnmXaf3rXSvi4WNP799MAPAyKMegW9yAomq6LThKVHC9bztWG2y+i+LpDee09AcgyPvWcfyiTt9/I0IWt0Rx9N8AUjJUK7s1oh0Kh4Ou/r2vbg6MTUGukQpVZL8/yBhoZGfHsWeb/RIFAUIhRJ4FCAVs/BEACUm5VXzs7sdtad5H0eWh4nl4+Kd3OliEFaNEH1Zi/7y4Pg3V3yhLS/RipNRJKhfx35u7bLD+ZeVbLlFTVLyJ1d8jGtS1LpyrFAKhTUrjcCgov49qW4+/L+r/B0QlJVP9uPwClXaz5rmsl6ng7olAoiEmT3t3aTCj3gswJjIzH0swY6wIuoHz7RdYWhfSlE7YNb0DPJae4GBBOeFwikiRlqAB92swHa3NjZu+RzxtyY8uuAjSxfTlm7r7N4eTNtfRxpWqNZFABmtnNlw/q6Bccr1jMlhvPIrn9IlJPCZIkiRbJG4kppFi30ipAWbH+bAATDCSXyIozE1tw83kkNb0ctO7lHzYuye/HHmplEpM0WJgWnntNjj/J//zzj86xJEk8f/6cRYsW0aDB68sQJRAI8oCkRDgyC07M1zZtt7bia+/Um69CkpDSxMv8+DII5yQ1FZ11Td25JSwmkfFbr2rdGDKiVw13OlYuRusKrryIiOe0XwjjNqfuZCcmabj6JJzlJ/3YfU0/gUFa9n3RGAVyxrbGcw8Tr9L9QSvvZsvKwbUKrAaRQJBTitlbsPOzhtrkIb7F7ehUxU1noXcvMFq7k5zeVSUnu9qCd4+wmERqzzwIwMOZ7VHm026+JEm8jExAI0nUn32INhWLsqRfDZ2YzYg4lU6fH3tXZebuW7yMlGPixrcrR8VidjoySqWCap4OXAwI54/jfszZe0d7rlu14rxfy4Pfjj7gl77VsTQ1RqXW4GJjRr1Shje/fu1bneHrLlLZ3Y4/BtRk7r936Fy1GENXnSdJI+FmZ860zhVzVKOonKsNRazN6F69ON2ruxuUqe7pwI1nkXy+4TI25sY0L1dUey795mBWzNx9ixvPIuhZw53qng4ERyfQY/F/OjJdqhajppcDXk5WuDtYUNTWnIpT9D0qJrQrR1Fbc73fzIntyzOuTVl8Ju0B5MQJhUkJynFiBKVSN4xIoVDg7OxM8+bNmTdvHm5ur69mh0iMIBDkEkniwYnvOXf2Z/ZYW3LR3JxPw8LpHRlN1+JuBGeQy39mw5l0UtrB8fnQYR44lcrxpeNVasp9I2ePqVXCgXP+YTrnzU2UxKs0TGhXjv71vHgWHo+jlSnWZsaYGuvef5rOPYx/SGyOrn/7u7Y6Lm23nkfyIiKeJmWc8+2HXSB4XYTGJGJvYaL9LP929AGz9mTt8jOyuQ+jW5fN7+kJ3kASkzSU+XqP9vjDxiXZc/05j0PlWMru1YszvWslLE1f3ULU/deTXAwI12nb+VlDKhVPVWqm/nODlaf8KVnEil/7Vaecqy13X0Zx8VEY79X0yPA+3mLeEYPxNnmp1IXFJGJtboxJcqIeSZL4/dhDjt8LpkNlN62FZWhDb77uWAGQvSCym9hn68UnjN6YmpDIb1Z7Plt/iZ1Xn+vIlSlqTUMfZzacC8C3uB1n/FLjZhUK2PhRPXot0VV40nN4TFODbrKnH4ZoN1Mga9c6gFITd6PWSJyZ2CLfNxdzkhghx0pQYUIoQQJB7ojeMYp6oQdz1GdcrXH0r9A/V9eLV6lRKhRcCgjj/TQ3z7Q0K+tMe183ulUrnu0fhOHrLmRp9ZnTszJdqxbn8J1AKhazxd3BMlN5geBtQpIkLjwKo0IxW5QKBT8evMfiIw+0511szAiMSuDjJqUY365cAc5UUFj580wAE7dl7R71c59qWvfhnKLRSHRffIrLj8P1zhkrFdyf2R6A2MQkbWznyBalGd2qTLavMfqvy2y9pJtCu1JxW3Z+1ihXcy4I0mdK/bSZD4sO6yY1mdKpAoMb6CZwCI1J5JO1F3SUoYzoXr04c3tWyTR2JzJeRf9lZ+lRvTgD6pXIcswKk/cSm6jm2NhmeDrl729wTpSgHKvt3377LWPGjMHSUvdFxMXFMXfuXCZPnpzTIQUCwWumVfB+UGauaJzvd56jj48y/vh4vqjxRa4UoBcR8Uz553qWrm4zulXKVRG1qZ0qGlSCLk9uxa3nUdQt6ah1o2hT0TXH4wsEbzoKhYKaJRy1x1+1LUdtb0eehcfRtqIrS44+YOlxPzRv7n6oIJ8IiU6gxvQD2Zb/bP2lXCtB5x+FGVSAAJI0EklqDZsuPGHW7tTYlsh0bnFZ0aOGu54S9MsH1XM814Ikfaa79ArQhg/rUtdA/KqjlSl/DqtLqYm79c792LsqQVEJmBorqVXCkfJumSsOALbmJmwfkf0QGDNjJbGJahKS1FkLv0ZyrARNmzaNjz/+WE8Jio2NZdq0aUIJEggKO5JEdBYK0IyGMzAzMqN1idY082iGiVHOU0HHJappPu8IsYn6Nz1XW3PMTZS0LF9U6xKQG1zSmdU7VnZjTs/KWJoaZ+jLLRC86zQrm1rg1yj5XpCkFkpQfnDjWQSnH4bSr64nZhm4GRcWrj+N4Lx/KPVKFcHG3Jj6sw9lKLt3VCP8g2NoWb4ow9ddZN9NeaNLo5Fy5Fq2/fJTZu2+rZOUxsLECJVaw9FxzWiQPIf+y87y38MQnb6GEgdkhkk6D4N9XzTGy+nNyopobmLEgdGNWXnKn7WnA7TtUztVoEcN90xrERmy7HgXsaJLVf0C6HmN/NlX6SUxKmhyrARJkmSwuvqVK1dwdHQ00EMgEBQaVHEkBt7Ua97eZTseth6YKPVvoLlRgAB2XHlmUAHqXq0489+vmqsxs2LRG7arJxAUNCnrwm2XnuDtbEWP6sUxUiryZMH+NDyOH/69w/8aeuvEdOQVEXEqdl59RgdfN+wtTYlXqTl6N0hewJcqku1x4hLVqDQabLNRzDInfLvjpjYzpUqt4eMmOY+hfF38c+UZI9dfylSmZfmiHLglKzvlXG0p5ypbDKp42KcqQZKEkoyVoPTxRen5qHFJJrQvrz1OcddMrwCdntACV7ucxZakX7rmtH9hwcfFhuldfWlezoX/HoTQu7YnpZytczXWT9ksqvyqmJnIN5o31hLk4CCnvFMoFJQpU0ZHEVKr1URHR/Pxxx/nyyQFAkEecHs3D7f050NXFzA2xliS6FGuNzamNnjbeRvc3MgtB26+ZFxyDZJRLUszqmUZzvqF8t+DEIY1znmxuczoWrUYf1+WF0ICgSBnGCV/78NiVXzz93W+Sa7r8VlzH758xUQJn6y9wNUnEWy79DRbwdM55eu/r7PjyjNm7rqlk+4boF9dT1qWL8qYTVfRSBIdfN0Y2sgbNzsL4lRqVGoNCUkanobF8cVflwmKTmDTR/Wo4mH/SnNKG7OSllMPQgqtEiRJUpYKEMDkZKv9h41L6rT3ruXB3H/lbGtqSTK4sJQkibN+oRnGhKaQPmje1sKEwKgEPbncKDDprZ1WeZDIoSBpXq6oTna47FDd014n8YSve95vThjCLDmpUYLqDbUELVy4EEmSGDJkCNOmTcPOLvWNMzU1pUSJEtSrVy9fJikQCF4dzc4v6OKe6q+dpFDwdd2v8/w6N55FMHT1ee1xio94bW9HanvnvbV4RjdfGpdxpkX5nP0YCAQCMnRd+vnQ/WwpQVHxKsJiVGgkCQ9H2U0+Zci0tb4y8iIB2TrwIiJeJ2A6IlbFrmvP8XS0xN3BgucRcpZID0cLLE2NOXT7pba+SnoFCGDt6QAdd6E1px+x5vSjTF/L1Sfhr6QEPQ6NzbCI5LG7QajUGj2XrMLAs4hUV7QuVYux3UC9KQBPJ0v+GFhTr90sTbZNQ6FlPRef4vyjMP0Tyez8rCF9fj+NmYmSdr66sZuPQvSzuX3bpaJeW3ZQa3QnV5iKdr4u1n9Yl3svo/lozQW6Vct/N7gUUj73Ceo3VAkaOHAgAN7e3jRo0ABj4zdbgxYI3jUmWagA/arxeYkkSXT46YROW27N9NnFysw4w5oKAoEgc4wzWQhKksT6s4/xcbHOcAOj+byjBBnYqU9PUHQCztZmcpHWhCQGrzzH2XSZqmp4OTC3Z2Wapyv4mBM6VHZjV7p0wdlFlYu4KI1GIkkjseToA+bvv5upbO0ZB7g0uXWu5vYqJCZpCI9NxMXWnBUn/QiNSdRRcC8nWwYquNky/72quDtYULOEI83KulB35kG9ItLpSfsRSkmwkaTWsPS4HwGhMQYVoN61PNh59TnbP21AKWdrrk5tTUKSRqd8Aej/T85/3ZIi1mY5eflakjSFawFeEJgZG1GpuB0nxzd/rddVpmyAFLLQwxxrMk2aNOHBgwesWLGCBw8e8OOPP+Li4sLevXvx8PCgYsXcaegCgSAfObGQndb5HwB65G6Q9vnXHcrzv4Z56/omEAjylrSWoKmdKjB1R2rM4In7wdrUyOnd2dLW+8oO3++5w5aLTzKVufAo7JUUoCuTW2NnaULrCk/ZfvkZnaq40cG3GCZGCrr8cpKrTyJwsDRh2/AG2FqYcOdFFOYmStacfsTWi09R5WCX+nlEHB8sPYNfBgUqT41vzp7rL1AqYFryexoWm7NsZnmBJEn0++MM5x+F8n2Pytq5/HzoPtentSEqXsX5R7IyWrOEA0ZKBWPbpKZKXzu0DstOPGR4U58Mr6FMGx6hkYhJSKLtj8e0dYRSmNOjMt2qF9daBWb3qKw9p1Ao9BQggD8G1NR6FqwYXCvXChBAcXuLXPcVvBopt5n01riCJsd22aNHj+Lr68uZM2fYunUr0dHRAFy9epUpU6bkeiKzZs1CoVAwatSoXI8hEAj0uXNsJv1u/Ko97lO2DwDDfIfl+bXOpdnZ7VnDPU/jjAQCQd5jlOY72qyci865+4HR2uch0anWHkmSaJFOWelYWY7Jq+HlQGcDaZKzUoDSU6ZoqgVZoYBxbctqnxtix6cNsbOUExt0qVqc5YNq0a2aO6bGShQKBf982hD/2R24NLk1JYpY4WhlSr1STlTzdMA0eVGelM0F2r2XUdSbdcigAtSqQlH8Z3egmL0F/2vorZfSOD/QaCQ06eau0UhIksS9wGjO+oeikWDs5qs6MpWm/Eu9WYdYcdIfkP936fFxsWZW98paV0dDpFWCfKfuY9CKs3oKUMvyRXmvlkeO3QFbJr+f/rM76GQ1zA2lX8P/QmCYlM2WwpaKP8eWoPHjxzN9+nRGjx6NjU3qB6pZs2b8+OOPuZrEuXPn+P3336lcuXLWwgKBIHM0ari6Ea5v5pH/EXp6FAPz1N2ziXUnMqbWGEyN8tY17nFoLL+mKcJob5m/rncCgSBvSZ8dLW12x6fhcThZm5GYpGHc5is8DU9d5B4f1wwPR0sWfZDad2rniny+QQ62P34vWGfckkWs+OezhlibpS5B0lqWtnxSjxpejjwOjeXo3SB61nDH3MRIxxrx96WnjPrrMgDTu1Z6pQBvYyN5gRYakwjIxUGXHn/I0gE1WXfmESWdrelfV65jJkkSrRYcMzjOT32q6SmAXvlQGDIxSUPrBUfxD4nFSKlArZEoW9SGX/pWZ+mxh/x1/nGuxk2flCC7pI+tOeev7/72Tcfyem2Cd4cURbmQGYJyrgRdu3aNP//8U6/d2dmZkJAQAz0yJzo6mr59+7J06VKmT5+e4/4CgSANL2/CYjlByWFLC0Z66P4g/8+nJ0CeK0AA7//2n/Z5o9LZT08rEAgKB0ZGuovZlIxfACExiczff5efDt7TkdnyST2DVgJHK1PW/K8OkiThPSG1QKO1mTG7RjbCwlTX9cncxEjP5c7D0ZJ+dQ0XUe5StRhFbc0pU9Qap1dwkQIISLZaLDvhxzcdK2hdAFvOT7V2NSjlRElna53Cz71quDOlc0UdZS497g6WfN2hPNN3yUU+c1pHxxBpU0ynuBfdeRmlM9/M+KCOJ3+eCdBrT29Nyi4ZvZySzlY8DJKtZe4Oea8MCt4cUj4j0ptuCbK3t+f58+d4e+v6+l+6dInixXOeaWLEiBF06NCBli1bZqkEJSQkkJCQapKPjIwEQKVSoVK9fl9bgaDQEB+J0b7xKK9tJBEY4erMaQtd/+fFzRdTx7VOnn9XEpI0DFtzUZthqEmZIizoVVl8JwWCNwC1JtXao0lKylBu/OarvEyXAMHESEEZZ8ssv+u25sZExstjX/q6OaBBlQepcmt6ynVqXvVeY2WS6qIVn5BoUOaCfwhFLI35eO0FAEyNlczsWgGQsrx+y3JFmL5Lfj7331uMblk613PNrqJSq4QD8So1157K66RjYxoTEBpL7RIOyeNo2H8zkH51PPjxkGzBL25nmmf37bGtSzO0QQkWHryPh6MlGnUSmkJQIqamlz3nH4XToZKr+I0qAFRJSfn+vudk/BwrQR988AFfffUVmzZtQqFQoNFoOHnyJGPGjGHAgAE5GmvDhg1cvHiRc+fOZUt+1qxZTJs2Ta/98OHDWFqKXQbBu0stv58pFn4OCRjnUkRPARpoNZCQiyHsZrfhAXLJiRcKNvnp7uh2c3zB8UMv8vQ6AoEgf7j9VAHI3+ED+/eR0bIgvQL0WcUkfGzh0H79mjjp6V1Cwc4AJV28NOzenbf3oLygthnsSX7d67fvQYERUrqCn2O3XGfsluva43bFVdl+LeEJkPK+Lj7qR7nEe5nKZ8bLuNSx5tVJIrn8CpIEMy4boVTAyIpqrE2Sk9R4yn8unTwEwB7ZIEU9Y6hXGYi7wzfVICYJLp86zOVcz0z3c5Pw9BZ7996iHMBL2L37Sq5Hzku6OUMpIwXVLZ6we3fO4tQEuScsVAkouXDxElJA/lqDYmNjsy2bYyVoxowZDBo0iOLFiyNJEhUqVECtVvPBBx8wadKkbI/z+PFjPv/8c/bt24e5efb8UCdMmMDo0aO1x5GRkXh4eNCsWTOcnJxy+lIEgjcbjRrCH6G4s4vJjx9S1MGOO6amHLeUFaDS9qX5oOwHdC7ZOV8SFCw94cem/3R/zKt52NGhQ508v5ZAIMgfnhz3gwD5e9y+XVvGnDmQqbyDpQlnJzTL0TXaA2NzO8HXxA83DhKToOZikjsS8iZO0zJFiE5I4vyjcD352YPbYJzNIP+Q6ASmXEx1VWvfvj0HbwfyxcarbPqwDvaWJsSrNBnGD6V1oZu99w7wiApuNnTuqFubsUOHzOsx5Sef/7dP+3z5wOo08im8LtHvFfQE3kH+enme+5GhVKlalfaV87eweU5Cc3KsBJmYmLBu3Tq+/fZbLl26hEajoVq1apQunTPz7oULFwgMDKRGjRraNrVazbFjx1i0aBEJCQkYGenuMJuZmWFmpu/7a2JigomJiV67QPDWEvYIv1+r80lRF56aGIONfvrrLZ235NuPYXhsInP+1d/NnNGtsvguCgRvEGl/Z81N9WMFz0xsQZ2ZB7XH/ep6vZXf8ZgE2Vdrx9VUK/bKIXUMFkB1sDTBwjz7cUjmZqk73842ZiiURny87jIAHX/5D3MTJfEqDWcmttBLTjBm0xWO3Q3i31GNufo0gv23ZAtPhWJ2hfL/MKu7L83L5+8iV/DmYZS8YaBQKvP9c5uT8XNd8bRUqVKUKlVKe7x161amTp3K1atXM+mVSosWLbh27ZpO2+DBgylXrhxfffWVngIkELzLhMeHM+HEBLr6dKVNiTZEbexHZ3f9NLQp/NLil3zdDey++JTOcUo2J4FA8GaR9i6RNmC/dy0PPmpSiqK25lyd2pqp/9ygT21PahpIo/w24+Foyeohtfnp4D1t0c+MCsdmRNr31crUiCtPwnXOxyfHRx27G0Svmh7ado1GYvMF2WWr2nf7dfr0qe2Zozm8LtJnGBQIAO16pLDVq82RErR06VL27duHiYkJn3/+OXXq1OHQoUN8+eWX3Llzh/79+2d7LBsbGypVqqTTZmVlhZOTk167QPCus+jyIk48PcGJpydo49WaWaqnYJ5x8dNGxRvl21wi41XajD8Aa/9XRyhAAsEbSkbe+VU87PEuIt9jbM1NmP9e1dc2p8JG4zLONC7jzJ0XUfx55hEjmmdcONQQJspUtzn/kFhOPww1KHf6YahWCYqKV7HwQMaxQ/mRejsvMDZ6/a54gsJPyj7AG1sn6IcffmDixIlUrlyZW7dusX37diZNmsT8+fP57LPPGDFiBEWKFF4fUIHgTeavO39pn8efW8qONO5v07178pP/dgIlOSOKt513vlqB7r1MLaB46ZtWOFiJekACwdvCmNZlOHk/hG7Vcp7t9W1iTk/9uoVlXW2Y1iXnm7QWpka0LO/CgVuBAOy9bjhxzJaLTwiKTuDY3aAsx3QqpPddHxfrrIUE7xwpdYIKmQ6UfSVo2bJlLFmyhCFDhnDkyBGaN2/OoUOHuH//Pvb29nkymSNHjuTJOALB28S2e9t0jv84NR0cUgsDlixSgYONpwDwPPo5jhb5a5V5llwksYi1mVCABIK3jE+bl+bT5rlP4fy2UKlY7ouvGqJrteJaJeja04gM5TJTgIyVCpKSU2QXRPKDzNjzeSOCoxMo5SyUIIE+qcVSC5cWlL3UJsCjR49o2bIlAE2bNsXExIQZM2bkmQIkEAgM89Oln3SOf3PQ/XG2syqqfe5m7YaZ0asVDswMlVrDZ+vlKvDB0QlZSAsEgsJOkrqQOekXEGbGusuhCsVs83T8JHXOFn+V3e24PLkVF79pBUBVD3sWvF8VADe77GXUfZ2Ud7OlUWnngp6GoJCS6g5XsPNIT7YtQfHx8TqprE1NTXF2Fh94gSA/uRx4meC44Exl3IpWzZNr7br6nCtPwqldwpGVp/y58iScYnYWPAyO5odeVehcpRhLjjzIk2sJBILCQWIOF+dvKz/3qcaHa+RCqL1reWQhnXNqltBPKNHB141d154zsJ4XLrbmzP33DgAHv2yiY1F5MLO9dhFpZWZEpeJ5a6USCPKbwmoJylFihD/++ANra/mLmZSUxMqVK/XigEaOHJl3sxMI3nGGHxiufV49Pp6L6WpqbfTsiYn5q+9Y/njgHgsO3AXg92MPte134qMA+HzDZSZvv0FEXGolZhuzXCeXFAgEhQSVsAQBUCpNLMus7r55Pr67g6WOOxvAlE4VGNrIm0rF7TAxUvJJk1I6meRSMErT1rxcUb3zAkFhJyU3yOtQglb+9yjbstlexXh6erJ06VLtsaurK2vWrNGRUSgUQgkSCPKQKJWshAxSW1IyKkRHCfq1xa+Ud89+Fji1RiIhSY2lqfy1X3HSj9MPQ3C1NWdVNm4aaRUggK/alcv2tQUCQeGkmL1FQU+hUFDK2ZqvO5SnqK15vsXb7BzZkG6/nCJOJdckcrAyxSVNXSBDCpBA8DZgmlwnKDEpfzddImJV/Hgw+x4r2VaC/P39czMfgUDwCpgqTUnUJNLn2T0upykUXMKqOI1yoAAB9Fl6mrN+odQu4ciE9uWYtuOmnkyl4ra42prTsXIxulYrTkSsiirf7tORGdGsFF2rFhdZgASCt4DetTzkgqClRXbXoY1K5uv45VxtufVdW+6+jEKpUGBilO2wbIHgjcYq2XMkOiEpX6+z7dKTHMkLfxaBoJCi0qhI1CQCYKmRMEpjRv6m7jfZHsc/OIbAqATO+sm1Kc76hzJ5+w09uRHNSjG2ja51x87ShAcz2zPqr8vcfh5Ji/JFGdO6bKHLTCQQCHKHiZGSie3LF/Q03inKFLUp6CkIBK+VFCUoJp+VoJyuTYQSJBAUUtbcTHU3tdJokMxSY3/Ku+jXsEhBkiRCYxJxsjZDkiR6LvlPL5NbSorWxmWc+bBRSRpmsgtspFTwc59quX0ZAoFAIBAI3mFMkovo3klTZzA/CI1JzJG8UIIEgkLKggsLtM+Nze244dQc1CcBUKmM+OtKAM3KuWBnYYKpkRKFQsGDoGhazDuq7VfE2pTg6IxvCl+1LUvFPK6HIRAIBAKBQJCCAlkJOnY3iMCoeFxs8ifNe0odw+wilCCBoBAy4uAInePEuFj+emwLxeTjqf/c5p8rz7McJzMFCKCCW97WwhAIBAKBQCBIS1ovtbsvovNNCUrIYeIFEZUnEBQyrgdf59iTYzpt3yb1JxQr7XF2FKC09KvrabBdxPYIBAKBQCDIT9Kmxg6Jyb9C6wlJ6hzJ58oS9ODBA1asWMGDBw/48ccfcXFxYe/evXh4eFCxYsXcDCkQCJIZc3SMXttxjS8KRfZz3/vP7sClgDA8HS1xspazyo1sXppd154bzAonEAgEAoFAkB+kTY09e89tulQtDsC/N/7f3n2HR1H1bRz/7m42lSQQUkgICZHeRCkCiiAKoagUQfFBmu21AIpYUBFRHkFEKTYUFTvYUVB4UFSaIkW6gCjSBAKBAAmE9J33j4VNlmzKQsgu5P5cVy5nzpyZuTcgk1/OzJkDrN1zlJGd6zumiF+0LZlvN+xnbI/GVHLzfYTnfSRoyZIlNGnShJUrVzJ79mxOnLA/5LRx40bGjBnj7uFEpIDF/y5m34l9ANx36b3E5eTw0sFDZBi+GHmuh4/H3NjQaX3CqRf9XR5XxVEAAUSG+HP7VQmEBfmen/AiIiIiZyhYBAX4WgD7JE73fLSG6Ut20Hlq/t0vt7+3mtlr93HNi4vdfpnzeZ8Y4fHHH+e5555jxIgRBAfnT/PYoUMHXn75ZXcPJyKnpOekM+znYY71+xvdzv1zngTgq9rV+WF7CDnHmpGXUdNpv4bRIex8vlupb21rWzucuRv2l1luERERkaJk5+XfDnfDpfaHmwuO2vydXHjWuMMnsnjlp795OLFescc+fCKLFs/9CECwv3tljdtF0KZNm5g1a1ah9oiICFJSUtw9nEiFlp2XzZsb3mRX2i4W7l7oaB/XdhxZG7/i9DjOqJ4tWfn6clKTbil0jGB/q1vP9jx9Y0OOnsym3xWunxMSERERKSsFR4J2p6Tz/P+20r5uhFOfNbuP8PGKPU5tr/68nRGd6hb7M86Hy3c5lo9nuvceIreLoMqVK5OUlERCQoJT+7p166hevbq7hxOp0KZvnM7bm952aguyVuLfvZfgt+gqR1tYJT/G9mjEg5+ud+prNkH1ygFunTO8kh8f3dnqrDOLiIiIlFZ2gdva5qy334kyfckOpz693/jN5b4dJy/h22FtGfvtFj5d/S8Lhl9NbJVA/HzMpGfl8srP2886l9tFUL9+/Rg5ciRffPEFJpMJm83Gr7/+yiOPPMLAgQPPOohIRZKdl823/3zLWxvfcmpvVLURll13MuSv/ALokBFCuJ8Pfj4WR9uwa2vTuVE1QgOshAZayy23iIiIiDuy3Zy1LTLYj+Tj9lnk/jmUTsOnv3ds6zJ1WbH7BviWfroDt4ugcePGMXjwYKpXr45hGDRs2JC8vDz69evHU0895e7hRC56M7fO5J1N7/DFjV9Q1b8qfxz+g4H/G0iukT9se2XMlfSu05tQ43Karm4ABUZ+O2dNZK3J5DTP/p1tE6gcqAkORERExLtluzlr2xPd6vPQZxvc2mfjM4ls3pdG9YBc4ieWbh+3iyCr1crMmTMZO3Ys69atw2azcfnll1OnTh13DyVy0duRuoMJqyYAMPvv2aRkpDDrz8LP1L3U/iUqWStx+6hxvO+b42ivk/khOaf+N80t8GChv9VS6BgiIiIi3qbAjy+FbB/XlZ7TfuWPfWkABPla6HlZdZdFUPP4KkSF+PH3wRP4WMxsTUqjW5NqjL6hISH+VtrUqurW/ARuF0FLliyhffv21KpVi1q1arm7u0iFMmtrfsHz6rpXXfZpENaAYN9gPvxtF1eb/3C0D4v9kpzt+dM95tryf5Pi56P3HIuIiMiFzcdi5rthV5OZk+f0C95LY0PZuDfVqW9YkC/TbmteZud2+yepTp06ERcXx+OPP84ff/xR8g4iFVRGbgafbfusULvZlP+/XavIDjzb8g1sNoOPF23kTp//AZBzwys83PNK2tWN4JO7W9vbCvwqxZ3Z4EREREQ8xTCKGQo65cw7XKYPaE6jmBAm3NSEe9vX4pLwIB7vWr9Mc7k9ErR//34+/fRTPvnkEyZOnEjjxo3p378//fr1IzY2tkzDiVzIluxdUqjN1+zLqttWkXoyl66vLOXHrdlsXjKPZ63v84NlDQCGyYw1vjU1w4P48I4rHPvm2dy7p1ZERETEG7WsWYXX+jUrcnt0aADzHrjasV7WBRCcxUhQeHg4Q4cO5ddff+Wff/6hb9++fPjhh9SsWZNrr722zAOKXChsho0l/y5hXfI6bIaNR5c8CkDLai3ZNGgTmwZtYs2ANSz68zDNnvuRg2nZNDVt5zf/YSSeKoAATP/5FCIKvxys4OxwIiIiIheisCBfvrj3SqJC/D2aw+2RoIISEhJ4/PHHadq0KaNHj2bJksK/+Ra5GGXnZbPvxD4SQhNYkbSCKn5VmPPPHD7a8hEAH3T5wNF3RPMR+fvl2rjrw98d68N9vnI6rnHpLZjqdnZ5zm5Novl63T5aX1K1LD+KiIiISLlpGB3i6QjAORRBv/76KzNnzuTLL78kMzOT7t27M378+LLMJuK1Jq6e6PJ5n9MGLRjkWG4c3tix/OWavY7lmy2L6WCxz36SV7szluYDMNW6rshj+vqY+aDA7XEiIiIi3q7gI0Et4qsw+ZamngtTgNtF0JNPPsknn3zC/v376dixI1OnTqVnz54EBgaej3wiXqm4Aqgo25NP8OTXmwB4oH4aI3blvyjV0udt8A8ts3wiIiIi3sAgvwr68r4rPZjEmdtF0OLFi3nkkUfo27cv4eHh5yOTiFc7nHG41H1ndcufInv+piQAAslkxK578ztddpsKIBEREZFy5HYRtHz58vORQ8SrHc44zPHs42w8tJGnfn0KgMiASN7o9Aa95/Yucr9G4Y04fCKLTpOXcPRkDiZsbPG/w7nTjS+fz+giIiIiHlOKGbI9olRF0Ny5c+natStWq5W5c+cW27d79+5lEkzEW8zYNIOpa6cWao8KiqJulbq81ektNhzawHt/vMfJ3JOO7fc3vR+zycxtb68kJuMvHvdZyM2WMyYP6TweLNbz/AlEREREPOOCLoJ69uzJgQMHiIyMpGfPnkX2M5lM5OXllVU2EY+ZsWkGP//7M3uP7+VI5hGXfW6uezMAbWLa0CamDQMbDuS3/b8xfPFwAO5qchcb9x6jwaH/MdVvWuEDjDoIVs9ODykiIiJSEZWqCLIVeEmjTS9slIvciewTLkd+ztQloYvTeqA1kGvjrmXcVeOpX7UehmGh+2u/sN3vTecdzVYYuVMFkIiIiIiHuP2y1A8//JCsrKxC7dnZ2Xz44YdlEkoqHsMwOJ6Z4+kYZOZm0uaTNoXaX7j6BaxmK73r5D//E+