diff --git a/hydradx/notebooks/Omnipool/TestPriceMoveWithdraw.ipynb b/hydradx/notebooks/Omnipool/TestPriceMoveWithdraw.ipynb index adf0f1e0..fae9d9ae 100644 --- a/hydradx/notebooks/Omnipool/TestPriceMoveWithdraw.ipynb +++ b/hydradx/notebooks/Omnipool/TestPriceMoveWithdraw.ipynb @@ -2,88 +2,310 @@ "cells": [ { "cell_type": "markdown", - "id": "3c06a4bb-e754-4383-b9a9-8a82173f45b0", + "id": "382d3e4d-0ce6-4bf7-97b6-97a5bd48e01c", "metadata": {}, "source": [ - "

Effects of market movements + liquidity add on LRNA price

\n", - "In this notebook, we look at the effects on LRNA price when liquidity is removed during a temporary price move. That is, we set the prices of the assets, then add a large amount of liquidity (currently at 10% of the entire Omnipool TVL), then move the market up or down, then withdraw the liquidity right at the peak of the price move. We then move the market back to where it began and observe the difference in LRNA price between the starting and ending conditions." + "

Effects of market movements + liquidity add on LRNA price

\n", + "In this notebook, we look at the effects on LRNA price when liquidity is removed during a temporary price move. That is, we set the prices of the assets, then add a large amount of liquidity (doubling the amount of R1 in the pool). We then move the market up or down, then withdraw the liquidity right at the peak of the price move. Finally, we move the market back to where it began and observe the difference in LRNA price between the starting and ending conditions." ] }, { "cell_type": "code", - "execution_count": 11, - "id": "f7cb2157-435e-43fc-a3b6-48573bfb52f4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting simulation...\n", - "Execution time: 0.09 seconds.\n" - ] + "execution_count": 122, + "id": "9e5123f5-a219-4963-b52b-dc093f6429bc", + "metadata": { + "jupyter": { + "source_hidden": true }, + "tags": [] + }, + "outputs": [ { "data": { - "text/markdown": [ - "

Omnipool dynamics when liquidity is removed during a temporary price move of -90%

" - ], "text/plain": [ - "" + "[]" ] }, + "execution_count": 122, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import pyplot as plt\n", + "plt.figure(figsize=(20, 5))\n", + "plt.title('example')\n", + "plt.xlabel('time')\n", + "plt.ylabel('R1 price')\n", + "plt.yticks(\n", + " [1, 5, 10],\n", + " ['1x', '5x', '10x']\n", + ")\n", + "plt.annotate(\n", + " text='LP adds liquidity',\n", + " xy=(0, 1),\n", + " xytext=(0, 5),\n", + " arrowprops={'arrowstyle': '->', 'relpos': (0, 0.5)}\n", + ")\n", + "plt.annotate(\n", + " text='LP removes liquidity',\n", + " xy=(1, 10),\n", + " xytext=(0.9, 5),\n", + " arrowprops={'arrowstyle': '->', 'relpos': (0.5, 0.5)}\n", + ")\n", + "plt.annotate(\n", + " text='LRNA price is measured',\n", + " xy=(2, 1),\n", + " xytext=(1.765, 5),\n", + " arrowprops={'arrowstyle': '->', 'relpos': (1, 0.5)}\n", + ")\n", + "plt.plot([0, 1, 2], [1, 10, 1])\n" + ] + }, + { + "cell_type": "markdown", + "id": "c0600b31-cd3a-44c8-887c-6cefb5d5f23e", + "metadata": {}, + "source": [ + "

Changing the degree of price move

\n", + "In the first experiment, we set the initial weight of R1 at 5% of the pool, then have the LP add another 5%. We vary the peak price movement from -90% to 10x and then observe the final price of LRNA." + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "077af16a-2842-4b0d-a130-356d1497c8cb", + "metadata": { + "jupyter": { + "source_hidden": true }, + "tags": [] + }, + "outputs": [], + "source": [ + "import random\n", + "import sys\n", + "sys.path.append('../..')\n", + "\n", + "from model import run\n", + "from model import plot_utils as pu\n", + "from model import processing\n", + "from model.amm.omnipool_amm import OmnipoolState, cash_out_omnipool, lrna_price, usd_price\n", + "from model.amm.agents import Agent\n", + "from model.amm.trade_strategies import omnipool_arbitrage, invest_all, withdraw_all\n", + "from model.amm.global_state import GlobalState, fluctuate_prices, historical_prices\n", + "from IPython.display import display, Markdown\n", + "\n", + "# same seed, same parameters = same simulation result\n", + "random.seed(42)\n", + "\n", + "assets = {\n", + " 'HDX': {'usd price': 0.05, 'weight': 0.05},\n", + " 'USD': {'usd price': 1, 'weight': 0.20},\n", + " 'R1': {'usd price': 1, 'weight': 0.05},\n", + " 'R2': {'usd price': 2/3, 'weight': 0.70},\n", + "}\n", + "\n", + "lrna_price_usd = 1\n", + "initial_omnipool_tvl = 10000000\n", + "liquidity = {}\n", + "lrna = {}\n", + "\n", + "%matplotlib inline\n", + "\n", + "price_min = 0.1\n", + "price_max = 10\n", + "steps = 100\n", + "price_list = [price_min * ((price_max / price_min) ** (1 / (steps - 1))) ** i for i in range(steps)]\n", + "price_moves = { # {0.1: '-90%', 0.5: '-50%', 2: '2x', 10: '10x'}\n", + " price:\n", + " (\n", + " f\"-{round((1 - price) * 100)}%\"\n", + " if price < 1 else\n", + " f\"{round(price)}x\"\n", + " )\n", + " for price in price_list\n", + "}\n", + "\n", + "price_move_assets = ['R1']\n", + "price_events = []\n", + "time_steps = 110\n", + "\n", + "for pump_factor in price_moves:\n", + " for tkn, info in assets.items():\n", + " liquidity[tkn] = initial_omnipool_tvl * info['weight'] / info['usd price']\n", + " lrna[tkn] = initial_omnipool_tvl * info['weight'] / lrna_price_usd\n", + "\n", + " initial_state = GlobalState(\n", + " pools={\n", + " 'omnipool': OmnipoolState(\n", + " tokens={\n", + " tkn: {'liquidity': liquidity[tkn], 'LRNA': lrna[tkn]} for tkn in assets\n", + " },\n", + " lrna_fee=0.0005,\n", + " asset_fee=0.0025\n", + " )\n", + " },\n", + " agents = {\n", + " 'Arbitrageur': Agent(\n", + " holdings={tkn: 10000000000 for tkn in list(assets.keys()) + ['LRNA']},\n", + " trade_strategy=omnipool_arbitrage(\n", + " pool_id='omnipool',\n", + " arb_precision=1\n", + " )\n", + " ),\n", + " 'LP': Agent(\n", + " holdings={'R1': liquidity['R1']},\n", + " trade_strategy=invest_all(\n", + " pool_id='omnipool'\n", + " ) + withdraw_all(time_steps/2)\n", + " )\n", + " },\n", + " evolve_function=historical_prices(price_list=[\n", + " {\n", + " tkn: assets[tkn]['usd price'] * (pump_factor - (abs(i * 2 - (time_steps - 2)) / (time_steps - 2) * (pump_factor - 1)))\n", + " for tkn in price_move_assets\n", + " } \n", + " for i in range(time_steps - 1)\n", + " ] + [{tkn: assets[tkn]['usd price'] for tkn in price_move_assets}] * 2),\n", + " external_market={tkn: assets[tkn]['usd price'] for tkn in assets}\n", + " )\n", + " price_events.append([initial_state.copy()] + run.run(initial_state, time_steps=time_steps, silent=True))\n", + " \n", + "# display(Markdown(f\"

Omnipool dynamics when liquidity is removed during a temporary price move of {price_moves[pump_factor]}

\"))\n", + "\n", + "# pu.plot(events, asset='all')\n", + "# # plt.figure(figsize=(20, 5))\n", + "# # plt.plot(\n", + "# # range(time_steps), \n", + "# # [cash_out_omnipool(event.pools['omnipool'], event.agents['LP'], event.external_market) for event in events]\n", + "# # )\n", + "# plt.title('LP holdings value')\n", + "# # pu.plot(events, pool='omnipool', prop='lrna')\n", + "# # pu.plot(events, pool='omnipool', prop='liquidity')\n", + "# # pu.plot(events, pool='omnipool', prop='usd_price', key=['R1', 'R2', 'HDX', 'USD'])\n", + "# plt.figure(figsize=(20, 5))\n", + "# plt.plot(range(len(events)), [1 / x for x in pu.get_datastream(events, pool='omnipool', prop='lrna_price', key='USD')])\n", + "# plt.title(\"Omnipool USD price of LRNA\")\n", + "# plt.annotate(\n", + "# str(f\"${lrna_price_usd}\"), \n", + "# xy=(0, 1 / lrna_price(events[0].pools['omnipool'], 'USD')), \n", + "# xytext=(0,10), \n", + "# textcoords='offset points'\n", + "# )\n", + "# plt.annotate(\n", + "# str(f\"${round(1 / lrna_price(events[-1].pools['omnipool'], 'USD'), 2)}\"), \n", + "# xy=(len(events), 1 / lrna_price(events[-1].pools['omnipool'], 'USD')), \n", + "# xytext=(-10,10), \n", + "# textcoords='offset points'\n", + "# )\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "cbeee710-3a82-4ea8-a3f1-4feff60133e9", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "[]" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting simulation...\n", - "Execution time: 0.127 seconds.\n" - ] + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "text/markdown": [ - "

Omnipool dynamics when liquidity is removed during a temporary price move of -50%

" - ], + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 5))\n", + "plt.xscale('log')\n", + "# plt.yscale('log')\n", + "plt.xticks(\n", + " [0.1, 0.25, 0.5, 1, 2, 4, 10],\n", + " ['-90%', '-75%', '-50%', '1x', '2x', '4x', '10x']\n", + ")\n", + "plt.xlabel('price movement at peak')\n", + "plt.ylabel('final LRNA price:')\n", + "\n", + "lrna_prices = [1 / lrna_price(events[-1].pools['omnipool'], 'USD') for events in price_events]\n", + "plt.annotate(\n", + " xy=(list(price_moves.keys())[lrna_prices.index(min(lrna_prices))], min(lrna_prices)),\n", + " xytext=(0.5, 1.05),\n", + " text=f\"${round(min(lrna_prices), 2)}\",\n", + " arrowprops={'arrowstyle': '->', 'relpos': (0.5, 0.5)}\n", + ")\n", + "plt.annotate(\n", + " xy=(0.1, lrna_prices[0]),\n", + " xytext=(0.1, 1.05),\n", + " text=f\"${round(lrna_prices[0], 2)}\",\n", + " arrowprops={'arrowstyle': '->', 'relpos': (0.5, 0.5)}\n", + ")\n", + "plt.annotate(\n", + " xy=(10, lrna_prices[-1]),\n", + " xytext=(9, 1.05),\n", + " text=f\"${round(lrna_prices[-1], 2)}\",\n", + " arrowprops={'arrowstyle': '->', 'relpos': (0.5, 0.5)}\n", + ")\n", + "plt.plot(price_moves.keys(), lrna_prices)" + ] + }, + { + "cell_type": "markdown", + "id": "01dfbd7c-4e58-466a-b313-f09d6c9d3fdd", + "metadata": {}, + "source": [ + "