ATUKhfpylLeeAdM/uSK7Pkr0PcbZmHj6nALw4Gz4enD4Nf8HnJLyIiIuJNCs4O501MhuHenXoWi4WkpCQiIyOd2lNSUoiMjCzX2+HS0tIIDQ3l8OHDVK2qF0heyJ76ZhOfrf6X2fddRZNYz8yUdjD9IB2/7FiofchlQ7i3af5sbr/t/43Y4FhqBNdw6rc7JZ32Ly52rLf228WnpicBMFrchemGSecnuIiIiIiXuvWt31ixw/5owa4J15/Xc6WkpBAeHk5qaiohIcW/lNXt2eEMw8BkMhVq37t3L6GhmuZX3GcYBh+v2APAV2v3eqQIavJBk0Jtr1/3OltTtvJ/l/6fU3ubmMIjRQA//bGXy01/s8lIIBcfmuT+AafmPDBd/VCZZxYRERHxdhf0xAgAl19+OSaTCZPJxHXXXYePT/6ueXl57Ny5ky5duhRzBBHXdhxOdyxfEhFU7ue/d+G9hdrax7anXWw72sW2K/VxYjdP52u/GQBcnzWeUVb7O4LWVOlC89DYsgkrIiIicgHx0hqo9EXQ6Vnh1q9fT+fOnalUqZJjm6+vLzVr1qR376LflyJSlN935c++5mqU8Xzaf2I/v+7/tVD7q9e+6vax2h3KfzHqPL8nHcu/RfSl+dnFExEREbmweWkVVOoiaMyYMQDUrFmTvn374u9/7jNbPf/888yePZs///yTgIAArrzySl544QXq1at3zseWC8feoxmO5Zzc8pl90DAMxq8cz6fbPi207cX2L55VMXaEEGLIKNR+XYfCzxmJiIiIiOe4/UzQoEGDyuzkS5YsYciQIbRs2ZLc3FxGjRpFYmIiW7ZsISio/G+LEs84mJbpWM4tpynYd6TucCqAWlVrxQPNHsDP4ke9sFIU4emHYfevUKczbF8IVRKwGtkuuzaILv7BPBEREZGLlbfODud2EZSXl8eUKVP4/PPP2bNnD9nZzj/4HTni+sWSrixYsMBp/b333iMyMpI1a9bQrl3pn8WQC9vBtPwp1z9d9S//167WeT9nZm6m0/qo1qNICE0o/QFeLJwxzNWM8yO2uhtNRERE5KIR6Ot2uVEu3E717LPP8s477zBixAhGjx7NqFGj2LVrF9988w1PP/30OYVJTU0FICwszOX2rKwsp3cUpaWlAZCTk0NOjuffMSNn559DJxzLOw6nl8uf5dGMo07rsYGxxZ/XMOD0LXKG7fSkb04sOI9i5VkrYQuIAP3dFBERkQpqzA31uH9mBndcVfO8/4znzvHdfk9QrVq1eOWVV7j++usJDg5m/fr1jrYVK1Ywa9askg/igmEY9OjRg6NHj7Js2TKXfZ555hmeffbZQu2zZs0iMDDwrM4rnpVrg4dXOtfiL7fJPe/n/ebkN/ye/TsATa1NuTnoZqftP+w1sfuEiYF1bGQf2EL/5Alun+OzWpPwD4kok7wiIiIiUryTJ0/Sr1+/Ur0nyO0iKCgoiK1btxIXF0d0dDTz5s2jWbNm7Nixg8svv9wxmuOuIUOGMG/ePH755RdiY11PJ+xqJKhGjRokJSXpZakXqCPp2bSasNix3igmmG/uc/0enrLUbFYzx/Ka/6xxTISw5K9DTP5xOwMOTaaxeSdvVH2CaUfvKfI4e+7dTtybtV1u+/fuLVQ746XCIiIiInJ+pKSkEB0dfX5elhobG0tSUhJxcXHUrl2bH374gWbNmrF69Wr8/PzOKvCwYcOYO3cuS5cuLbIAAvDz83N5DqvVitXq6gYl8XZZec7DljbDdN7/LH/a/ZNj+bGWj+Hr6+tYv+ujdVQhjf/4LwIotgBalNeU26euZFcREyWGR1TDarWUTWgRERERKZY7P0O6eJK7eL169eKnn+w/RD744IOMHj2aOnXqMHDgQO644w63jmUYBkOHDmX27Nn8/PPPJCS48WC6XBSOZ51RBNnO7wwiSSeSGL54uGP91nq3ArB7+i3wTChP+3zIJaakQvudMPzplDWRpXlNHG0v5vYFTCzKawrAGlsd7s0ezie5Hbgr52ECfFUAiYiIiHgjt0eCJkzIfzaiT58+xMbGsnz5cmrXrk337t3dOtaQIUOYNWsWc+bMITg4mAMHDgAQGhpKQECAu9HkAnQi8/TzPzZMPmnYjErF9j9XW1K2OJZvb3w7Vov9NwbxSd8DcIfPAo4YwYX2y3hkD3P8LHw7PxLWDwbgTyPOfpyckVCglhs2dATXh+kZNRERERFvdc5z1rVu3ZrWrVuf1b5vvPEGANdcc41T+3vvvcfgwYPPMZlcCE5k2YugoDrPY/Y5TkbqUKD9eTtfwVGgEc1HAGC8eTUFX436iPUL553aPkREsP02zLrNruHOVQ+z04jGVsRAaqOY0LKMLCIiIiJlrFRF0Ny5c0t9QHdGg9yck0EuQsczc4E8zD7HAUgPmA8U/RyOO9Jz0knPSSfUL5TpG6bz9qa3C3c6uBnTgY2uD/DgBjj8N1zSwdF0eVwVdlZtx45D6awadR3pWXl0eGlxmeQVERERkfJRqiKoZ8+epTqYyWQiLy/vXPJIBXM8MwdLwG7Huskom9sgf933K/f+eG/JHQ9ucd0+chcEVIEqNQtt+vnha/JXgmH1qI5s3HuM5+Zt5YHrXM8UJyIiIiLeo1RFkM1mK7mTiBtybbn8e/xfRs/Zgk9ImqPdkln/nI+9bO8y7v/p/iK3RwdFM7Pz+/D5INjyDQD/2iKoYT6U3ymgSqnPFxHsx3UNoriuQdRZJhYRERGR8nTOzwSJnI2bv72Z7ce2Y6k0EJMlw9Fu4+xGEhfsWsA/x/6hSXgThvw0pNi+P/T5ATZ96SiAAFYaDajBqSLo6kfOKoOIiIiIXBjcLoLGjh1b7Pann376rMPIxetwxmHC/MMwm8wcyTzC9mPbAfAJ+hvfsN8c/WyG+0XQdzu+44llT7jcdnvj22kR1YJK1kqsPLCSXrV72TeseMOp359x/4Hbv4S9v0ONK9zOICIiIiIXDreLoK+//tppPScnh507d+Lj40OtWrVUBEkhK5NWctcPd9G9VnfGtR3HrtRdjm2mM2ZYyw1ZCIwvdAzDMDCZTIXaU7NSiyyAIH8GOIBmUc3yN1h8nfrtsNYBHz+oeVUJn0ZERERELnRuF0Hr1q0r1JaWlsbgwYPp1atXmYSSi8sbG+yjLnP/mctzVz3HC6tfcGyzBJ8xM5s502n19wO/c/v3twPw880/ExEY4bR91p+zijzvKx1eKTrUnuVOq9fUiyiio4iIiIhcbFy/6MRNISEhjB07ltGjR5fF4eQis+bgGsfysJ+HOb2w1Gw97tw5N8SxmGfLcxRAAHP+meNYPplzki0pW5i2fprLc/Zv0J8OcR1cbuPIDsfisrzGdPP7gNtaxZfqs4iIiIjIha/MJkY4duwYqampZXU4cWHz/lTmrN/PsGtrE+xvdbSnZKRgYBAeEO7BdK4dyzzmtL5k75Lid7AFOhbXJq912nQk8wg5eTn4mH1oNauV07bven1HTFAMv+z7hWNZx+heq5j3Vb1/o2NxWM4wHri6KRZz4VvtREREROTi5HYR9MorzrcYGYZBUlISH330EV26dCmzYFLY/TPXsjvlJO+sWkZw7GwmX/csJks6Dy1+iCBrEPN7zaeyf2VPx3Sy6fAm93Yw5ToW886YJOGjLR/x0ZaP+Lbnt07tgxoOIj7EPpJT5OjPaUd3Q9peAKbk9OYYwdx+VU33MoqIiIjIBc3tImjKlClO62azmYiICAYNGsQTTxT9gLqcu90pJzH77Sco4VVswPCldzm2Hc8+ztYjW2kT08ZzAc9gGAZDfx4KQK3QWvyT+k8p9sovgpJPJrvsMXjBYKf1q2OvdlrfmpTGsE/W8VjneiQ2qua8865fHIuv5/WgY4NIlxMuiIiIiMjFy+0iaOfOnecjh5Sg39sr8K26GL/IBUX2OZJ5BMMwuOejNSSEB/FEtwblF9CF35J+w2bYX7Tb7ZJuJMYncuM39lvRso9egW+VVQBYbFV4sdkjjFg/yjESNH/HfEb9MsrlcVMyU5zWo4Oinda7vrwMgP/7aA27JlyfvyEvF+bkv0Q1Fx+evqHROXxCEREREbkQ6WWpF4B9xzJYvuMAwfWLLoAAcmw5vL98Fz9sOQhAgK+FdnUjCA2wUiuiUnlEddh2ZBv3LLzHsR5kDaJmaE1W9fudBk//D5+QDXCqCArLa0+t+fdATDi+JvvscCOXjSz2+Fazleeueo4cWw5xIXGO9n8OnXAsX2Laz+pPx9OybSL8MgX+/M6xbYetGv1axRFXNRARERERqVjcLoIyMzN59dVXWbRoEcnJydhsNqfta9euLWJPKa3vdnzHy2tf5pUOr9CgagPeXrqDwLi3i+yfm14Ln6B/SM/OYubKPY72qT/+zdQf/wZgXK/G5ToDWp9v+zitB/sGAzB77QEwrED+LWjpecmY87IBMJNHRm6G077PXfUcT/36lFPbJaGX0O2SboXOezA1k1qmfczxHU0lUyb8Cfz5QqF+D+YM5cF6kWfz0URERETkAud2EXTHHXewcOFC+vTpwxVXXKHnKcpYRm6G4+Wfk9ZM4p3Ed1jy7yIslezFjQUrN9W8jy922SeosOWEYOTZRzP+PHCM7SkmAuM/ICe1BTnHWgI2wML7v+4qtghKz8olyK9sBgYNwyjU1jq6NQBrdh0FINB0gtO9qpiP5c/VbjLYfHizYz9/iz9dE7ryytpXSM7If0bI38ff5bn/PZzKT36PlpgxvWpjOjaMKvnDiIiIiMhFx+2feufNm8f8+fO56qqrzkeeCq/gQ/8rk1Yyf/M/HAr40DFusvKWn/ALqOIognwIoHJgAGnAl1sXEFx3OwCWwD34R892HGvn/j5Ae5fnHP39l3yd9ByxgZfw/vXTqBZUzWW/0hq3cpxjuVW1VjzX9jkiA+2jLj9uPQgY3O87m9cJAKB9SBTmg/aSKBez4+WqACv6rcBitvDqda8ybuU4Nh6yv1w1NSOLPm8sZ1r/ZkQG+2OzGSz9+xC/zH2Xvr7F5+ue9V+uvlwvRxURERGpqNwugqpXr05wcPD5yFLhZeVlOb1IFGDk7z0xWezL70Zcg98LNe0rCfbnYCymAKwW+x+jT6XtRR47IOZL3t5YnbsvzZ9RLteWy/92/o9vDjyLyQT7Mv6m05ed2Dhw41mP8N349Y3sStvlWH+u7XOEWMN5+PMN/HkgjbTMXMI4jtmUBaeKoDZpPo6RIBv502pfE3sNFrP9wzes2pCZ3WbS5IMmAOw/fIiuez/ninFHqBEWyL9HMrCQR1+L8610uYaZsbkDuNHyGy3Nf7E4rykbjVpMbqOXo4qIiIhUVG4XQZMmTWLkyJG8+eabxMfrB8mykJadxrT105i5daajLcRambScY471WL86tFz1oWO9f2oaH4eGEM/NpJlWluo8r6x7mQ82f0Bq9rFi++1K20VCaIJbnwHg822fOxVAGwZuwGwyM37+Vr5au9fRfoPlN6zk3zIXn7MH86lVm9nmeCaoT13n54o4kP/OoThzEs9Z1+FDHkGpmfT2XUo101Hm2/JfoprR7xsavHvSni3vGq4zr2Op7VLCK/lSO1KFvIiIiEhF5XYR1KJFCzIzM7nkkksIDAzEarU6bT9y5EiZhasIDMPgqk+cby1sHdWBRWujCKj+qaPt892/O/V57Mgx7juWypH7ezNs3gaXx+5Sswv3XHoPveb2crSVVAAB/Lb/N7eKoG1HtpGRm8F/V/zX0XZ3k7sxm8zk5tl4a+kOR3soJxhr/YD0NBO/BATgfzyBuLggDqcUPu5lkZflryRvhTfbUrN6NLt8rXRKtxdKz1g/dNqnj2WpfaHWdQTU7QDMAyATP+bZ7M8lrXrs2lJ/NhERERG5+LhdBP3nP/9h3759jB8/nqioKE2McA62HdlWaBY1gIVLr8YastGxPqvGTQTvnOrUxwSE2AxCdn3OgMOf8t/wMACCM7ryRf8H2XhoI51rdsZsMuOu9fuS6FfKVwxtOLSB/vP7O7X1qduHB5o9AMD2AlNWA7xonQ5AkGEw40Ay7+Q2x5J5BDOFJ1MI9Qu1H2PnTmp/YC9g3jtwkN/8/emcfrL4YKn2kaer64Sz7O/D9GsVR4DVwoDW8QT4Wkr34URERETkouR2EbR8+XJ+++03mjZtej7yVBipWanc/O3NTm1V9vRgnxGFn82H4dbPmIYfAE2WTs3v9NhOyDwGr1xuX/9uOG188v8YF9/9HL4WX6pXql7kuW3ZlTH7HgPgyvBeLN52GN+qyxzb9x8rocAA8mx5fLz1Y176/SWn9thKsTzVKn8663V7jjltv8a83ml9kOUH2JmHyVx0sbb53fupfapuCc+zcWNJBRBAd/vEEdNua8bqXUdoWzsCXx/3C0IRERERufi4/VNh/fr1ycjIKLmjFMkwDEYuG4lRYPSj9/ETLM17lYiToWzzH0zT3NTCOw7fBIFhEHaJU3ON3Fy+3pvE4LSe+FoKT42Wl2EviLKSEzm+dRw5aZc7tv24Lpia2XlO/YupRxw++fOTQgUQwBsd33BMZvDngTSemJ3/HE8QGfia7OfaFWp/dsd6ar3IsRmbjWvN6wo1/2UrUOR1nQjPpEKnsXDNk/blOPvIUbC/lWvrR6kAEhEREREHt38ynDBhAg8//DCLFy8mJSWFtLQ0py8p2eJ/F/Prvl8B8E2tR4/jJ3g4xf7+nBX+wwBok5HJ6MNH+Gj/AftOdTpD5bgij1k7J4f/a1HL5baMf+8gY+9tdKvxH5Y8eh0Y+X/seScaMC/zUx5NOUqjDHtBYjNsLo9T0Hub33Nav/GSG+lXvx/xIfbJMg4dz6LLVPvoUjipvGudyEa//Jnpsqpd7rT/mX8RuyZ0BeD3FYsINhUuugMiEyAw3L5y6S32/171IFwzssTsIiIiIlKxuX07XJcuXQC47rrrnNoNw8BkMpGXl+dqNzkl15bLA4vsz8tYjzVmzdH5LvuZgFuOF3ie5obJRRzRBPW6wbZ5BFvPeK4mOx22/Y+5d7Tmw7X1GHV9AyoH+tIgKoodp+qc7ubl+AAD046z38eHzQHBWHMLF7Mnsk+QmZfJgp0LqF6pOskn819ces+l93BL7bsI8vVxPCNWcDa4UdaPuday3ul4dapVhm0FP4Vz9ontJgLw1/xXaeHib2ls+mZ4YD3kZUNAlSK+NyIiIiIihbldBC1atOh85LjoHc08ysytM5m+cbqj7brspPwOLe+G1W/bl68cBqE14H+P2deHrYXQWNcHDrsETr0nCFsuHNkBb18LGUcdXZoAL/adCbYYeHcAk9OyedgnhDszd3Cj7+uOfqcnJ4hNXe10inc2vcPLa18u8rNt2xnDFZ/9BMCuCdeTmZPHO8vyZ4S70fyb8w79Z2Pet8apyXxG/fbi939iNplobnI926DJGggBlYvMJCIiIiJSFLeLoPbt25+PHBeVPFsehzMOExUURU5eDu/88Q7T1k8r1G90xnr7Qp1E6PYidH3Bvm62wNoCUz9XdX2bGwC+gWA+NU351m9h/iOu+312m2OxFvCNiy6nb0k76RPqaJuyZgrv/vFukae32qL4dpWfY331riPc/GZ+0eNHNj6mM26vS2gP+52f88lp0g+O50/O8Pqif+zH89tlj597DX19FufvENmwyEwiIiIiIsVxuwhaunRpsdvbtWt31mEuBuk56UxZM4XPtn3GuLbjSD6Z7LIAeuBwOiG2U8MfPaaByQSmAtMDNLkZNn0BtUp4p02lKLCcKoJ2Ljmn7KdHY07f0Hg443CxBRBA2n7n2yILFkBg8EPIOMgu0NTrLfvIVcGpu9uPxFa1CayzF0HBpniOA3Gmg0SY7BNE/De3P8/n/oeG5t3MarwOrp/k/gcUEREREeEsiqBrrrmmUFvBdwVd6M8E7UjdwebDm7nhkhvcfgfSrtRd3PjNjY71Ub+MomNcR+dOhomu+2txd/bP9vUHN0KliMIHswbAoG+LPtkNU2H5q/aZ0Za+WHS/3jPgqzuL3m4NhKBwOLbH8VyOYdhYuHshIxaPcHS7PeFF/twTyI9//UNQrfznk3JP1CviwAZTra8Tn/13flPPN6FpX/tywSLINwizNX80qVr2YPYD1U2HATjqF8OJzEAAltsaQz9NfiAiIiIiZ8/tIujo0aNO6zk5Oaxbt47Ro0czbty4MgvmCek56fT4pgcAT/7yJDVDatK7Tm8mrZnEIy0eYVCjQcXuX7AAOu3X/b86lmtm1ufAzp5M9L8fgNzOL+BTJf7swra43f4F4OPvvO3eX6Bak/z1gkXQM6nw/Sj47TX7euPeEBwNSyc6pqm2YXMqgDL29+aVrXnAcSCSzKSb8Km0hYx9/cAoPCU3QCfzGnpaluc3XPc0XPaf/PWCRZDFF0uBz/BXUg4QQF+L/fmzPP+q4GLGcBERERGRs+H2FNmhoaFOX+Hh4XTq1ImJEyfy2GOPnY+M5ebxJU85re9K28WkNfbbrl76/aVip44+dPKQy/aMXPv0zpVyzcxN+oHVpwogAJ+GhYums1KlZv5yXBvnAgjyb7O7vL/9v9bA/G2BYdB8EATHYDp1O9xin71Ou+cev9SxXMu0j78zp/LMgWwwrI72rWO7MKVvU8wmGNWtAV2rHnDOEFj1jEwF/uqZfbD6+HP3sVR6puZwIj0EH3IdRZSf7SSD2tiLxeubRBf9fRARERERKYUye4NkREQE27ZtK7mjl1qZtJLF+34sts+xrGNFbrvlu1scyxsGbii0/aFjh3G6uc4vBEKrF+p3Vhr2yF++/X+Ftyf+F2KawbWj7es++bee0eo++8xzI7ZwMLix026Bpmqc+PtJsNn7x5oO8ZPfowD09VnM334DMWHj1pY1CPC10OvyWDbfG8Xdq7tx0/FZzhn8KzuvF7zVMHkL+PjywNFUhqbYi8aBloWOzbuaP8mT1zfggzuu4KWbm5b8/RARERERKYbbt8Nt3LjRad0wDJKSkpgwYQJNm164P6CO+fW/JfZJz0knzD+sUPvqA6s5nGF/fuWq6ldhNhWuLXsVfOcPwON7zi6oK2EJ9nfmBFR2Li5OazPE/nVawXwhp0ZWTCYK1sQNQ9qxcmVnwMI3Q64iMtiP5a/fDTn5u1pNeVxnXsfV61+BTasgtiUBe52n1wbsBVi9rs5tuVn5y01uwXRqhjsruQA8bf3Isdmnak38fCy0r+vi2SkRERERETe5XQRddtllmEwmDMP5xS6tW7fm3XeLn0nM29gMG59v+xyr2cq+9N2OdvO/txB/SRo7cxbQJLwJmw5vAuD2BbeTfDKZF9q9QOPwxtQIrkHyyWTu+P4Ox75vXPcGAPXD6vPnkT8BaJGRyekbx/41xxJ7z+duT7pQorCE0vctWIAUYC6Q6fdN9QAL7/m9xGUz+gHQ5/TG9o/DkgkAvONbYJY2VwVQ34+hgYvb/nIz85drtMKU/Jc9wxkvTQUIijjL56ZERERERFxwuwjauXOn07rZbCYiIgJ/f/8i9vBeDy9+mB/3ON8CN+ngIRJzX2Lo4enMfcA+61qHzztwOOMwB08eBOCxpfZnn5644gkCCzxf0y2hm6O48TXnTxjw7oFkkoggaORmwi0+mHwLTIXtCdGuR+zMBUaCjNxKXG3eSAfTWudOfqFwzePYVryBOauY2QqGrAb/EAiu5np7wSLIbMZkNp/KYOBLDlmGFT9TDv/1e5gnI8NL9bFERERERErD7SIoPv7C/q388n3LGb54OLfUvaVQAQTQNsP+w3nYweW8/n19hnS+zKk4KOj5Vc87rY9pM8ax7GvJL4JMwNbad3FtgB9eoV5XuOltiL7MqTm3wODUgyzgQd/vC+/b9yMwmTC3fxR+eKrwdoA7F0JE3eIzGGeO+NgLQzM2uluW42ey33f3xCNPYDGX8aiZiIiIiFRopZ4Y4eeff6Zhw4akpaUV2paamkqjRo1YtmxZmYYrKyeyTzDp90l8+8+33PPjPWTkZvDBlg9c9g089cP5WOsH3La8G1t27Sc5I7nEc3zU9SOnUaEnWj1BoE8gw44cA8Ds43oqaY8wmeDSWwoVKkfM+bfJPWAuUAB1eQFG/GmfXvuS9va2gjPlBUXAwLlQ82oYugZqXFG6DAX4WPJHgp71eT+/3WpFRERERKQslboImjp1KnfffTchISGFtoWGhnLPPfcwefJkF3sWb9q0aSQkJODv70/z5s3LrJDKysti1tZZzNw6kzaftOH9ze/z5C9PFup3SVCzIo9R2ZRO6MbCzzm1rd6Wh5s/7NTWONx5ZrW6Verya58f+b9Ue9EYnJtyNh+jXHU02Uf5rk0/mT+T3fWToPW9+RMonBZQJX85qpG9OBr8HYTXLt3Jqjg/w2S25I8EBZlOFWNnTvUtIiIiIlIGSn073IYNG3jhhReK3J6YmMhLL73k1sk/++wzhg8fzrRp07jqqquYPn06Xbt2ZcuWLcTFxbl1rILm7ZjH48seL1Xf9LUtCPCrxxWR7/JYytFC26uvfZGHQoOZElaF8W3Hc2Mt+0P+OXk5vLXxLYJ9g/mq+1f4mAt/K31WvulY3pVwK83P8vOUl8Rq8bRc9QVRuXn2hvtXQGQD150vvRXmDrMv3/SO+ye7vD+kbIdLOtjXT81Y528qMP1c+5HuH1dEREREpASlLoIOHjyItZhbk3x8fDh0yPULQ4syefJk7rzzTu666y7APtr0/fff88Ybb/D888+XsHdhU9dMZcYfM0rVNyIggit31uc536fAAOxzHnAiujWVklY49b0j9TgDU4/jM6Cbo81qsbK833KXx05Oy2T0xz8yPfk5R9u2VLcfvyp3lfytVDpdALUfWXQBBODja789zmYD81m8bspihc7j8tddTCtO3a6F20REREREzlGpf3qtXr06mzZtKnL7xo0biY6OLnL7mbKzs1mzZg2JiYlO7YmJiSxf7rq4KIrNZmNd8rpSF0CtAx+k6foreC5jZqFtWV2msLP9y4XafQCyjpd47Kk//sXYCc8xPfk2R9vknD7k5hWe+tnrmArMWlfz6tLtczYFkMtzn3GcyvFg8f7CUUREREQuPKX+KbNbt248/fTTdO3atdB02BkZGYwZM4Ybbrih1Cc+fPgweXl5REVFObVHRUVx4MABl/tkZWWRlZX/8P7pSRpmLHqBmRnOM5k1SWnDpqq/ARC4sz8nEz4GoGNaO6bsfBiKmKfALzSK2La38d6vv3J77uf8ZatOXfM+AHLSj4JPUJGf6e8Dxxm6rBU+vjan9nfyutHPZJCTk1PEnt7BjJnTZVBOYASUZ97cPJzGGY/t9vrvl4iIiIh4D3d+dix1EfTUU08xe/Zs6taty9ChQ6lXrx4mk4mtW7fy+uuvk5eXx6hRo9wOe+ZLQw3DKPJFos8//zzPPvtsofYPj8zHEuD87p3bc+dS798cjptN1GM8l2N/xmjwic+LzfPTkl8AeDWnB89m9QTgD787qGTKZPHPCznpF1XkvtU2vYqPKb8AWm+rxZicQZzEn6gT25k/f3ux5/a02gc30+jU8vfLN5Jn3lZu5/bNPc6ZN7/Nnz+/3M4vIiIiIhe2kydPlrpvqYugqKgoli9fzn333ccTTzyBcWoqaZPJROfOnZk2bVqhUZ3ihIeHY7FYCo36JCcnF3mcJ554ghEjRjjW09LSqFGjhsu+l2dlEZ6XX5DcczSVFIuZS7OynfrNav4Z8TVq0Obrq1hv1KJbN/tzPw/+9oOjT96puwbbtW2LOaKOy/Pl5tkIWDfQsb662n+YHXEfOzYd4Id7WpEQXvQIkrcwL1oH++3LnW/oVb4nzzgKZ9xtefrPQkRERESkJCkppZ+N2a2HLuLj45k/fz5Hjx5l+/btGIZBnTp1qFKlSsk7n8HX15fmzZuzcOFCevXK/4F74cKF9OjRw+U+fn5++PkV/cLRlbv+JdcE6SazUwEEMPRYqtP667ab+ML/Zn7omojVYmL6wZ+pXT3S5eQPOae+TYYtr8jJIY6tn03AqeVD179Hi+Y9aWk283zvpkXm9TpNboLfXob61xc7CcZ5kVv4/sRyzyAiIiIiFyx3fnY8qyfPq1SpQsuWLc9mVycjRoxgwIABtGjRgjZt2vDWW2+xZ88e7r33XreO899DKTQ159lfdGpACHk8lnM3E61vu+yfHRTDkEffY0iBtns7O78v6ObmsXyxZi/+VrNjJCgnJwfnp6HyRcy7PX+55U1u5fca0ZfCw9sgIKz8z33mxAi3fVn+GURERESkQvDo9Ft9+/YlJSWFsWPHkpSUROPGjZk/fz7x8fFuHafTyQxC/JyfI0o2KvNN3pU0NO1mUu7NTPed6tjm+5+PSjzmxD6XMqZ7I4J8Lex/xv5tCv6gQ36HkbshoLJ9eVV+sfWW9Tb+z630XqZSpGfOe2YRVKeTZ3KIiIiIyEXP43MQ33///dx///1lcqw7sh+hqfkf6pn2cnmHmxj+0+UAtIvzheSpAKT3+YSg2BYlHstkMlHJz/7tyXM1k/gL8TDqIFj9Yf4jjuaGt4w99w9SEbl6T5CIiIiIyHlwUf3kuc5Wmym5N3NvzkPUjAjllhaxXFEzjHf/71pHn6DqjYo5gmtxpmTXG6a3g/T8B7BuynqGFjXdfz5KUBEkIiIiIuXG4yNBZeH7vOb45/niUykcTthnf/O1mJnYp8CkBHf8ANnHoYp7t9oV6/A2WPsBAH/ZqmOOa4W/1VLCTuJSwSKoz3ueyyEiIiIiF72L4tfvD+fcz7CcB/j4rtbUiawEQJtaVZ07xbWC2h3P/WTWQKif/1JYY9kkAFbaGnBzi9hzP35FZS5QPJbFn5OIiIiISBEuipGg06pXCeC7B9qSmWMjNKDspld+kMf4j+1boge9T/wl9cBkgjlDYN3HmLJPALDKVp8XL6teZuescMwWGPo75OWAf4in04iIiIjIReyiKIIeuLYWTWtVd0xk4OdTtrekLTW3ZE7mZfwYXN1eAAEERzv1SY3SrXDnLNz1i2hFRERERMrSRXE73O1XxtOpYdR5O775VOFjMwo0XpE/EfZ2WwyVI2uct/OLiIiIiEjZuSiKoPPNdKoIyjtVBe07lsFRU2V4aAtj/B4lMXsiCeFBHkwoIiIiIiKldVHcDne+WU6VijbD4Na3fmPFjiMFttrfRXR5XOVyzyUiIiIiIu7TSFApnL4dzjA4owDKV7OqRoJERERERC4EKoJK4XQRlJSa6XJ7sL8P1asElGckERERERE5S7odrhROTwj3zrIdTu2X1ajMzLtaYTKB1aJ6UkRERETkQqAiqBROjwSt3Jl/K9zr/ZpxXYNITYstIiIiInKBURFUChazqVDb9ZdGu+gpIiIiIiLeTvdwlYKpcA0kIiIiIiIXKBVBpbDjULrT+pAOtTyUREREREREzpVuh3PTnCFXcWlsqKdjiIiIiIjIWVIR5KamNSp7OoKIiIiIiJwD3Q4nIiIiIiIVioqgUqgdWQmAJ7vV93ASERERERE5V7odrhQ+v6cNq3cd4br6kZ6OIiIiIiIi50hFUCmEBfnSuVE1T8cQEREREZEyoNvhRERERESkQlERJCIiIiIiFYqKIBERERERqVBUBImIiIiISIWiIkhERERERCoUFUEiIiIiIlKhqAgSEREREZEK5YJ+T5BhGAAcP34cq9Xq4TQiIiIiIuIpx48fB/JrhOJc0EVQSkoKAAkJCR5OIiIiIiIi3iAlJYXQ0NBi+1zQRVBYWBgAe/bsKfGDelLLli1ZvXq1p2MUSxnPnbfnA2UsK8p47rw9HyhjWVHGc+ft+UAZy4q3Z/T2fKmpqcTFxTlqhOJc0EWQ2Wx/pCk0NJSQkBAPpymaxWLx6nygjGXB2/OBMpYVZTx33p4PlLGsKOO58/Z8oIxlxdszenu+007XCMX2KYccFd6QIUM8HaFEynjuvD0fKGNZUcZz5+35QBnLijKeO2/PB8pYVrw9o7fnc4fJKM2TQ14qLS2N0NBQUlNTL4iqVEREREREzg93aoMLeiTIz8+PMWPG4Ofn5+koIiIiIiLiQe7UBhf0SJCIiIiIiIi7LuiRIBEREREREXepCBIRERERkQpFRVAZmjZtGgkJCfj7+9O8eXOWLVsGQE5ODiNHjqRJkyYEBQURExPDwIED2b9/v9dkBHjmmWeoX78+QUFBVKlShY4dO7Jy5UqvyljQPffcg8lkYurUqV6Tb/DgwZhMJqev1q1bl2u+kjICbN26le7duxMaGkpwcDCtW7dmz549XpPxzO/h6a8XX3zRazKeOHGCoUOHEhsbS0BAAA0aNOCNN94o13wlZTx48CCDBw8mJiaGwMBAunTpwt9//11u2ZYuXcqNN95ITEwMJpOJb775xmm7YRg888wzxMTEEBAQwDXXXMPmzZvLLV9pMs6ePZvOnTsTHh6OyWRi/fr15ZqvpIzecH0p6XvoDdeWkjIW5KlrS0kZveH6Uprvo6evLyVl9PT1paR83nBtKSmjp68tZUVFUBn57LPPGD58OKNGjWLdunVcffXVdO3alT179nDy5EnWrl3L6NGjWbt2LbNnz+avv/6ie/fuXpMRoG7durz22mts2rSJX375hZo1a5KYmMihQ4e8JuNp33zzDStXriQmJqbcspU2X5cuXUhKSnJ8zZ8/36sy/vPPP7Rt25b69euzePFiNmzYwOjRo/H39/eajAW/f0lJSbz77ruYTCZ69+7tNRkfeughFixYwMcff8zWrVt56KGHGDZsGHPmzPGKjIZh0LNnT3bs2MGcOXNYt24d8fHxdOzYkfT09HLJl56eTtOmTXnttddcbp84cSKTJ0/mtddeY/Xq1VSrVo1OnTpx/PjxcslXmozp6elcddVVTJgwodwyucpQVEZvuL6U9D30hmtLSRlP89S1BUqX0dPXl5IyesP1paSMnr6+lJTPG64txWX0hmtLmTEuEK+//rpRs2ZNw8/Pz2jWrJmxdOlSx7avvvrKSExMNKpWrWoAxrp168o93xVXXGHce++9Tm3169c3Hn/8cZf9V61aZQDG7t27yyOeYRjuZ0xNTTUA48cffyyPeIZhlC7j3r17jerVqxt//PGHER8fb0yZMsVr8g0aNMjo0aNHueVxpaSMffv2Nfr37++JaA7u/l3s0aOHce2115ZHNIeSMjZq1MgYO3as0/ZmzZoZTz31lFdk3LZtmwEYf/zxh2Nbbm6uERYWZrz99tvllvE0wPj6668d6zabzahWrZoxYcIER1tmZqYRGhpqvPnmm+WezzAKZyxo586dHru+FFRcxtM8cX05rTT5PHFtKaiojJ68tpzJVUZvuL4U5CqjN1xfCirN30dPXF9Oc5XPG64tBZ2Z0duuLefighgJKuk3sp7+TV12djZr1qwhMTHRqT0xMZHly5e73Cc1NRWTyUTlypXLIaH7GbOzs3nrrbcIDQ2ladOmXpPRZrMxYMAAHn30URo1alQuudzJB7B48WIiIyOpW7cud999N8nJyV6T0WazMW/ePOrWrUvnzp2JjIykVatWxd4aUt4Zz3Tw4EHmzZvHnXfeWV4RS5Wxbdu2zJ07l3379mEYBosWLeKvv/6ic+fOXpExKysLwOk3sBaLBV9fX3755ZdyyVicnTt3cuDAAaf8fn5+tG/fvsh/N6V0yvv64g5PXFtKw5PXFnd48vpSEm+4vrjLE9eXknj62lISb7+2uOOCKIImT57MnXfeyV133UWDBg2YOnUqNWrUcNwjOWDAAJ5++mk6duzokXyHDx8mLy+PqKgop/aoqCgOHDhQqH9mZiaPP/44/fr1K7eXvJY243fffUelSpXw9/dnypQpLFy4kPDwcK/J+MILL+Dj48MDDzxQLpnczde1a1dmzpzJzz//zKRJk1i9ejXXXnut4x8NT2dMTk7mxIkTTJgwgS5duvDDDz/Qq1cvbrrpJpYsWeIVGc/0wQcfEBwczE033VQu+aB0GV955RUaNmxIbGwsvr6+dOnShWnTptG2bVuvyFi/fn3i4+N54oknOHr0KNnZ2UyYMIEDBw6QlJRULhmLc/r7WNq/B1I6nri+lIYnry2l4clrS2l5+vpSEm+4vrjLE9eXknj62lISb7+2uMPH0wFKcvq3nY8//rhTe3GjLJ5iMpmc1g3DKNSWk5PDrbfeis1mY9q0aeUZDyg5Y4cOHVi/fj2HDx/m7bff5pZbbmHlypVERkZ6POOaNWt4+eWXWbt2baE+5am472Hfvn0d7Y0bN6ZFixbEx8czb968cv1HtqiMNpsNgB49evDQQw8BcNlll7F8+XLefPNN2rdv7/GMZ3r33Xe57bbbyvWe8tOKy/jKK6+wYsUK5s6dS3x8PEuXLuX+++8nOjq6XH8hU1RGq9XKV199xZ133klYWBgWi4WOHTvStWvXcstWGqX9eyAl8/T1pTjecG0pirdcW0riLdeXonjT9aW0PHl9KYq3XFuKcqFcW0rD60eC3P2tsSeEh4djsVgK5UlOTnbKnZOTwy233MLOnTtZuHBhuf6WrrQZg4KCqF27Nq1bt2bGjBn4+PgwY8YMr8i4bNkykpOTiYuLw8fHBx8fH3bv3s3DDz9MzZo1PZ7PlejoaOLj48tt1pSSMoaHh+Pj40PDhg2dtjdo0KDcZu9x5/u4bNkytm3bxl133VUu2U4rKWNGRgZPPvkkkydP5sYbb+TSSy9l6NCh9O3bl5deeskrMgI0b96c9evXc+zYMZKSkliwYAEpKSkkJCSUS8biVKtWDcCt/5+kaJ68vpSGJ68tJfH0teVslff1pSTecH1xh6euL8XxhmtLaXjztcUdXl8EnebNvy309fWlefPmLFy40Kl94cKFXHnllUD+Bervv//mxx9/pGrVql6X0RXDMMptqL2kjAMGDGDjxo2sX7/e8RUTE8Ojjz7K999/7/F8rqSkpPDvv/8SHR193vNByRl9fX1p2bIl27Ztc9r+119/ER8f7xUZC5oxYwbNmzcv92cHSsqYk5NDTk4OZrPzP6EWi8Xx21BPZywoNDSUiIgI/v77b37//Xd69OhRLhmLk5CQQLVq1ZzyZ2dns2TJkmL/TZLCPH19ORvleW0piaevLWervK8vJfGG64s7PHV9KY43XFvc4Y3XFnd4/e1wZ/Pbd08YMWIEAwYMoEWLFrRp04a33nqLPXv2cO+995Kbm0ufPn1Yu3Yt3333HXl5eY7PExYWhq+vr8czpqenM27cOLp37050dDQpKSlMmzaNvXv3cvPNN5dLvpIyVq1atdDF3Wq1Uq1aNerVq+fxfCdOnOCZZ56hd+/eREdHs2vXLp588knCw8Pp1atXueQrKSPAo48+St++fWnXrh0dOnRgwYIFfPvttyxevNhrMgKkpaXxxRdfMGnSpHLLVdqMISEhtG/fnkcffZSAgADi4+NZsmQJH374IZMnT/aKjABffPEFERERxMXFsWnTJh588EF69uxZaDKF8+XEiRNs377dsb5z507Wr19PWFgYcXFxDB8+nPHjx1OnTh3q1KnD+PHjCQwMpF+/fuWSrzQZjxw5wp49exzv3Tn9A161atUco1mezBgTE+Px60tx+apWreoV15aS/pw9fW0pKWNYWJhXXF9K+j56w/WlpIzg2etLSfm84dpSUkZPX1vKjCempHPXFVdcYdx3331ObQ0aNCg0na6npzB9/fXXjfj4eMPX19do1qyZsWTJEqdcrr4WLVrkFRkzMjKMXr16GTExMYavr68RHR1tdO/e3Vi1alW55isuoyuemMa0qHwnT540EhMTjYiICMNqtRpxcXHGoEGDjD179pRrvuIynjZjxgyjdu3ahr+/v9G0aVPjm2++8bqM06dPNwICAoxjx46Ve7bTisuYlJRkDB482IiJiTH8/f2NevXqGZMmTTJsNpvXZHz55ZeN2NhYx9/Hp556ysjKyiq3bIsWLXL5796gQYMMw7BPkz1mzBijWrVqhp+fn9GuXTtj06ZN5ZavNBnfe+89l9vHjBnjFRm94fpSXD5vubaU9Od8Jk9cW4rL6C3Xl9J8Hz19fSlNRk9eX0rK5w3XlpIyevraUlZMhmEY51ZGnX+fffYZAwYM4M0333T8tvPtt99m8+bNxMfHO/2m7vrrr+fTTz+lXr165fqbOhERERERuTBcEEUQwLRp05g4cSJJSUk0btyYKVOm0K5dOwDef/99br/99kL7jBkzhmeeeaack4qIiIiIiDe7YIogERERERGRsnDBzA4nIiIiIiJSFlQEiYiIiIhIhaIiSEREREREKhQVQSIiIiIiUqGoCBIRERERkQrFq4ug5cuXY7FY6NKli6ejiIiIiIjIRcKrp8i+6667qFSpEu+88w5btmwhLi7urI+Vl5eHyWTCbPbquk9ERERERM4zr60I0tPT+fzzz7nvvvu44YYbeP/99x3bFi9ejMlkYt68eTRt2hR/f39atWrFpk2bHH3ef/99KleuzHfffUfDhg3x8/Nj9+7dHvgkIiIiIiLiTby2CPrss8+oV68e9erVo3///rz33nucOWj16KOP8tJLL7F69WoiIyPp3r07OTk5ju0nT57k+eef55133mHz5s1ERkaW98cQEREREREv47VF0IwZM+jfvz8AXbp04cSJE/z0009OfcaMGUOnTp1o0qQJH3zwAQcPHuTrr792bM/JyWHatGlceeWV1KtXj6CgoHL9DCIiIiIi4n28sgjatm0bq1at4tZbbwXAx8eHvn378u677zr1a9OmjWM5LCyMevXqsXXrVkebr68vl156afmEFhERERGRC4KPpwO4MmPGDHJzc6levbqjzTAMrFYrR48eLXZfk8nkWA4ICHBaFxERERER8bqRoNzcXD788EMmTZrE+vXrHV8bNmwgPj6emTNnOvquWLHCsXz06FH++usv6tev74nYIiIiIiJygfC6kaDvvvuOo0ePcueddxIaGuq0rU+fPsyYMYMpU6YAMHbsWKpWrUpUVBSjRo0iPDycnj17eiC1iIiIiIhcKLxuJGjGjBl07NixUAEE0Lt3b9avX8/atWsBmDBhAg8++CDNmzcnKSmJuXPn4uvrW96RRURERETkAuLVL0styuLFi+nQoQNHjx6lcuXKno4jIiIiIiIXEK8bCRIRERERETmfVASJiIiIiEiFckHeDiciIiIiInK2NBIkIiIiIiIVioogERERERGpUDxaBD3//PO0bNmS4OBgIiMj6dmzJ9u2bXPqYxgGzzzzDDExMQQEBHDNNdewefNmx/YjR44wbNgw6tWrR2BgIHFxcTzwwAOkpqY6Had79+7ExcXh7+9PdHQ0AwYMYP/+/eXyOUVERERExHt4tAhasmQJQ4YMYcWKFSxcuJDc3FwSExNJT0939Jk4cSKTJ0/mtddeY/Xq1VSrVo1OnTpx/PhxAPbv38/+/ft56aWX2LRpE++//z4LFizgzjvvdDpXhw4d+Pzzz9m2bRtfffUV//zzD3369CnXzysiIiIiIp7nVRMjHDp0iMjISJYsWUK7du0wDIOYmBiGDx/OyJEjAcjKyiIqKooXXniBe+65x+VxvvjiC/r37096ejo+Pj4u+8ydO5eePXuSlZWF1Wo9b59JRERERES8i1c9E3T6FrawsDAAdu7cyYEDB0hMTHT08fPzo3379ixfvrzY44SEhBRZAB05coSZM2dy5ZVXqgASEREREalgvKYIMgyDESNG0LZtWxo3bgzAgQMHAIiKinLqGxUV5dh2ppSUFP773/+6HCUaOXIkQUFBVK1alT179jBnzpwy/hQiIiIiIuLtvKYIGjp0KBs3buSTTz4ptM1kMjmtG4ZRqA0gLS2N66+/noYNGzJmzJhC2x999FHWrVvHDz/8gMViYeDAgXjR3YAiIiIiIlIOXN8vVs6GDRvG3LlzWbp0KbGxsY72atWqAfYRoejoaEd7cnJyodGh48eP06VLFypVqsTXX3/t8ja38PBwwsPDqVu3Lg0aNKBGjRqsWLGCNm3anKdPJiIiIiIi3sajI0GGYTB06FBmz57Nzz//TEJCgtP2hIQEqlWrxsKFCx1t2dnZLFmyhCuvvNLRlpaWRmJiIr6+vsydOxd/f/9SnRvsEy2IiIiIiEjF4dGRoCFDhjBr1izmzJlDcHCw4zmf0NBQAgICMJlMDB8+nPHjx1OnTh3q1KnD+PHjCQwMpF+/foB9BCgxMZGTJ0/y8ccfk5aWRlpaGgARERFYLBZWrVrFqlWraNu2LVWqVGHHjh08/fTT1KpVS6NAIiIiIiIVjEenyHb1XA/Ae++9x+DBgwH7iM2zzz7L9OnTOXr0KK1ateL11193TJ6wePFiOnTo4PI4O3fupGbNmmzatIkHH3yQDRs2kJ6eTnR0NF26dOGpp56ievXq5+WziYiIiIiId/Kq9wSJiIiIiIicb14zO5yIiIiIiEh5UBEkIiIiIiIVioogERERERGpUFQEiYiIiIhIhaIiSEREREREKhQVQSIiIiIiUqGoCBIRERERkQpFRZCIiIiIiFQoKoJERERERKRCUREkIiIiIiIVioogERERERGpUFQEiYiIiIhIhfL/J2gROrxptlAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "equity_values = {}\n", + "for asset_name in assets.keys():\n", + " stat = np.load('{}_stat_latency2.npz'.format(asset_name))\n", + " timestamp = stat['timestamp']\n", + " mid = stat['mid']\n", + " balance = stat['balance']\n", + " position = stat['position']\n", + " fee = stat['fee']\n", + " \n", + " equity = mid * position + balance - fee\n", + " equity = pd.Series(equity, index=pd.to_datetime(timestamp, unit='us', utc=True))\n", + " equity_values[asset_name] = equity.resample('5min').last()\n", + " \n", + "fig = plt.figure()\n", + "fig.set_size_inches(10, 3)\n", + "\n", + "legend = []\n", + "net_equity = None\n", + "for i, equity in enumerate(list(equity_values.values())):\n", + " asset_number = i + 1\n", + " if net_equity is None:\n", + " net_equity = equity.copy()\n", + " else:\n", + " net_equity += equity.copy()\n", + "\n", + " if asset_number % 5 == 0:\n", + " net_equity_ = (net_equity / asset_number) / 20_000\n", + " pnl = net_equity_.diff()\n", + " sr = pnl.mean() / pnl.std() * np.sqrt(288 * 252)\n", + " legend.append('{} assets, SR={:.2f}'.format(asset_number, sr))\n", + " (net_equity_ * 100).plot()\n", + " \n", + "plt.legend(legend)\n", + "plt.grid()\n", + "plt.ylabel('Cumulative Returns (%)')" + ] + }, + { + "cell_type": "markdown", + "id": "96ce4452", + "metadata": {}, + "source": [ + "Therefore, understanding your order latency is crucial to achieving more precise backtest results. This understanding underscores the importance of latency reduction for market makers or high-frequency traders. This is why crypto exchanges not only offer maker rebates but also provide low-latency infrastructure to eligible market makers." + ] } ], "metadata": {