Varying the weight of R1

\n", + "In the next experiment, we vary the initial weight of R1 from 0.1% to 10% of the pool, half of which is contributed by a single LP who withdraws at the peak of the price movement. We measure the final price of LRNA as a function of the initial weight of R1 for two cases: a 50% temporary price drop and a 10x price spike." + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "1bc173f6-697c-4a9c-a81c-d7df46cca26d", + "metadata": { + "jupyter": { + "source_hidden": true }, + "tags": [] + }, + "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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nhJCUml5E0YuIiIiIiIjIlULJocvY0DbV6RhYjrdnb+O6Txbxe8hhHusexLQHOhBYsXSOazxcnXn3xqaEHT/B+3N3FHLEIiIiIiIiInKlUXLoMpb1eFlTjDF4uTvz64MdeKx7XVydz/+frU0tP25vX5NJy/az9kB0IUUrIiIiIiIiIlciJYcuc9X9PPnv6W7MebQzTav5OrxuVM/6+PuUYtS0EJLTMhxe98+2o3R5bwFTVh28gGhFRERERERE5Eqj5NAVoFxpd9xdnPO1prS7C/8b2IQ9kYl8/u+uPOcnpabz/K+buOvbNRyJTeb137fmeFKaiIiIiIiIiBQvSg4VY13qVmBQq2qM+28vm8Njc523ITSGPp8tYcqqg9zXtTZ/P94FJwPP/7rpjJPSRERERERERKT4UXKomHupT0P8vNwYNS2EtIzMM8bSMzL5dP4ubhy7jJS0DH68ux3P9WpAQHkvRvWsz+JdUcxYF15EkYuIiIiIiIhIYVByqJjz8XTljf6N2Xo4jq8W7T11/cCxRG76cjkfz99J36ZV+POxLrSvU+7U+G3tatKqZlnemL2VqISUoghdRERERERERAqBkkMlQM/GlenTpAqfzt/F7oh4fl4dSu9PF7M7IoFPb27Opze3wKeU6xlrnJwM797YhKSUDF6dtaWIIhcRERERERGRS03JoRLi1X6N8HR3ZsCYZYyaHkKTaj789VgX+jevmuuawIrejLw6kD9CDjN/69FCjFZERERERERECouSQyVEBW933ujfmExreb53fX68ux1VfUvlue7+rnWoV8mbF3/bTHxyWr7umZlpiU5MvdCQRURERERERKQQKDlUglzfzJ9Nr17HvV3q4ORkHFrj5uLEu4OaEhGfzLt/bXf4XuExJ7h5/Aravj3/vCeliYiIiIiIiEjRUnKohHE0KXS65tV9GdGxFt+vOMiqfdF5zv8j5BC9PlnElvBYSru78OyMENLPOilNRERERERERC4PSg6JQ568ti7V/Urx7PQQktMycpyTkJLOU79sZOSP66lVoTSzH+nMmzc0YXN4HN8s3V+4AYuIiIiIiIiIQ5QcEod4urnwvwFN2RuVyOf/7jpnfENoDH0+W8z0dWGMvCqQafe3J6C8F72bVKZ7g4p8NG8nodFJRRC5iIiIiIiIiJyPkkPisE5B5RnUqhpf/reXrYfiAMjItIz+dxc3jl1GeoZl6j3teOq6erg6Z720jDG83r8xTgae/3UT1tqi3IKIiIiIiIiInEXJIcmXF/s0wNfTlWdnhBAancTQ8Sv44O+d9GpcmTmPdqZt7XLnrPH3LcWonvVZvCuK3zaEF0HUIiIiIiIiIpIbJYckX3w93Xi1XyNCwmK5+sOFbAmP5YObmvH50Bb4lHLNdd2t7WrSvLovb/yxTcfbi4iIiIiIiFxGlBySfOvTpAo3tqxGyxplmfNoZwa1qoYx5z8FzdnJ8M6NTYg7kcabs7fm+54HjiUSEZd8oSGLiIiIiIiISC5cijoAufIYY/hwcLN8r6tfuQz3d63D6AW7GdCiKp2DKuS5JjPT8vWSfbw3dzvVy3oy59HOeLg6X0jYIiIiIiIiIpIDVQ5JoRp5dSC1y3vxwq+bOZGacd65kfEpjJi0mrfmbKN5dV/2RiXyxcI9hRSpiIiIiIiISMmg5JAUKg9XZ94e2ISD0Ul8Mn9nrvMW7Yyk16eLWbH3GG/e0Jif72vPDc39GbtwN7sj4gsxYhEREREREZHiTckhKXTtapfj5tbVmbBkH5vDY88YS03P5H9ztnH7xFX4ebkya2Qnbm1XE2MML/ZtiKebC8/P2Exmpi2i6EVERERERESKFyWHpEg816sBZT3deG7GJtIzMgHYH5XIoHHL+HLRXm5pW4OZD3WiXmXvU2vKl3bn+d71WbU/ml/WhhZV6CIiIiIiIiLFikPJIWNMT2PMDmPMbmPMszmM1zTG/GOMCTHGLDTGVDtt7D1jzBZjzDZjzGcmr2OtpETw8XTl1X4N2RQey6Rl+/ltfTh9PlvM/qhExt7SkrcGNKGU27mNpwcHV6dNLT/enrOdqISUIohcREREREREpHjJMzlkjHEGxgC9gIbAUGNMw7OmfQBMttY2BV4H/pe9tgPQEWgKNAZaA10LLHq5ovVpUoVr6lfk7TnbeOynDTT0L8Ofj3WhV5Mqua4xxvD2gCYkpabzxh9bCzFaERERERERkeLJkcqhNsBua+1ea20qMBXof9achsC/2e8vOG3cAh6AG+AOuAJHLzZoKR6MMbxxQ2MCK5bmkWuCmHJPO6r6lspzXWDF0jzQLZCZGw6xaGdkvu6ZlpHJv9uPkpqeeaFhi4iIiIiIiBQrjiSHqgKnN3gJy752uo3AwOz3BwDexphy1trlZCWLDme/zbXWbru4kKU48fctxd+Pd+WJHnVxcXa8BdaD3epQu7wXL/62mROpGQ6tCTuexJAvl3PnpDV8NC/3k9JERERERERESpKCakj9FNDVGLOerMfGwoEMY0wg0ACoRlZC6WpjTOezFxtj7jXGrDHGrImMzF8liJRMHq7OvDWgCQejk/js3115zp+75Qi9P13MzqMJtAnwY8Livew4El8IkYqIiIiIiIhc3hxJDoUD1U/7uFr2tVOstYestQOttS2AF7KvxZBVRbTCWptgrU0A/gTan30Da+1X1tpga21whQoVLmwnUuK0r1OOQa2qMX7RXrYfictxTkp6Bq/O2sJ9362lZjkvZj/SiXG3tcLbw4Xnf91EZqYt5KhFRERERERELi+OJIdWA0HGmFrGGDfgZmDW6ROMMeWNMSc/13PAxOz3D5JVUeRijHElq6pIj5VJgXmhdwPKlHLluRnnJnr2RyVy49hlTFq2nzs71mLaA+2pWc4LPy83nu/dgLUHjvPzmtBcPrOIiIiIiIhIyZBncshamw6MBOaSldj52Vq7xRjzujGmX/a0bsAOY8xOoBLwVvb1acAeYBNZfYk2Wmt/L9gtSElW1suNF/s0YP3BGH5YdfDU9VkbD9H38yWERp9g/O3BvHx9Q9xdnE+ND2pVjba1/Pjfn9uJSkgpitBFRERERETkCrJ//34mTZp06uOUlBSGDBlCYGAgbdu2Zf/+/Tmu+/TTT2ncuDGNGjXik08+OXV9yJAhNG/enObNmxMQEEDz5s0vafznY6y9vB6rCQ4OtmvWrCnqMOQKYq3l1q9XEhIayx+PdGLcf3uYsiqUVjXL8tnQFrmegLY7Ip5eny7m+mb+fDS4eeEGLSIiIiIiIleMsWPH8tlnn5GQkECdOnWYOnUqM2bMICQkhHHjxjF16lR+/fVXfvrppzPWbd68mZtvvplVq1bh5uZGz549GTduHIGBgWfMe/LJJ/Hx8eHll1++ZHswxqy11gbnNFZQDalFiowxhjdvaEJKRiY9PlrElFWhPNitDlPvbZdrYgggsKI393Wpw4x14SzbE1WIEYuIiIiIiMiVIj4+nldeeYUffviBN954g0mTJuHl5cXMmTO54447ABg0aBD//PMPZxfgbNu2jbZt2+Lp6YmLiwtdu3ZlxowZZ8yx1vLzzz8zdOjQQtvT2ZQckmKhVnkvnu1Znwre7nx7ZxtG9ayPq3PeL++RVwdSw8+TF3/dTEp6Rr7uGR5zgnUHj19oyCIiIiIiInIFcHJywhhDdHQ0AAEBAXh7exMeHk716lnnd7m4uODj48OxY8fOWNu4cWMWL17MsWPHSEpKYs6cOYSGntn7dvHixVSqVImgoKDC2VAOXIrsziIF7M5OtbizU618rfFwdeaNGxpzx8RVfPnfXh65xrH/M/656TCjpoVwIi2DOY92pm4l7wsJWURERERERC5zXl5ejB8/nueee44jR46wefNmXn/9dYfWNmjQgGeeeYZrr70WLy8vmjdvjrOz8xlzpkyZUqRVQ6DKIRG61q1A36ZVGL1gN/uiEs87NyU9g1dnbeGBH9ZRu2JpSnu48OJvm88pHRQREREREZHio1+/fvzyyy+MGjWKyMhIPvzwQ6pWrXqqCig9PZ3Y2FjKlSt3ztq77rqLtWvXsmjRIsqWLUvdunVPjaWnpzNjxgyGDBlSaHvJiZJDIsDLfRvi7uzEyzNzT/SERicxeNxyJi3bz50da/HLfe15tmd9Vu2LZsa68EKOWERERERERApDQkICBw4cAMDb25sGDRoQHx9Pv379+PbbbwGYNm0aV199NcaYc9ZHREQAcPDgQWbMmMGwYcNOjc2fP5/69etTrVq1QthJ7vRYmQhQsYwHT/esx8sztzBr4yH6N696xvjfW47w1C8bscC4W1vRs3FlAAYHV+fnNaG8PWcb1zSoiK+nWxFELyIiIiIiIpdKWloa9913H8eOHSMqKooaNWrw448/Uq5cOW677TYCAwPx8/Nj6tSpABw6dIi7776bOXPmAHDjjTdy7NgxXF1dGTNmDL6+vqc+99SpU4v8kTLQUfYip2RkWgZ+sZTwmGT+ebIrPqVcScvI5N0/tzNhyT6aVPVhzLCW1Cjneca6rYfi6Pv5Yoa2qcFbA5oUUfQiIiIiIiJyKe3fv5+FCxcyfPjwog7lgugoexEHODsZ3hrQhOjEFN6fu53wmBMM/nI5E5bs4/b2NZn2QPtzEkMADf3LMLxDLX5cdZANoTGFH7iIiIiIiIhccr6+vjRv3ryow7gklBwSOU3jqj4M71CLH1YepNcni9h1NIHPh7bg9f6NcXdxznXd4z2CqOjtzgu/biIj8/KqxhMREREREZEzzdt6lC7vLWDa2jCHDxhSckikBHni2rpUK1sKf99SzBrZkeub+ee5xtvDlZf6NmTLoTi+W74/3/fcHB5LXHLaBUQrIiIiIiIi+bE7IoHHf9pARHwyT/2ykQd/WMfxxNSiDqtIKTkkcpbS7i7Me7wrcx7pTO0KpR1e16dJFToHlefDv3cSEZfs0Jr0jEzenrONvp8v4aEf1jmcsRYREREREZH8S0xJ5/7v1+Lu4sT8J7rybK/6zN92lOs+WcTCHRFFHV6RUXJIJAcers44OZ17BOH5GGN4o39jUjIyeXP2tjznR8QlM2zCSr5atJdm1X1ZvCuKvzYfudCQRURERERE5DystYyaHsLeyKz2IdXKenJ/1zrMfKgTvp6uDP9mNS/P3MyJ1IyiDrXQKTkkUoACynvxQNc6zNp4iKW7o3Kdt2LvMXp/toRNYbF8PKQZ0+9vT/3K3rz+x1aSUtMLMWIREREREZGS4esl+5gdcphRPevTIbD8qesN/cswa2Qn7upUi8nLD9Dn88WEhMUUXaBFQMkhkQL2QLc61CznyUu/bSYl/cyMs7WWcf/t4ZYJKylTyoXfHurIgBbVcHF24s0bGnM4NpnP/91dRJGLiIiIiIhcvjIzLZ/M38nskMP5Xrti7zH+9+d2ejaqzH1dap8z7uHqzEt9G/LD3W05kZrBwC+W8fk/u0jPyCyI0C97Sg6JFDAPV2de79+YvVGJjF+099T12BNp3PvdWt7J/oY0a2Qn6lX2PjUeHODHoFbVmLB4L7sjEooidBERERERkcvW2P/28Mn8XTz04zqe+GkD8Q4e6nMkNpmRP66jZjlP3r+pKcbk3kKkY2B5/nq0C72bVOHDeTsZ/OVyDhxLLKgtXLaUHBK5BLrWrUCfJlX4/N/dHDyWxJZDsfQbvYQF2yN4uW9DRg9rQWl3l3PWPdurPqVcnXll1mY1pxYREREREcm2dHcUH/69g+ub+fNY9yB+2xBOr08Xs2Z/9HnXpaZn8uAPa0lKzeDLW1vh7eGa5718PF35bGgLPr25ObsjEvjjAiqVrjTmcvsFNDg42K5Zs6aowxC5aEdik7nmw4VU9/NkX1QiZT3dGHNLC1rV9Dvvuu+W7+elmVsYPawFfZv6F1K0IiIiIiIil6fDsSfo+9kS/Lzc+O2hjni5u7D2wHEe+2k94cdPMPKqQB6+JghX53PrX16ZuZlvlx9gzLCW9GlaJd/3PhqXTDkvN1xy+NxXGmPMWmttcE5jV/7uRC5TlX08eLxHXbYfiSc4oCx/PNIpz8QQwLC2NWnkX4Y3/thKQkr+mlNba4mIT77QkEVERERERC4rqemZPPTDOpLTMhh7ayu8sp/AaFWzLHMe6cyAFtX47N/d3DRuOfujznz869f1YXy7/AD3dK51QYkhgEplPIpFYigvxX+HIkXozo61mP5ABybf2Zbypd0dWuPsZHjjhsYcjUvhs392OXyvuOSsnkbt3v6HZXtyPylNRERERESkMMUkpbI5PPaC1r49ZxvrDsbw3qBmBFYsfcaYt4crHw5uxuhhLdgbmUDvzxbz85pQrLVsPRTHczM20baWH8/0rF8Q2yjWlBwSuYScnAytapbF2Sn3hmc5aVmjLDe3rs7EJfvYeTQ+z/k7jsTTf/RSFmyPwNfTjVdnbSGthHTVFxERERGRy1dyWga3TFhJ38+X8NrvW0hOy8h7UbZZGw8xadl+7ux4/sqfvk39+euxLjSt5sOoaSE8+MM67v9+LT6lXBk9rGWJqPy5WPoKiVymRvWsj5e7Cy/PPH9z6t83HuKGMUtJSElnyr3teGdgE3YeTWDy8gOFGK2IiIiIiMi5Xv9jK1sOxXFtw0p8s3Q/A75Yxi4H/gC+62g8z04PIbhmWZ7rnXflj79vKX64ux3P9qrP/G1HORx7gi9uaUUFb8ee4CjplBwSuUz5ebkxqmc9VuyNZtbGQ+eMp2Vk8sYfW3l4ynoa+Zdh9sOdaB3gR4+GlehatwKfzNup/kMiIiIiIlJkfl0fxo8rD3J/1zp8dXswE4cHczQumetHL+GHlQdy/SN4Qko693+/Fk83Z0YPa5ljo+mcODsZ7u9ahz8e7syUe9rRqmbZgtxOsabkkMhl7ObWNWhWzYe3Zm8jPjnt1PXI+BRumbCSr5fsY3iHAH68px0Vy3gAYIzhlesbkpyewTt/bi+q0EVEREREpATbeTSe52dspk0tP566ti4AV9evxF+PdqZ1gB8v/LqZ+79fy/HE1DPWWWt5ZnoI+6IS+WxoCyr7eOT73vUqexMckPdhQPL/lBwSuYw5Oxle79+YyIQUPpmf1Zx67YHj9P18MSFhMXwypDmv9muEm8uZ/1euXaE093SuzYx14azZH10UoYuIiIiISAmVmJLOA9+vxcvdmdFDW5zR86diGQ++HdGGF3o34N/tEfT6dPEZB+p8s3Q/s0MO8/R19elQp3xRhF8iKTkkcplrVt2XoW1qMGnZft79azs3f7UcD1dnfn2wIze0qJrrupFXB1LFx4OXZ24hIzP3nkUiIiIiIiJn2xweS7f3FzDuvz1k5uP3CWstz83YdKry5+QTDqdzcjLc06U2vz7YEU83Z26ZsJL3/trOir3HeHvONno0rMT9XWsX5HYkD0oOiVwBRl1XjzIeLoxduIfOQRWY9VAnGlQpc941nm4uvNCnAVsPx/HjqoOFFKmIiIiIiFzp4pLTeOjHdRyKTeadP7dzxzeriIxPcWjt9ysPMmvjIZ7oUTfPyp/GVX3445FODG5VnS8W7mHo+BVULVuKD25qhjH5O/FZLo453ylIRSE4ONiuWbOmqMMQuews33OM3ZEJ3NKmBk5Ojn2jtNYybPxKth6OY8FT3fDzcnNoXUR8Mk/8tJHS7i6MvbWlvjGLiIiIiJQQ1loe+nEdc7ccZeq97dh1NIHXft+Ct4crHw1uRpe6FXJdGxIWw6Cxy+kQWI6Jd7R2+PcWgDmbDvP1kn280b8xDf3P/4dwuTDGmLXW2uCcxlQ5JHKFaF+nHLe1q5mvb7DGGF7r34jElHTen+tYc+r1B4/T7/OlLNsTxV9bjvDn5iMXGrKIiIiIiFxhJi8/wJxNR3j6unq0DvBjWNsazBrZCT8vV26fuIp3/txOWkbmOetiklJ54Pt1VPB25+PBzfP1ewtA7yZVmP5AByWGioiSQyLFXN1K3gzvEMDU1aFsDI0579yfV4cy5MsVuLoYZo3sRP3K3rw1exsnUjMKJ1gRERERESkyIWExvDl7K1fXr8i9nf+/50+9yt7MfKgTw9rWYNx/e7hp3HJCo5NOjWdmWp78eSMR8cmMHtaCsg4+sSCXDyWHREqAR7sHUc7LnZdnbcmxmVxqeiYv/raJUdNDaFvbj1kPdaJxVR9e7deI8JgTjPtvTxFELSIiIiIi+TV/61EWbI/I97rYE1l9hiqUdufDm5qdU/lTys2Ztwc0YcywluyJTKD3p4v5feMhAL5ctJd/tkfwQu8GtKhRtkD2IYVLySGREsDbw5Xne9dnY2gM09aGnTEWEZ/MLRNW8P2Kg9zXpTbfDG99KtPfrnY5+jatwrj/9hB2PCmnTy0iIiIiIpeJtQeiue/7tYyYtJqXfttMcppjTwBYaxk1bSOHY5IZfUvL81b+9GlahTmPdCaoUmkenrKeeyev4f252+nTtAp3dAgooJ1IYVNySKSEGNCiKsE1y/LuX9uJTUoDYENoDP0+X8rm8Dg+H9qC53o3wMX5zG8Lz/dugDHw9pxtRRG2iIiIiIg4ICYplYd/XE9V31Lc2bEW3604wMAvlrEvKjHPtROX7mfulqM826s+LR2o/Knu58lP97XnwW51mLftKAHlvHj3xqY6yOYKpuSQSAlxsjn18aRUPp6/k59XhzJ43HJcXQzTH+jA9c38c1zn71uKh7oFMmfTEZbtjirkqEVEREREJC/WWp76JYTIhBRGD2vBy9c3ZMLtwRyKPUHfzxYzc0N4rmvXHzzO/+Zso0fDStzVqZbD93R1dmJUz/r88XAnpt7XjtLuLgWxFSkiSg6JlCCN/H24tV1NJi3bf0Z/obxOBLinS22q+5Xi1d+3kJ7DyQQiIiIiIlJ0Ji7dz/xtR3muVwOaVvMFoHvDSsx5pDMNqpTh0akbeHZ6yDmPmcUkpTLyx/VU9vHgg0HNLqjyp5G/DxW9PQpiG1KElBwSKWGe7FGPRv5luL9rnTP6C52Ph6szL/ZpyM6jCXy/4kC+7nc0LpkXft3E7oiECw1ZRERERKTYy+l4eEdsDI3hnT+zKn9GdAw4Y8zftxRT7m3Hg93qMHV1KP1HL2V3RDxwstoo64SxMcNa4uPperFbkCuYsfbck4uKUnBwsF2zZk1RhyEiZ7HWcvvEVWwMjWHBU90oV9o9zzXrDx7nvu/WEhGfQnDNsvxyf3s9hywiIiIicpavFu3ho3k7eblvI4a2qe7wz8yxJ9Lo+/liMjNh9iOd8PXM/Q+//+2M5ImfNpCUmsEbNzQmOjGFt+ds55XrGzKio+OPk8mVyxiz1lobnNOYKodExCHGGF65viFJqRl88PfOPOdPXxvGkK9W4O7qxH1da7PmwHF+DzlcCJGKiIiIiFw51h6I5t2/dlDK1Znnf93E4z9tIDElPc911lqenR7C4ZhkPh/W4ryJIYCudSsw59HONKvuw1O/bOTtOdvp1bgyw3XCmOBgcsgY09MYs8MYs9sY82wO4zWNMf8YY0KMMQuNMdVOG6thjPnbGLPNGLPVGBNQgPGLSCEKrOjNHR0CmLr6IJvDY3Ock56RyVuzt/LkLxtpVaMsMx/qxKjr6tPIvwz/m7ONE6mOHacpIiIiIlLcxSSl8siUDVT1LcXCp6/iyR51mbXxEP1GL2Hn0fjzrv1+xQH+3HyEp6+r59AJYwCVynjww93teKx7EB0Dy/HuIJ0wJlnyTA4ZY5yBMUAvoCEw1BjT8KxpHwCTrbVNgdeB/502Nhl431rbAGgDRBRE4CJSNB7tHkQ5LzdembWFsx9LjU1K485v1zB+8T7uaF+TyXe1wc/LDWcnwyvXN+JwbDLj/ttTRJGLiIiIiFw+rLU8Mz2EiPhkPh/aAp9Srjx8TRDf39WW2BPp9Bu9hGlrw3Jcuzk8ljf+2MZV9SpwT+fa+bqvs5Phse51+eHudpTxUJ8hyeJI5VAbYLe1dq+1NhWYCvQ/a05D4N/s9xecHM9OIrlYa+cBWGsTrLVJBRK5iBSJMh6ujLquPmsPHGfmhkOnru+OSOCGL5ayfE8U/xvYhNf6N8bV+f+/xbSp5UffplX4ctEewmNOFEXoIiIiIiKXje9XHGDulqM807M+zar7nrreIbA8cx7tRPPqvjz1y0ZGTdt4RvV9Qko6I39ch5+XGx8Obo6Tkyp/5OI5khyqCoSe9nFY9rXTbQQGZr8/APA2xpQD6gIxxpgZxpj1xpj3syuRROQKNqhVNZpW8+HtOdtISElnwfYIBoxZStyJNH68px1D29TIcd1zvRtgLbzz5/ZCjlhEREREpGBlZlq+XrKPTWE5t1s4n62H4nhjdlblz505NIOu6O3B93e15eGrA/l5TRgDvljKnsgErLU8P2MTocdP8NnQFvg5cPKwiCMKqiH1U0BXY8x6oCsQDmQALkDn7PHWQG1g+NmLjTH3GmPWGGPWREZGFlBIInKpODkZXu3XiIj4FG77eiV3fruaGuU8mfVwJ1oH+OW6rqpvKe7rWoffNx5i1b7oQoxYRERERKRgfb1kH2/8sZUbxy7juxUHzmm5kJuk1HRGTlmHbylXPripWa6VPy7OTjx5bT0mjWjN0bhk+n2+hGemhzBr4yGe6FGXNrVy/7lbJL8cSQ6FA9VP+7ha9rVTrLWHrLUDrbUtgBeyr8WQVWW0IfuRtHTgN6Dl2Tew1n5lrQ221gZXqFDhgjYiIoWrZY2y3NiyGusPxtCnSRWm3d+Bqr6l8lx3f9faVPHx4LXft5CR6dg/oCfFnkhj66G4Cw1ZRERERKRAbAqL5b2527mmfkU6BJbjpd828/hPG0hKzfuUsVdmbmFfVCKf3NyccqXd85zfrV5FZj/SmfpVyvDzmjA6B5Xnga51CmIbIqe4ODBnNRBkjKlFVlLoZmDY6ROMMeWBaGttJvAcMPG0tb7GmArW2kjgamBNQQUvIkXrjRsa0a+5P12Cyjt8yoGnmwvP9qrPo1M3MG1tKENa5/wI2tl2HY3nrm/XEHY8idmPdKZBlTIXE7qIiIiIyAVJTEnnkanrKV/anQ8HN6OMhytjFuzmo/k72Xo4jrG3tqJOhdI5rv1tfTi/rA3jkasD6VCnvMP39PctxdR72zE75DBX1auoPkNS4PKsHMqu+BkJzAW2AT9ba7cYY143xvTLntYN2GGM2QlUAt7KXptB1iNl/xhjNgEGGF/guxCRIuHp5kLXuhXyffxlv2b+tKpZlvfn7iA+OS3P+Qt2RDDwi2WcSMugTClX3py91eGyXRERERGRgvTKrC0cOJbIx0Oa4+vphpOT4eFrgph8ZxuiElLp9/kSZoccPmfd/qhEXvh1E60DyvLINUH5vq+rsxM3tKiKj6dOGJOC51DPIWvtHGttXWttHWvtycTPy9baWdnvT7PWBmXPudtam3La2nnW2qbW2ibW2uHZJ56JSAlmjOGV6xsSlZDK6H935zrPWsuExXu5a9Jqqvt5MvOhjjzevS5Ldx9j/raIQoxYRERERIoLa+0F/6Fx5oZwpq0NY+RVgbSrXe6Msc5BFfjj4U7UrezNQz+u4/Xft5KWkQlASnoGI6esw8XZiU9vboGLc0G1/xUpGHpFikiRaFrNl5taVWPi0n3si0o8Zzw1PZNnp2/izdnbuLZhZaY90B5/31IMa1uDwIqleWv2VlLTM4sgchERERG5UllreeqXEK758D+2HMrfKWMHjyXx4q+baVUz98off99S/HRve4Z3CGDi0n3c/NUKDsee4L2/drA5PI73BzXF34E+nSKFTckhESkyT/esh5uzE2/N3nrG9ejEVG79eiU/rQll5FWBfHFLSzzdslqkuTo78UKfBuw/lsTk5fuLIGoRERERuVL9sjaM6evCOBR7goFfLGPGujCH1qVlZPLI1PVg4NObm5+38sfNxYlX+zXi86Et2HY4jp6fLObrJfsY3iGAaxtVLqitiBQoJYdEpMhU9Pbg4WuCmL8tgv92RgJZjadvGLOUDaExfHpzc566rt45DfeuqleRrnUr8Ok/u4hO1JOqIiIiIpK3fVGJvDprC21r+bHo6atoXt2XJ37eyEu/bc6zIv2T+TvZEBrDOwObUq2sp0P3u76ZP7NGdqRSGXeaVffl2V71C2IbIpeEkkMiUqRGdAygZjlP3vhjK/O3HmXgF8tISs3gp3vb0b951VzXvdinAUmpGXwyf2chRisiIiIiV6K0jEwem7oeV2cnPh7SnIplPPjh7rbc07kW3604wM1fLedIbHKOa5ftjuKLhXsYElydPk2r5Ou+gRW9mftYF6bf3x4PV+eC2IrIJaHkkIgUKXcXZ17o3YDdEQncPXkN1f08mTWyIy1qlD3vuqBK3tzStgY/rDzIzqPxhRStiIiIiFyJPp63k41hsfxvYJNTPX9cnJ14oU9DxgxryfYj8fT9fDEr9h47Y110YiqP/7yBWuW9eKVfwwu6tzFGDajlsqdXqIgUuR4NK3Fjy2oMbFH1VONpRzzWvS5ebs68OXtbvu4XGZ/CiG9WMWHx3gsJV0REREQKWUp6Bn+EHOJEaka+1y7fc4yx/+1hcHA1ejc5t/KnT9MqzHyoI2U8XLllwkomLN576kSzUdM2cjwxjc+HtjjVA1OkONKrW0SKnDGGDwc3y/c6Py83HrkmiDdnb2PBjgiuqlcxzzU7jsRz56TVhMecYOnuY1zXqDLV/Rx7blxEREREisa7f+5g4tJ9NPIvw7hbWzn881tMUipP/LyBgHJevHJ9o1znBVXyZubIjjz1y0benL2N9aExNKnqw/xtEbzctyGN/H0KaisilyVVDonIFe329gHUKu/Fm39sJS3j/I0EF+6I4Maxy0jLyGT87cE4OcF7c3cUUqQiIiIiciEW7Yxk4tJ9dKtXgYPRSfQbvYSlu6PyXGet5flfNxEZn8InQ5rj5X7+2ghvD1fG3dqKZ3rW589Nh3nnz+1cVa8CIzoGFNBORC5fSg6JyBXNzcWJF3o3YE9kIj+uPJjrvO+W7+fOSaup7ufJzJEd6dGwEvd2rs3vGw+x7uDxQoxYRERERBx1PDGVp37ZSGDF0oy7tRWzRnaifGl3bvt6JeMXZT3+lZtf1oQxZ9MRnri2Ls2q+zp0P2MMD3Srw3d3taVfM3/ev6kZxpi8F4pc4ZQcEpEr3jUNKtIxsBwfz99JbFLaGWMZmZbXft/CSzO3cFW9iky7vz1VfLJ6Gt3XtQ4VvN1584+t5/3BQkREREQKn7WW52Zs4nhSKp/e3BwPV2dqlffi14c6cl2jyrw1ZxuPTt2QYx+ifVGJvPr7FtrV9uO+LnXyfe+OgeX5bGgLypd2L4itiFz2lBwSkSueMYYX+zQk7kQan/6z69T1hJR07pm8hm+W7ufOjrX46vbgM8qJvdxdeLJHXdYdjGHOpiNFEbqIiIiI5OKXtWH8teUIT11b74yeP6XdXfjilpY8fV09fg85xMCxywiNTjo1npqeyaOnHVvv7KTKH5G8KDkkIsVCgyplGNK6BpOX72dPZAKHYk4waOwy/tsZyRs3NObl6xvm+IPBTcHVqV/Zm3f+2kZKev5PvxARERGRnFlreXXWFsYu3ENmZv6qtA8cS+S1WVmVP3d3rn3OuDGGh64K5JvhrQk/nsT1o5eweFckAB/P30lIWCzvDGxyqmJcRM5PySERKTaevLYuHq7OPP3LRvqPWUrY8RN8fUcwt7WrmesaZyfDC30aEBp9gm+X7S+8YEVERESKue9WHGDSsv28+9d2HvhhLQkp6Q6tS8/I5PGfNuDkZPho8Pkrf7rVq8jvD3eikrcHd0xcxXMzNjHuvz0MCa5OrxyOrReRnCk5JCLFRvnS7oy8OpB1B2Nwc3Zi+gMd6ObA8fadgyrQrV4FPv93N9GJqfm6Z1pGJsv3HMv3X8NEREREirM9kQm8PWcbXepW4KW+DZm/LYIbv1jGwWNJea4ds2AP6w7G8NaAJvj75l35U7OcFzMe7ECvJlWYsuogAeW8ePn6hgWxDZESQ8khESlW7uxYizdvaMxvD3WkXmVvh9e90LsBSakZfDp/p8Nr4pLTGPHNaoaOX8GPq3I/KU1ERESkJEnLyOSJnzbg4erM+4OaclenWnw7og1H4pLpN2YJS3blfgz9uoPH+ezfXdzQ3J9+zfwdvqeXuwujh7bg86EtmDSidZ7H1ovImZQcEpFixc3FiVvb1aSCd/5Olgiq5M3Nravzw8qD7IlMyHN+eHZPoxV7j1HDz5NP5u90uFRaREREpDgb/e9uNobF8vaAJlQq4wFAp6DyzBrZkYre7tw+cSVfL9l3zmmxiSnpPP7TBiqX8eD1Gxrn+77GGK5v5k/Ncl4Fsg+RkkTJIRGRbI/3yOpZ9L852887b3N4LDeMWcrh2GS+vbMNn97cnKiEVL76b08hRSoiIiJyaaVlZF7QuvUHjzN6wW4GtqhK77N6/mQ9/tWRHg0r8cYfW3nqlxCS0/7/QJDXf9/KwegkPhrcjDIerhcVv4jkj5JDIiLZypd254FudZi/7SjL9uRc7vzv9qMM/nL5qZ5GHQPL06JGWfo2rcJXi/dyJDa5kKMWERERKVjvz91Oy9fnMW/r0XytS0pN54mfN1K5jAev9m+U45zS7i6MvaUVj3UPYvq6MIZ8tYKjccn8tfkIP60J5YGudWhbu1xBbENE8kHJIRGR09zVqRZVfUvx1uxt5zSZ/m7FAe7+dg21K3jx64MdqFvp/3sajbquPhmZlo/m7SjskEVEREQKzMq9x/hi4R4scO93axi7cM85j3/l5n9ztrP/WCIf3HT+yh8nJ8Nj3esy7tZW7Doaz/WfL+G5GSE0rlqGx7rXLaCdiEh+KDkkInIaD1dnRvWsx5ZDccxYHw5AZqbl7TnbeOm3zXSrV5Gf7m1Pxezn50+qUc6T29sH8MvaMLYfiSuK0EVEREQuSkJKOk9N20j1sp7893Q3+jSpwrt/beeJnzee8fhXThbsiMj6Q1qnWrSv41jlT8/GlZnxYAfcXZ04kZbBJ0Na4OaiX1FFioL+nycicpbrm/rTrJoPH8zdwfHEVB6esp6vFu3l1nY1+Oq2VrmefvHw1YF4u7vk2bNIRERE5HL01uxthB0/wYeDm1GutDufD23Bkz3q8uv6cG7+agURcTk/Pn88MZVR00KoV8mbJ6+tl6971q9chj8f7cK8x7sSWLF0QWxDRC6AkkMiImdxcjK82LchR+KSufrDhczedJjne9fnjf6NcXHO/dumr6cbI68O5L+dkec9olVERETkcrNgewRTVh3k3i61aR3gB2Sd/vXwNUGMu7UlO47E03/MUjaHx56xzlrLC79tIiYplY+GNMPD1Tnf9y7t7kJ1P88C2YeIXBglh0REctA6wI8+TauQmJrBmGEtubdLHYwxea67vX0AVX1L8facc3sWnY+1lm+X7eezf3ZdTNgiIiJSgq07eJyk1PR8r4tJSuWZ6VmVP0/0OLfnT8/GVZj2QHsMMGjcMmaHHD419tuGcOZsOsITPerRyN/nYsIXkSKk5JCISC4+HtycJc9cRZ+mVfKenO1kz6Kth+P4NbtnUV4yMi2vzNrCK7O28NG8nazZH32hIYuIiEgJNWfTYQZ+sYwbxy7nUMyJfK19aeYWohNT+XBwM9xdcq78aeTvw8yRnWjk78NDP67j43k7CY1O4uXfttA6oCz3dqldENsQkSKi5JCISC7cXJyo6O2R98SzXN/UnyZVffjw7x15Nm9MTsvgwR/WMnn5Ae7qVIuK3u688+d2h08FEREREYlKSOHF3zZTu4IXYdFJ9B+zlI2hMQ6t/X3jIX7feIjHugfRuOr5K38qeLvz4z1tubFlNT79Zxe9P1tMprV8NLg5zk55V1iLyOVLySERkQLm5GR4vncDDsUmM3HpvlznHU9M5ZYJK/l761Feub4hL/VtyGPd67LmwHHmbT1aiBGLiIjIlcpay4u/biYhOZ1xt7Zi+oMdcHdxYvCXy894/CsnEXHJvDRzM82r+3J/1zoO3c/dxZkPbmrKC70bkJyWwWv9G6tfkEgxoOSQiMgl0L5OObo3qMjYBXs4lpByznhodBI3jlvGpvBYvhjWkhEdawEwOLgatSt48e5f20nPyCzssEVEROQKM2vjIf7acoQnrq1L3Ure1K3kzcyHOtK4atbjX5//syvHimRrLc9MDyE5LYMPBzc776EbZzPGcE+X2mx+7ToGtapWkNsRkSKi5JCIyCXybK/6JKVlnNNkenN4LAPHLiMqPoXv72pLryb/39PIxdmJUdfVZ09kIr+sDSvskEVEROQKEhGXzMszt9Cihi/3dP7/nj/lSrvzw91tGdCiKh/O28kTP28kJf3MR91/Wh3Kgh2RPNOzPnUqXNgR8rn1JxKRK4+SQyIil0hgRW+GtK7ODysPsjcyAYDFuyIZ8uVyXJ0M0x/oQJtafuesu65RJVrVLMvH83Ze0IkjIiIicuVYvucYf285ku911lqem7GJ5LQMPrip2Tk9fzxcnflocDOeurYuv64PZ9j4lURlVzOHRifxxh9b6VCnHHe0DyiIbYjIFU7JIRGRS+ix7kG4uTjx3l87mLEujBHfrKa6nye/PtSRoEreOa4xxvBcr/pExKcwcUnuPYtERETkyhYancTd367m3u/W8t5f28nMdPxAiunrwvlnewSjzlP5Y4xh5NVBjBnWks3hsdwwZinbj8Tx5C8bcTKG929qhpMaSYsISg6JiFxSFb09uK9LnaxeAD9vpG1tP36+vz2Vypz/FLTgAD96NKzEuP/2Ep2Ymu/76rQzERGRy5u1lmdnhABwQ3N/vli4h0emrs/zpFOAw7EneO33LbQJ8GNEh4A85/dpWoWf72tPSnomfT5bwqp90bx8fUOq+pa62G2ISDGh5JCIyCV2T5da1K1UmkGtqvHN8DaU8XB1aN0zPeuRlJrO5//uynvyaVbvj6bN2//w/YoDFxKuiIiIFIIpq0JZuvsYz/dpwMdDmvNsr/r8EXKYWyaszPEwi5OstYyaFkJ6huX9m5o6XPnTrLovMx/qSNNqPtzQ3F+NpEXkDOZy++tycHCwXbNmTVGHISJSoKy1GJP/su1np4cwfV0Y/zzRjRrl8j4mdt7Wo4z8cR0p6Zn4lHJl0air8CnlWDJKRERECkfY8SSu+3gRzar78sPdbU/9jDBn02Ee/2kDlcp48M2I1jk+LjZl1UGem7GJN/o34jb1CxKRfDDGrLXWBuc0psohEZFCcCGJIYDHe9TF2cnwwd878pz70+qD3PfdGupXKcP3d7Ul9kQaXy3ac0H3FRERkUvjZCNpC7x7Y9Mzfkbo3aQKU+5tR2JKOgO/WMaKvcfOWBsancSbf2ylY2A5bmlbs5AjF5HiTMkhEZHLWKUyHtzVqRazNh5iU1hsjnOstYxZsJtnpm+iU1AFfry7LZ2CytOvmT9fL9lHRFxyIUctIiJSvB08lsTLMzdz9AL+jf1pdSiLd0XxXO8GVPc7tyq4ZY2y/PZQR8qXduO2r1cyY10YAJmZlmemh2CM4d0bHX+cTETEEUoOiYhc5u7rWoeynq68+9f2c8YyMy2v/b6V9+fu4Ibm/ky4PRgvdxcAnuhRl/QMy2f57FkkIiIiucvMtDzx8wYmLz/AgDFL2Xk03uG14TEneHP2NtrXLsctbWrkOq+6nyczHuhIcE0/nvh5Ix/N28l3Kw6wbM8xXuzTgGpl837UXEQkP5QcEhG5zJXxcOXhq4NYsjuKRTsjT11PTc/k0Z82MGnZfu7qVIuPBjfHzeX/v60HlPdiaJsaTF0Vyv6oxKIIXUREpNiZvHw/aw4c58FudUjPtNw4dhnL9kTlue7k42QZmdahyh8fT1e+vbMNg1pV47N/dvHKrC10q1eBIa2rF9RWREROcSg5ZIzpaYzZYYzZbYx5NofxmsaYf4wxIcaYhcaYameNlzHGhBljRhdU4CIiJckt7WpQrWwp3vlzO5mZloSUdO76djW/bzzEs73q82KfBjn+kPnwNYG4Ojvx4bydRRC1iIhI8RIancR7c3fQtW4Fnr6uHr8+1JEqPh7cMXEVv60PP+/aX9aEsWhnJM/2qu/QIRMAbi5OvD+oKU9fV496lbx5Z2DTC+5jKCJyPnkmh4wxzsAYoBfQEBhqjGl41rQPgMnW2qbA68D/zhp/A1h08eGKiJRM7i7OPH1dPbYejmPi0n0MG7+CZXuO8d6gptzftU6uPyhW9M7qWfT7xkNsDs+5Z5GIiIjk7WTljwHeHtgEYwxVfUvxy/0daFWzLI/9tIExC3aT02nQh2NP8MYfW2lTy4/b2uWvkbQxhoeuCmTu412o7ONRQLsRETmTI5VDbYDd1tq91tpUYCrQ/6w5DYF/s99fcPq4MaYVUAn4++LDFREpua5v6k/jqmV4c/Y2dh6N56vbWjE4OO/S8nu71sbX05X35uZ94tnZMjItR2LV0FpEROTnNaEs2R3Fs70bUNW31KnrPqWyHv+6obk/78/dwfO/biY9I/PU+MmkUlpmJu8PUiNpEbk8OZIcqgqEnvZxWPa1020EBma/PwDwNsaUM8Y4AR8CT11soCIiJZ2Tk+HV6xvRuGoZfri7Ldc0qOTQujIerjzULZBFOyMd6olw0onUDO6ctJpO7/7LtsNxFxq2iIjIZSEj0/LCr5v4eU1o3pPPciQ2mTdnb6NtLb8cG0m7uzjz8ZDmPHRVHaasOsg9k9eQmJIOwLS1YSzcEckzPetTs5zXRe9DRORSKKiG1E8BXY0x64GuQDiQATwIzLHWhp1vsTHmXmPMGmPMmsjIyPNNFREp0YID/Pjj4c60qumXr3W3ta9JFR8P3v1rR47l7meLPZHGbV+vZPGuyKyeRX+rZ5GIiFzZvl22nx9WHmTUtBA++tuxfw8hq/Lnxd82kZaRed5G0sYYnr6uPm8PaMKiXVEM+Wo5m8Jief2PrbQJ8OOO9gEFuBsRkYLlSHIoHDj9uYVq2ddOsdYestYOtNa2AF7IvhYDtAdGGmP2k9WX6HZjzDtn38Ba+5W1NthaG1yhQoUL2oiIiOTOw9WZx7vXZWNoDHO3HDnv3Ij4ZG7+agUbw2IYPawlI68OZP62o6w9cLyQohURESlYodFJvD93R9ZpX8HV+ezf3TwzPeSMx79yM2vjIeZvi+DJHvUIKJ935c+wtjWYcHsweyMT6TdmSVZSSY+TichlzpHk0GogyBhTyxjjBtwMzDp9gjGmfPYjZADPARMBrLW3WGtrWGsDyKoummytPee0MxERufQGtqxKYMXSvDd3R64/DIdGJzF43HIOHEtk4vDW9G5SheEdAihf2o335253+K+sIiIilwtrLS/8thknA28NaMI7NzbhkasD+XlNGPd+t5ak1PRc1x5LSOG137fSrLovd3aq5fA9r6pfkZ/ubU/t8l68cn0jajmQVBIRKUp5JoestenASGAusA342Vq7xRjzujGmX/a0bsAOY8xOsppPv3WJ4hURkQvk4uzEU9fWY29kItPXnfu0766j8Qwat4zjSWl8f3dbOgdlVXJ6ubsw8qpAVuyNZunuY4UdtoiIyEX5dX04i3ZGMqpnfar6lsIYwxPX1uOtAY1ZuCOCoeNXciwhJce1r/6+lfjkNN4f1BTnfFb+NKnmwz9PdmNoDj2KREQuN+Zy+ytwcHCwXbNmTVGHISJSLFlrGfDFMo7EJrPw6W54uDoDsCE0huHfrMLN2Ynv7mpLvcreZ6xLSc/g6g/+o3xpN357qCPGqDReREQuf1EJKXT/6D9ql/di2v0dznm06+8tR3h4ynr8fUvx7Yg21CjnecbYvd+t5YkedXnkmqDCDl1EpMAZY9Zaa4NzGiuohtQiInIFMMbwTM/6HIlLZvLy/QAs3R3FsPErKOPhyrT7O5yTGIKsU1ge7R7ExrBY5m45WshRi4hISfb7xkM88dMG4pLT8r329d+3kpSSkWsj6WsbVebHe9pyPCmVgWOXsTk8Fsg6mOHF3zbToEoZHuhW56L3ICJyuVNySESkhGlfpxxd61ZgzII9/LImlBHfrKZ6WU+m3d/+jL+Ynm1gi6rUruDFh3/vICPz8qo6FRGR4ulQzAmenR7CjPXh3PzlCiLikx1e++/2o8zaeIiHrgokqNK5f/g4qVVNP6bd3x53FyeGfLmcRTsjeWv2Vo4lpvL+oKa4OutXJhEp/vSdTkSkBBrVsx6xJ9J4eloIjauW4ef72lOxjMd517g4O/Fkj3rsikhg5obw887NSWh0Ur5+qBcRkZLNWsvLMzeTYS1vD2jCvqhEBo3NOjQhL/HJabzw62bqVirtUOVPYEVvZjzYgep+ntw5aTU/rwnjvi61aVzVpyC2IiJy2VNySESkBGrk78O9XWrTt2kVvr+7LT6erg6t69W4Mo2rluHj+TtJTc/7+N+TFu+KpMfH/3HrhJWqOhIREYf8tfkI87dF8ESPugxrW4Mf72lLXHIaN45dzpZDsedd+/7cHRyJS+adG5vi5uLYrzyVynjw8/3taV+nHI38y6jPkIiUKEoOiYiUUM/3bsDoYS3xdHNxeI2Tk+Gpa+sRGn2Cn9aEOrTm7y1HuGvSGkq7u7LzaAJ/hBy60JBFRKSEiD2RxiuzttCwShnu7Jh1hHyLGmWZdn97XJ0NN3+5ghV7cz5Bc83+aL5bcYDhHQJoWaNsvu5bxsOV7+5qy+8jO506tEFEpCRQckhERPKla90KtAnw4/N/dnEiNeO8c2duCOeBH9bR0L8M8x7vQv3K3nwyfxfpGY5XHYmISMnz3l/biUpI4Z0bm+ByWs+fwIreTH+gA5V8PLh94irmbjlyxrrktAyemR6Cv08pnrq23gXfP6fm1SIixZmSQyIiki/GGJ7uWY+I+BS+zT7xLCdTVh3ksZ820DqgLN/f3ZayXm480aMu+6ISmbE+/z2LRETkyhGVkMLDU9az9sDxfK9dvT+aH1YeZETHWjSt5nvOuL9vKX65rz0Nq5Thge/XMnXVwVNjYxbsZk9kIm8PbIKXu+OVsSIiJZ2SQyIikm+tA/y4ql4Fxi7ck+PRwl8v2cdzMzbRtW4FJo1oQ+nsH9B7NKxE02o+fDp/V756FomIyJXljT+28vvGQ9w6YSWLdkY6vC4lPYPnZmyiqm8pnuhRN9d5Zb3c+PGetnQOqsCzMzYxZsFuth+JY+zCPQxsUZWudSsUxDZEREoMJYdEROSCPHlt1olnExbtPXXNWsvn/+zijT+20qtxZb66LfiMng3GGJ68th7hMY73LBIRkSvL4l2RzNxwiDva1ySgvBd3fbuaOZsOO7T2y//2sjsigTdvaJxn5Y+nmwsT7gjmhub+vD93Bzd/tQKfUq681LdhQWxDRKREUXJIREQuSOOqPvRpWoUJS/YRlZCCtZZ3/trOh/N2cmPLanw+tEWOJ8R0CSpP64CyjP53F8lp5+9ZJCIiV5bktAxe/G0ztcp78VzvBky9tx1Nq/ky8sd1/Lz6/H8U2BOZwOh/d9O3aRWuql/Rofu5Ojvx0eDm3NmxFjFJabzSrxFlvdwKYisiIiWKkkMiInLBnuhRl+S0DEb/u5uXZm7my//2clu7mrw/qOkZDURPd7J66GhcCt+vOFDIEYuIyKU0ZsFuDhxL4s0bGuPh6oxPKVe+u6sNnYIqMGp6CBMW781xXWam5bkZm/BwdeLl6/NX+ePkZHipbwPWvNidfs38C2IbIiIljpJDIiJywepUKM2gVtWYtGw/3684yH1da/N6/0Z5nvLSrnY5OgaWY+zCPSSmpOfrntZaNobGkJlpLyZ0EREpYLsj4hn33x4GtKhKx8Dyp657urkw4fZg+jSpwpuzt/HB3B1Ye+b38F/WhrJqXzTP925ARW+PfN/bGEP50u4XvQcRkZJKySEREbkoj3avS1XfUjx9XT2e7VkfYxw7/veJHvU4lpjKpGX7Hb5XZqblpZmb6T9mKROX7rvAiEVEJDdTVh1k2tqwfK+z1vL8r5vxdHPhhT4Nzhl3c3His6EtuLl1dUYv2M0rs7acSvJHxqfw1uxttKnlx+Dg6he9BxERyT+d7ygiIhelqm8pljxzlcNJoZNa1SzL1fUr8tWivdzWviZlPFzPOz8j0/L8jE38tCYUPy83xv23h2Fta+Dppn/KREQKQkhYDM//uglr4XDMCUZeHejw9/Zf1oaxal807wxskmsFj7OT4X8Dm+BTypUvF+0l7kQa79/UjNf/2EpyWiZvD2iSZ+WpiIhcGqocEhGRi5bfxNBJT/SoS+yJNL5efP4qoPSMTJ7+ZSM/rQnl0WuC+Oq2VkQlpKpnkYhIAcnItLz422bKl3anf3N/Ppy3k3f+2n7O4185iU5M5X9zthFcs2yelT/GGJ7r3YBRPevx24ZDDPxiGb9vPMRDVwUSWLF0QW1HRETySX9uFRGRItO4qg+9Glfm6yX7GN4hIMcTZtIyMnn8pw38EXKYp66ty8irgwDoHFSecf/t5Za2NfM87lhERM7vx5UHCAmL5bOhLejbpAreHi58+d9eklIyeK3f+XvJvT1nG/HJ6bw90PHKnwe7BVLGw5WXZm4msGJp7u9Wu6C2IiIiF0CVQyIiUqQe71GXxNR0vlx07gk2qemZjPxxHX+EHOb53vVPJYZOrotOTGXyclUPiYhcjMj4FN6bu4OOgeW4vmkVnJwMb/RvzH1davPdigM8PS2E9IzMHNeu2HuMaWvDuLdLbepW8s7XfW9tV5Np93dg8p1tcHdxLoitiIjIBVJySEREilTdSt70b+bPpGX7iIhPPnU9OS2DB75fy9wtR3nl+obc26XOGeta1ihLt3oV+HLRHhLyeeKZiIj8v7fnbCMlLZM3+jc+9ZiwMYZne9Xn8e51mb4ujEenbiA1/cwEUUp6Bi/8uonqfqV4+LTkfX60qlkWf99SF70HERG5OEoOiYhIkXu0e13SMixjF+4BshJD90xewz/bI3hrQGNGdKyV47rHu9clJimNb/Nx4pmISHETlZDC1FUHc63uOZ/le47x6/pw7utam9oVzuz5Y4zh0e5BvNC7AbM3Heb+79eSnJZxavzL//ayJzKRN/o3ppSbKn9ERK5kSg6JiEiRq1XeixtbVuWHFQfZE5nAiG9Ws2R3FO8NasotbWvmuq5ZdV+uyT7xLC45rRAjFhG5PFhrefqXjTw7YxOPTF1PWj4SRKnpmbw0czPV/Urx0FWBuc67p0tt3hrQmAU7IhjxzWoSU9LZF5XI6AW76dO0Ct3qVSyIrYiISBFSckhERC4LD18dhMXS97MlrNx3jI8GN8vz1BvI6j0UeyKNb5bsz/c90zIyiU5MvYBoRUQuD/O3RbBgRyTta5djzqYjPPjDOlLSM/JeCIxfvJfdEQm83q8xHq7nr/y5pW1NPhrcjFX7o7nt65U8NyMEd2cnXunbsCC2ISIiRUzJIRERuSxU9/PklrY1Sc3I5LOhLRjQoppD6xpX9aFHw0pMWLKX2BOOVw/Fnkhj0NhlXPPhwnytExG5XCSnZfDa71sIqliayXe14bV+jZi39Sj3f3fm4185CY1O4vN/d9GzUWWuqu9Y5c+AFtUYM6wFm8JjWbE3mlE961GxjEdBbEVERIqYkkMiInLZeKlvQ5Y+czV9m/rna91j3YOIT07n6yX7HJofm5TGbV+vZOvhOI4npfHNUsfWiYhcTr5YuIew4yd4rX8jXJ2duKNDAG8PaMLCnZHc/e0aTqTmniB67fctOBnDy9fnr/KnZ+MqTBrRhge71WHYeR77FRGRK4uSQyIictlwdjJU9sn/X6Eb+fvQs1Flvlmyj5ik8z8mFpuUxm0TV7LtcBzjbm3FtQ0rMXHJPvUsEpEryv6oRMb9t4d+zfzpUKf8qevD2tbgvRubsnRPFCMmrSIxh9Mc5209yvxtETzWPeiCTgrrGFieUT3r4+xkLmoPIiJy+VBySEREioXHegQRn5LOhMW5VwHFJqVx69cr2X44nnG3tuKaBpV45Jog4pLTmbR0f+EFKyIC7ItKzPPxr5xYa3nt9y24Ohle6NPgnPGbgqvzyZDmrN5/nDsmriL+tOR3Umo6r87aQt1KpXM9CVJEREoeJYdERKRYqF+5DH2aVuGbpfs4nkOT6ZOJoR1H4hl7a0uuaVAJyOpZ1L1BJb5W9ZCIFKIth2Lp/tF/DBu/4ozkjSNONqF+rHtdKuXS86d/86p8PrQFG0JjuO3rVad6q33+727CY07w5g1NcHXWrwIiIpJF/yKIiEix8dg1QSSlZfDV4r1nXD89MTTutv9PDJ306DVBxJ5I41tVD4lIIbDW8uqsLXi6ORMSFntOdc/5nEjN4NVZWU2oh3cMOO/c3k2q8MUtLdlyKJZbJqxg9f5oxi/ay6BW1WhTy68AdiIiIsWFkkMiIlJsBFXy5vqm/ny7bD/HElIAiElK5ZavV7DjSDxf3taKq+tXOmddk2o+XFO/IhOW7Mv3X/BFRPJr5oZDrN5/nBd6N2D0sBaEhMVy+8RVDlUvjl2YVfnzev/GDlX+XNuoMl/dHszOowkM/nI5Xu4uPNerfkFsQ0REihElh0REpFh55JogktMy+GrRXmKSUrn165XsPJLAl7e1Ou9xzY92z6oemrz8QCFGKyIlTUJKOm/P2UbTaj4MDq5Oz8ZVGD2sJZvCYrn96/MniPZHJTJu0V76N/enfZ1yDt/zqnoVmXhHa3xLufJy34aUK+1eEFsREZFiRMkhEREpVgIrlqZ/86pMXn6AYeMdSwwBNK3my9X1KzJ+8V4ScjjdR0SkIHz+7y4i4lN4rV8jnLJP++rZuDKjh7Vkc3juCSJrLa/+vgU3Zyee731uE+q8dAoqz9oXe3Bjq2oXvQcRESl+lBwSEZFi5+GrA0lJz2B3RAJf3p53YuikR68JIiYpjcnL9+frfqHRSfT8ZBHfLM39pDQRkT2RCUxcso9BrarRokbZM8Z6Nq58qj/Q6Q2kT5q39SgLd0TyWPegXJtQ58VJR8+LiEgulBwSEZFip3aF0nw+tCU/3tOWq+o5lhgCaFbdl271KjB+0V4SHaweOhRzgqHjV7D9SDwfz9upE89Eirm3Zm9l4BdLT/U1c5S1ltd/34qHizPP9My558+1jSrzxS2t2Hooltu/XnkqQXQiNYPXft9K3UqluaNDwMVuQURE5BxKDomISLHUp2kVggPyfxrPo9cEcTzJsd5DR2KTGTp+BbEn0vjfwCbEJafznXoWiRRbIWExTFiyj3UHY7j161XEJKU6vHb+tgj+2xnJo92DqOCde8+fHg0rMfaWVmw9HHcqQZTfJtQiIiL5pX9dRERETtOiRlm61K3A+MXnrx6KiE9m2PgVHEtIZfKdbRjapgZX1avAhDzWiciVyVrLa79vpZyXG1/c0pI9kQnc+vVKYpPyrhZMTsvgjT+2ElTRscqf7qcliG7+agXj/tvLDc39aVfb8SbUIiIi+aHkkIiIyFkevSaI6MRUvl+RcxVQVEIKt4xfyZG4ZCaNaH2qd8jIq7Oqjn5YqeohkeJm1sZDrD1wnKevq0fvJlX48rZW7DySwO0TV+b5OOn4RXs5GJ3Eq/0aOVz5071hJcbd2oo9EQm4uVxYE2oRERFHKTkkIiJyllY1y9I5qDxfLdpLUuqZVUDRiancOmEloceTmDi89RmPrrWqWZaOgeX4atE+ktMyCjtsEblEklLTeefP7TSp6sNNraoDWcfDf3FLS7YejmP4xFW5nnIYHnOCMQt306txZToGls/Xfa9pUImf72/Pt3e2puIFNqEWERFxhJJDIiIiOXisexDHElP5YcXBU9dikrISQ/uiEvn6jtY5PuLx8NVBRCWkMHXVwXPGROTKNG7hHg7HJvPK9Q3POPGre8NKfD60JRvDYhnxzaocHyl9e/Y2AF7oc2GVP82r+9KqZv77p4mIiOSHQ8khY0xPY8wOY8xuY8yzOYzXNMb8Y4wJMcYsNMZUy77e3Biz3BizJXtsSEFvQERE5FJoVdOPToHl+XLRHk6kZhCXnMbtE1exOyKBL29rlWsFQLva5WgT4Me4//aSkq7qIZHLQWxSGh/P20lUPk8YAwiNTuLLRXvp18w/xyb3PRtX5rObW7DuYAx3fbuaE6n////7ZbujmL3pMA90DaRaWc+L2oOIiMillGdyyBjjDIwBegENgaHGmIZnTfsAmGytbQq8Dvwv+3oScLu1thHQE/jEGONbQLGLiIhcUo92DyIqIZUvF+3hjomr2HY4jrG3tqRbvYrnXffwNYEciUtm2tqwQopURM7nvbnb+fSfXdw6YWW+ThgDeOfP7RgDz/bK+fh5yDod8eMhzVm1L5q7J68mOS2DtIxMXv19C9XKluK+rrUvdgsiIiKXlCOVQ22A3dbavdbaVGAq0P+sOQ2Bf7PfX3By3Fq701q7K/v9Q0AEUKEgAhcREbnUWgf40aFOOT6Zv4tNYbGMHtaSaxpUynNdp8DyNK/uy9iFe0jLyMzXPfdFJfLB3B3qWSRSQHYciWfKqoN0DCzH3shE7pi4ivg8GkiftGLvsVOVP/6+pc47t18zfz4c3Ixle45xz+Q1TFi8j51HE3ipb0M8XJ0LYisiIiKXjCPJoapA6Gkfh2VfO91GYGD2+wMAb2PMGY0YjDFtADdgz4WFKiIiUvieuq4eFb3d+fTmFlzXqLJDa4wxPHx1IGHHT/Db+nCH7xUancTQr1YwesFuflypnkUiF8tay5uzt1La3YXRQ1vyxS0t2XIojjsnrT6n2fzZMjKzjq6v6ut45c+AFtV498amLN4Vxbt/badzUHmubZh3QllERKSoFVRD6qeArsaY9UBXIBw49SdPY0wV4DtghLX2nD+hGmPuNcasMcasiYyMLKCQRERELl7LGmVZ+fw19GlaJV/rrq5fkUb+Zfhi4R4yMm2e84/EJnPLhJWcSMugfmVvvlq0l9T0/FUdiciZFuyIYPGuKB7tXpeyXm50b1iJT25uztoDx7l38trzVuj9tDqUbYfjeL53g3xV/gwOrs47A5tQ3a8Ur1zfCGNM3otERESKmCPJoXCg+mkfV8u+doq19pC1dqC1tgXwQva1GABjTBlgNvCCtXZFTjew1n5lrQ221gZXqKCnzkRE5PJyIb/cnawe2heVyB8hh84791hCCrdMWEF0Yirf3tmG53s34EhcMr+uV88ikQuVlpHJm7O3Uau8F7e1q3nqet+m/rw3qBlLdkcx8sd1OT76GXsijQ/+3kGbWn70buJYxeDpbm5Tg8WjriawYumL2oOIiEhhcSQ5tBoIMsbUMsa4ATcDs06fYIwpb4w5+bmeAyZmX3cDfiWrWfW0ggtbRETk8ndtw8rUrVSa0f/uJjOX6qHYpDRu+3oV4TEn+PqOYJpX96VzUHmaVPVhrINVRyLFVXxy2gX/f+CHFQfYG5nIC70b4OZy5o+8g1pV440bGjN/WwSPTd1A+lkJok/n7+J4UiqvXN9QlT8iIlIi5JkcstamAyOBucA24Gdr7RZjzOvGmH7Z07oBO4wxO4FKwFvZ1wcDXYDhxpgN2W/NC3gPIiIilyUnJ8NDVwWyKyKBuVuOnDOekJLO8Emr2B2RwJe3BdO2dla7PmMMD11Vh/3Hkpi96XBhhy1yWUhMSee6jxdx49hlJKScvz/Q2WKSUvl4/i46BpbjmgY5ny54W7uavNC7AbM3HWbU9JBTCdzdEfFMXr6fm1vXoJG/z0XvQ0RE5ErgUM8ha+0ca21da20da+1b2ddettbOyn5/mrU2KHvO3dbalOzr31trXa21zU9723DJdiMiInKZ6dvUn9rlvfj8391Y+/8VEMlpGdz97WpCwmL5fFgLutY987HqaxtWJrBiab5YcOY6kZLiy0V7ORSbzKbwWO6dvCZfJ/h9+s8u4pPTeLHP+St/7ulSm8e712XGunBemrkZay2v/7GNUm7OPHVt3YLYhoiIyBWhoBpSi4iISA6cnQwPXhXI1sNx/LMtAoDU9Ezu/34tK/dF89HgZjmegubkZHiwWx22H4nn3+0RhR22SJE6EpvMV4v20LdpFT64qSnL9hzj4Snrz3n8Kyd7IhP4bvkBhrSuQYMqZfKc/8g1gdzXtTY/rDzIHd+sZtHOSB7rXpdypd0LYisiIiJXBCWHRERELrH+zf2p7leKzxfsJj0jk0enrmfhjkj+N6AJ/ZtXzXXd9c38qVa2FKNVPSQlzId/7yAzE57pWZ8BLarxWr9GzNt6lFHTQnLt33XS/+Zsw8PVmSd6OFb5Y4zh2Z71uaN9TRbtjKROBS9ub18z74UiIiLFiEtRByAiIlLcuTo78WC3QJ6bsYnBXy5n3cEYXu7bkJvb1Mhz3f1d6/Dib5tZvvcYHeqUz9d9U9IzSM+weLnrn3u5cmw9FMe0dWHc07k21f08AbijQwBxJ9L4cN5OypRyzbVR9JJdUczfFsEzPetTwdvxyh9jDK9c34ha5b1oW7scrs76+6mIiJQs+pdPRESkEAxsWZUqPh6sOxjD09fV485OtRxaN6hVNSp4u/PFgj35ul9EfDLXfbyIIV8tz7PSQuRyYa3l7Tnb8CnlykPdAs8YG3l1IHd3qsWkZfv5eP6uc9ZmZFrenL2V6n6lGNExIN/3dnIyDO9Yy6FH0URERIobJYdEREQKgbuLM5/e3IL3BjXloasC816QzcPVmXs612LJ7ig2hMY4tCb2RBq3f72KA9FJbA6PY8EO9SySwrPtcBwfz9tJmgP9gc62cGckS3ZH8cjVQfh4up4xZozhhT4NGBJcnc/+2cWExXvPGP9pdSjbj8TzXK8GeLg6X9QeRERESholh0RERApJm1p+DA6unu91t7StiU8pV8Ys2J3n3KTUdO6ctJo9kQlMvKM1VX1LMXZh/qqORC5UZqbliZ838uk/uxzqD3S69IxM3p69jYByntzaLueeP8YY3h7YhN5NKvPm7G38vDoUgLjkND78ewdtAvzo1fjcBu8iIiJyfkoOiYiIXOa83F0Y0TGAeVuPsuNIfK7zUtMzeeD7daw/eJxPb27BVfUrck/nWqw5cJzV+6MLMWIpqX7bEM62w3F0DirPr+vDeWvONoebqf+8JoxdEQk826s+bi65/4jq7GT4eEhzOgeV59kZIczZdJgxC3YTnZTKS33Pf3S9iIiI5EzJIRERkSvA8A4BeLo588XCnKuHMjItT/y8gf92RvL2gCb0blIFgCGta+Dn5cY4VQ/JJZaclsGHf++kSVUfvh3RhuEdAvh6yT7G/bc3z7UJKel8NG8nrQPKcl2jvCt/3F2c+fK2VrSoUZZHp67nmyX7GdiiGk2q+RTEVkREREocJYdERESuAL6ebtzaria/bzzEgWOJZ4xZa3lp5mb+CDnMc73qn3EKWik3Z4Z3COCf7RFsPxJX2GFLCTJ5+X7CY07wXK/6ODkZXu7bkH7N/Hn3r+2nHv/KzZf/7SEqIYXnezdwuPLH082FicNbE1jRGxdnw6ie9QpiGyIiIiWSkkMiIiJXiLs71cLF2emcSoz35+7gx5UHeaBbHe7rWuecdbe3r4mnmzNfOlDBIXIhYpJSGf3vbrrVq0CHwPJA1ulfH9zU7NTjX/O2Hs1x7eHYE4xfvJfrm/nTokbZfN3Xp5Qr0x9oz7wnulKpjMdF70NERKSkUnJIRETkClGxjAeDg6sxfW0YR2KTAfhq0R6+WLiHoW1qMOq6nCsnfD3dGNamBrM2HiI0OqkwQ5YriKO9gXLyxcI9xKek80zP+mdcd3NxYtytrWhSzZeRP65j1b5ze199+PdOMjPJ9fWbF083F6r6lrqgtSIiIpJFySEREZEryH1d6pBhLeMX7+Wn1Qd5e852+jSpwps3ND7v4zh3da6Fk+Gc479FAEKjk2j79j98tSj/vanCjicxael+bmxZjQZVypwz7uXuwjfDW1O1bCnu+nY12w7//+ONWw7FMn1dGCM6BlDdz/Oi9iAiIiIXTskhERGRK0h1P0/6N/fnuxUHeG7GJjoHlefjIc1xdjp/n5YqPqW4oXlVfloTyrGElHzdMzktgzELdnM0LvliQpfL2EfzdhIRn8Lbc7YzY11Y/tb+vRNj4IkedXOd4+flxnd3tcXLzYU7Jq4iNDoJay1vzd6GbylXHrwq8GK3ICIiIhdBySEREZErzIPd6pCekUnz6r58eVur8x77fbr7utYmJT2Tb5ftd/he6RmZPDJlPe/P3cG7f22/wIjlcrbtcBy/bQjnrk61aF+7HKOmhbB4V6RDa7cciuXXDeGM6FgL/zwe7arqW4rJd7UhJT2T275eybS1YSzbc4xHrwnCp5RrQWxFRERELpCSQyIiIleYwIre/PloF76/uy2ebi75Wndtw0p8u/wACSnpec7POgVtC39vPUrdSqWZteEQh2JOXEzochl6f+4OvN1deOTqIL68vRWBFUvzwPfr2HIoNs+17/y5HZ9SrjzQ7dxG6DmpW8mbicODORKXzNPTQqhV3othbWte7BZERETkIik5JCIicgWqV9k7X4mhk+7vWofYE2lMXXUwz7kfz9/FlFUHebBbHb6+ozUW+GbpvguIVi5Xq/ZF8+/2CB7oFoiPpytlPFyZNKINZTxcGP7N6vM2MF+8K5LFu6IYeVVgvip/WtX0Y+wtrfD1dOXlvg0drnwTERGRS0f/GouIiJQgLWqUpX3tcoxfvJeU9Ixc53234gCf/bOLwcHVePq6elT386RPkypMWRVK7Im0QoxYLhVrLe/8uY1KZdwZ3iHg1PXKPh5MurMNKWkZDP9mFTFJqeeszcy0/G/OdqqVLcVt7fNf+XNV/Yqse7EHV9WveDFbEBERkQKi5JCIiEgJ80C3OhyNS2Hm+kM5jv+56TAvz9zMNfUr8vaAJqdOQbu3S20SUtL5cWXeVUdSOA7FnODAscQLWjt/WwTrDsbw6DV1KeXmfMZY3UrejL89mNDoE9z97RqS085MJM7cGM7Ww3E8fV093F3OXOsopzyaqIuIiEjhUXJIRESkhOkcVJ5G/mUYt2gPmZn2jLEVe4/x6NQNtKjuy+hhLXFx/v8fFRpX9aFTYHm+WbrvvFVHUjjSMjIZOn4FfT9bwvYjcXkvOE1GpuX9udupXd6LwcHVcpzTtnY5Ph7SnLUHj/Po1PVkZL9WktMy+GDuThpXLcP1Tf0veh8iIiJS9JQcEhERKWGMMTzQrQ57IxP5e+vRU9e3Horjnm/XUKOcJxOHtz6nmgSyqoci4lOYuSHnqiMpPL+sCePAsSQscOc3qzkal+zw2l/Xh7PzaAJPXlvvjATg2fo0rcLLfRsyd8tRXvt9C9Zavlt+gPCYEzzXq4Gqf0RERIoJJYdERERKoF6Nq1CznCdj/9uDtZbQ6CTu+GYVpT1cmHxnG3w93XJc1zmoPA2qlOGrRXvPqTqSwpOclsFn/+yiZQ1fpt7bjpgTadz17WoSHTiFLjktg4/n7aRpNR96N6mc5/wRHWtxb5faTF5+gA/+3sHoBbvpUrcCHQPLF8RWRERE5DKg5JCIiEgJ5OxkuLdLbTaGxjB702HumLiKlLQMvr2zDf6+pXJdZ4zhvi612R2RwIIdEYUYsZzu+xUHso6Dv64+jav6MGZYS7YeiuORKf//+Fduflh5kPCYEzzTs/6pflJ5ebZnffo182fMgj3EJafxbM/6BbENERERuUwoOSQiIlJC3diyGuVLuzPyx/WEx5xg4vDW1K3knee6Pk2r4O/jwZeL9ub7nj+tPshdk1aTmp55ISELkJCSzhcL99A5qDzt65QDsk7/eq1/Y/7ZHnHq8a+cxCenMWbBbjoFls9X5Y+Tk+H9m5rSp2kV7utSh4b+ZQpkLyIiInJ5UHJIRESkhPJwdeb+rrVxdjKMHtaS4AA/h9a5OjtxV+farNoXzfqDxx2+31+bj/DsjE38sz2CP0LUs+hCTVyyj+jEVJ68tt4Z129rV/PU419fL9mX49rxi/YSnZjKqJ71chw/H3cXZ8YMa8mzvVQ1JCIiUtwoOSQiIlKC3dWpFute7EGPhpXyte7m1tUp4+HCVw5WD609kHXiVbNqvgRWLM34xftyrW4p7mKSUpm4ZN85x8M7unb8or1c27ASzav7njP+bM/69GpcmbfmbOOvzUfOGIuMT2HCkn30aVKFptXOXSsiIiIll5JDIiIiJZgxBh9P13yv83J34bb2NflryxH2RyWed+6+qETu/nY1lX08+PqOYO7pXItth+NYtufYhYZ9RXv3rx28/sdWnvplY74TZOP+20tCavo5VUMnOTkZPh7SnObVfXnsp/VsCI05NTb6312kpGfy5LV1LyZ8ERERKYaUHBIREZELckeHAFydnBi/OPfqoaiEFIZ/swpjDN+OaEO50u70b16V8qXdzruuuAqNTuKXNaHUKu/FHyGH+WT+LofXRsQlM2nZPvo386de5dx7Q3m4OjP+9mAqeLtz97erCY1O4uCxJH5cdZDBwdWpXaF0QWxFREREihElh0REROSCVPT2YGDLqkxbG0ZUQso54ydSM7jr2zUcjUtmwh3BBJT3ArKSF7e3D2Dhjkh2HY0v7LCL1Gf/7MLJyTDlnnbc1Koan/6zi5kbwh1aO3rBbtIzLI91z7vyp3xpd74Z3oa0DMvwb1bx5uytODsZHusedLFbEBERkWJIySERERG5YPd0qU1qRiaTlx8443pGpuXhKesJCYvh05tb0LJG2TPGb2lbA3cXp1wbJxdH+6ISmbE+nFvb1qSyjwdvDWhCm1p+PD0thHV5NPYOjU5iyqqDDG5d/VSSLS+BFUvz5W2tOBidxN9bjzKiYy0qlfEoiK2IiIhIMaPkkIiIiFywOhVK071BJSYv309SajoA1lpenbWF+duO8lq/RlzXqPI568qVdufGVtWYsT6cyPhzq46Ko0/n78TV2XB/t9oAuLk4Me7WVlTx8eDeyWsIO56U+9p/dmGM4eGrA/N1z3a1y/HxkOa0r12O+7vUuaj4RUREpPhSckhEREQuyv1daxOTlMYva8IA+HLRXr5bcYD7utTm9vYBua67q1MtUtMz+W7FgVznFBe7I+KZufEQd7QPoKL3/1fv+Hm58fUdrUlJz+SuSWuIT07Lce2MdWHc3q4mVXxK5fvefZv6M+XedhfUeFxERERKBiWHRERE5KK0qulHq5plGb94LzPWhfHOn9u5vpk/z/Ssf951WVVHFfl+xYELOtbdWpvv076Kysfzd+Hp6sx9Xc+t3gmsWJqxt7Rid2QCj0xZT0bmmXv6eN4uSrk680A3Vf6IiIjIpaHkkIiIiFy0+7rUJuz4CZ74eSNtavnxwU1NcXIyea67u3NtohNTmb4uLF/3O56YyvWjl/Dh3zsvNORCs+1wHLNDDjOiYy38vNxynNMpqDyv9WvEgh2RvDV726nrm8Njmb3pMHd1qkW50u6FFbKIiIiUMEoOiYiIyEXr3qAS9St7E1SxNONvC8bdxdmhdW1r+dGkqg9fL95HZqZjVUAp6Rnc9/1aNofHMWHJXmKSUi8m9Evu43k78XZ34e7Otc4779Z2NRnRMYCJS/fxffajdh/8vQOfUq7c3aV2YYQqIiIiJZSSQyIiInLRnJwM0x7owOxHOuert40xhrs712JvVCL/bo/Ic761luemb2LVvmgeuTqQ5LRMflx18GJCv6Q2hcXy99aj3NW5Fr6eOVcNne7FPg25ql4FXpm1hc/+2cXCHZE80K0OZTzUL0hEREQuHSWHREREpECUdnfBzSX/P1r0blKFKj4ejF+8N8+5n/+7mxnrw3miR12euLYenQLLM3nZAdIyMi8k5Evu4/k78Snlyp2dzl81dJKzk+GzoS0IrFCaj+btpIK3O3ecp6m3iIiISEFQckhERESKlKuzEyM6BrByXzSbwmJznTdzQzgfzdvJwJZVTx3pfmenAI7EJfPn5iOFFa7D1h08zr/bI7i3S+18Vf54e7gy4Y5g6lf25oXeDSjl5tgjeiIiIiIXyqHkkDGmpzFmhzFmtzHm2RzGaxpj/jHGhBhjFhpjqp02docxZlf22x0FGbyIiIgUDze3qUFpdxcmLMm5emjN/mie/iWENrX8+N/AJhiT1ey6W92K1C7vxddL9l12J5d9PG8nfl5uDO8QkO+11f08+euxLtzQomrBByYiIiJyljyTQ8YYZ2AM0AtoCAw1xjQ8a9oHwGRrbVPgdeB/2Wv9gFeAtkAb4BVjTNmCC19ERESKgzIergxpXZ0/Qg5zKObEGWMHjiVy73drqVq2FF/e2uqMZtdOToYRHQPYGBrDuoMxhRx17lbti2bxriju71obL3eXog5HRERE5LwcqRxqA+y21u611qYCU4H+Z81pCPyb/f6C08avA+ZZa6OttceBeUDPiw9bREREipsRHQMAmLRs/6lrsUlpjJi0mkxrmTi8NWVzOAp+YMtqlPFwYeLSfYUUad4+mreDCt7u3NYuoKhDEREREcmTI8mhqkDoaR+HZV873UZgYPb7AwBvY0w5B9eKiIiIUK2sJ70aV2bKyoPEJ6eRmp7Jfd+vITQ6iS9vbUWt8l45rvNyd2Fo2xr8tfkI4WdVHRWFZbujWLE3mge71VG/IBEREbkiFFRD6qeArsaY9UBXIBzIcHSxMeZeY8waY8yayMjIAgpJRERErjR3d65NfEo6P60O5flfN7FibzTvDWpK29rlzrvu9uwTvSafVnWUHwXVr8hay4fzdlK5jAdD29QokM8pIiIicqk5khwKB6qf9nG17GunWGsPWWsHWmtbAC9kX4txZG323K+stcHW2uAKFSrkbwciIiJSbDSv7kvrgLK8N3cH09aG8cg1QQxoUS3PdVV9S9GzcWWmrDpIYkp6vu45f+tROr27gG2H4y407FMW7Ypi7YHjPHR1IB6uqhoSERGRK4MjyaHVQJAxppYxxg24GZh1+gRjTHljzMnP9RwwMfv9ucC1xpiy2Y2or82+JiIiIpKjezrXJjU9k/7N/Xm8e5DD6+7sWIu45HSmrwtzeM32I3E8OnU94TEnGL8455PS8mP0v7uo6luKIcHV854sIiIicpnIMzlkrU0HRpKV1NkG/Gyt3WKMed0Y0y97WjdghzFmJ1AJeCt7bTTwBlkJptXA69nXRERERHLUo2ElZjzYgfcHNTt1ZL0jWtUsS/PqvnyzdD+ZmXk/JhaVkMJdk9ZQ2sOFPk2r8MfGw0QlpFxw3CFhMazef5wRHQNwcymoJ/dFRERELj2HfnKx1s6x1ta11tax1p5M/LxsrZ2V/f40a21Q9py7rbUpp62daK0NzH775tJsQ0RERIoLYwwta5S9oATLnZ1qsS8qkYU7I847LyU9gwe+X8uxxBTG3x7MEz3qkpqRyZSVBy80bL5eso/S7i4Maa2qIREREbmy6M9aIiIiUmz0alyZymU8+HpJ7sfaW2t58dfNrN5/nA9uakbTar7UqVCarnUr8N2KA6RlZOb7vodjTzA75DBDWlfH28P1YrYgIiIiUuiUHBIREZFiw9XZids71GTp7mNsP5Jzg+kJi/fxS3az675N/U9dH94hgIj4FP7cfCTf9/122QEyrWV4h4ALDV1ERESkyCg5JCIiIsXKsDY18HB14psl+88ZW7A9grf/3EbvJpV57Jozm113rVuBgHKeTFqae9VRTpJS05my6iDXNapMdT/PiwldREREpEgoOSQiIiLFiq+nGze2rMavG8LPaDC982g8D09ZT8MqZfjgpmY4OZ3Z7NrJyXBHhwDWHYxhY2iMw/ebvjaM2BNp3N25VkFtQURERKRQKTkkIiIixc6IjgGkpmfyY3aD6ejEVO76djWl3JyZcEcwnm4uOa4b1KoaXm7OfLtsv0P3ycy0TFy6n2bVfWlZo2xBhS8iIiJSqJQcEhERkWInsKL3qQbTiSnpPPD9Wo7GpfDVba2o4lMq13XeHq4MalWNP0IOExmf97H2/26PYF9UInd1qoUxJs/5IiIiIpcjJYdERESkWLqrUy0i41MY+MUyVu6L5v1BTWnhQHXP7R0Cso61X5X3sfZfL9mHv48HvRpXLoiQRURERIqEkkMiIiJSLHUOKk9gxdLsOBrPQ1fVoX/zqg6tO3ms/fcrDpCanvux9lsOxbJ87zHu6BCAq7N+pBIREZErl36SERERkWLJGMP/Bjbh8e51ebJHvXyt/f9j7Q/nOmfikv14ujlzc5saFxuqiIiISJFSckhERESKrdYBfjzaPeick8nycupY+1waU0fEJTNrYzg3taqGTynXAohUREREpOgoOSQiIiJylpPH2q/P5Vj771YcID3TMqKjjq8XERGRK5+SQyIiIiI5yO1Y++S0DH5YeZDuDSoRUN6raIITERERKUBKDomIiIjk4OSx9r+HHCIiPvnU9V/XhxOdmMpdnVQ1JCIiIsWDkkMiIiIiubi9QwBpGZYpK0MBsNby9ZJ9NPIvQ9tafkUcnYiIiEjBUHJIREREJBenjrVfmXWs/X87I9kdkcDdnWthTP6aXIuIiIhcrpQcEhERETmP4R0DiMw+1v7rJfuo6O1Onyb+RR2WiIiISIFxKeoARERERC5nXYMqUKu8Fx/8vYPQ6BM8fV093Fz09zUREREpPvSTjYiIiMh5ODkZbm9fk9DoE3i4OjGsTY2iDklERESkQCk5JCIiIpKHQa2q4VPKlSHB1Snr5VbU4YiIiIgUKD1WJiIiIpIHbw9XFjzVjdLu+tFJREREih/9hCMiIiLiAD9VDImIiEgxpcfKRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMCWHRERERERERERKMGOtLeoYzmCMiQQOFHUcBaQ8EFXUQYhcYnqdS0mg17mUFHqtS0mg17mUBHqdS05qWmsr5DRw2SWHihNjzBprbXBRxyFyKel1LiWBXudSUui1LiWBXudSEuh1Lvmlx8pEREREREREREowJYdEREREREREREowJYcura+KOgCRQqDXuZQEep1LSaHXupQEep1LSaDXueSLeg6JiIiIiIiIiJRgqhwSERERERERESnBlBy6RIwxPY0xO4wxu40xzxZ1PCIFwRhT3RizwBiz1RizxRjzaPZ1P2PMPGPMruz/LVvUsYpcLGOMszFmvTHmj+yPaxljVmZ/X//JGONW1DGKXAxjjK8xZpoxZrsxZpsxpr2+n0txY4x5PPtnls3GmCnGGA99P5fiwBgz0RgTYYzZfNq1HL+HmyyfZb/mQ4wxLYsucrlcKTl0CRhjnIExQC+gITDUGNOwaKMSKRDpwJPW2oZAO+Ch7Nf2s8A/1tog4J/sj0WudI8C2077+F3gY2ttIHAcuKtIohIpOJ8Cf1lr6wPNyHq96/u5FBvGmKrAI0CwtbYx4AzcjL6fS/EwCeh51rXcvof3AoKy3+4FxhZSjHIFUXLo0mgD7LbW7rXWpgJTgf5FHJPIRbPWHrbWrst+P56sXySqkvX6/jZ72rfADUUSoEgBMcZUA/oAE7I/NsDVwLTsKXqdyxXNGOMD/F97d/NqVRXGcfz70E1IG4gFUllYIE2zkVCElKMQnUQNikToD2gQQU2iQbMIB0ETLQgiiBK7f0BBTpISB0HNetErvkFoUNAL/RqsJR2uXUTuvZ723t/P5Jy19hmswebHOc/Z61mPAUcAkvyR5DLmucZnAbitqhaAjcA5zHONQJIvgJ+XTa+U4fuB99N8CWyuqrtuykI1GBaH1sc9wJmZ8VKfk0ajqrYDO4ETwNYk5/ql88DWea1LWiOHgJeBv/v4DuBykr/62FzX0N0PXALe69snD1fVJsxzjUiSs8CbwGlaUegKcBLzXOO1Uob7+1TXZXFI0g2rqtuBT4AXk/wyey3tCESPQdRgVdVe4GKSk/Nei7SOFoCHgXeS7AR+ZdkWMvNcQ9f7reynFUPvBjZx7TYcaZTMcN0oi0Pr4yxw78x4W5+TBq+qbqUVhj5IcrRPX7j6aGp/vTiv9Ulr4BFgX1X9SNsW/DitN8vmvi0BzHUN3xKwlOREH39MKxaZ5xqTPcAPSS4l+RM4Sst481xjtVKG+/tU12VxaH18BezoJyFsoDW+W5zzmqRV631XjgDfJXlr5tIicKC/PwB8erPXJq2VJK8k2ZZkOy2/P0vyLPA58FT/mPe5Bi3JeeBMVT3Yp54AvsU817icBnZV1cb+HebqfW6ea6xWyvBF4Pl+atku4MrM9jMJgGpPm2mtVdWTtJ4VtwDvJnljviuSVq+qHgWOA9/wby+WV2l9hz4C7gN+Ap5OsrxBnjQ4VbUbeCnJ3qp6gPYk0RbgFPBckt/nuDxpVarqIVrT9Q3A98BB2h+H5rlGo6peB56hnbh6CniB1mvFPNegVdWHwG7gTuAC8BpwjP/I8F4cfZu2rfI34GCSr+ewbP2PWRySJEmSJEmaMLeVSZIkSZIkTZjFIUmSJEmSpAmzOCRJkiRJkjRhFockSZIkSZImzOKQJEmSJEnShFkckiRJkiRJmjCLQ5IkSZIkSRNmcUiSJEmSJGnC/gE8Qz8iJAvixgAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -102,19 +324,110 @@ "needs_background": "light" }, "output_type": "display_data" + } + ], + "source": [ + "price_moves = {0.5: '-50%', 10: '10x'}\n", + "tkn_weights = [0.0005 * i for i in range(1, 102)]\n", + "price_move_assets = ['R1']\n", + "time_steps = 110\n", + "for pump_factor in price_moves:\n", + " events = [initial_state.copy()]\n", + " \n", + " for weight in tkn_weights:\n", + " assets['R1']['weight'] = weight\n", + " assets['R2']['weight'] = 0.75 - (weight * 2)\n", + " # assert round(sum([assets[tkn]['weight'] for tkn in assets]), 10) == 1.0\n", + " \n", + " for tkn, info in assets.items():\n", + " liquidity[tkn] = initial_omnipool_tvl * info['weight'] / info['usd price']\n", + " lrna[tkn] = initial_omnipool_tvl * info['weight'] / lrna_price_usd\n", + "\n", + " initial_state = GlobalState(\n", + " pools={\n", + " 'omnipool': OmnipoolState(\n", + " tokens={\n", + " tkn: {'liquidity': liquidity[tkn], 'LRNA': lrna[tkn]} for tkn in assets\n", + " },\n", + " lrna_fee=0.0005,\n", + " asset_fee=0.0025\n", + " )\n", + " },\n", + " agents = {\n", + " 'Arbitrageur': Agent(\n", + " holdings={tkn: 10000000000 for tkn in list(assets.keys()) + ['LRNA']},\n", + " trade_strategy=omnipool_arbitrage(\n", + " pool_id='omnipool',\n", + " arb_precision=1\n", + " )\n", + " ),\n", + " 'LP': Agent(\n", + " holdings={'R1': liquidity['R1']},\n", + " trade_strategy=invest_all(\n", + " pool_id='omnipool'\n", + " ) + withdraw_all(time_steps/2)\n", + " )\n", + " },\n", + " evolve_function=historical_prices(price_list=[\n", + " {\n", + " tkn: assets[tkn]['usd price'] * (pump_factor - (abs(i * 2 - (time_steps - 2)) / (time_steps - 2) * (pump_factor - 1)))\n", + " for tkn in price_move_assets\n", + " } \n", + " for i in range(time_steps - 1)\n", + " ] + [{tkn: assets[tkn]['usd price'] for tkn in price_move_assets}] * 2),\n", + " external_market={tkn: assets[tkn]['usd price'] for tkn in assets}\n", + " )\n", + " events.append(run.run(initial_state, time_steps=time_steps, silent=True)[-1])\n", + " \n", + " plt.figure(figsize=(20, 5))\n", + " plt.plot(range(len(events)), [1 / x for x in pu.get_datastream(events, pool='omnipool', prop='lrna_price', key='USD')])\n", + " plt.xlabel('weight of TKN in omnipool')\n", + " plt.ylabel('LRNA price in USD')\n", + " ticks_number = len(tkn_weights[::10])\n", + " plt.xticks(\n", + " [1 / (ticks_number - 1) * i * len(events) for i in range(ticks_number)],\n", + " [f'{int(i * 100)}%' for i in tkn_weights[::10]]\n", + " )\n", + " plt.title(f\"price move: {price_moves[pump_factor]}\")\n", + " plt.annotate(\n", + " str(f\"${lrna_price_usd}\"), \n", + " xy=(0, 1 / lrna_price(events[0].pools['omnipool'], 'USD')), \n", + " xytext=(0,10), \n", + " textcoords='offset points'\n", + " )\n", + " plt.annotate(\n", + " str(f\"${round(1 / lrna_price(events[-1].pools['omnipool'], 'USD'), 2)}\"), \n", + " xy=(len(events), 1 / lrna_price(events[-1].pools['omnipool'], 'USD')), \n", + " xytext=(-10,10), \n", + " textcoords='offset points'\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6b3d6bb3-b307-4028-b2d2-5576796372a5", + "metadata": {}, + "source": [ + "

Varying the percentage of liquidity contributed by LP

\n", + "In this experiment, we set the total weight of R1 at 5%, 1-75% of which is contributed by a single LP who then withdraws it at the peak of the price move. We measure the final price of LRNA as a function of the contribution from the LP for the same two cases: -50% and 10x. " + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "1d270dba-5940-4e2b-8754-890104b2a2a5", + "metadata": { + "jupyter": { + "source_hidden": true }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting simulation...\n", - "Execution time: 0.096 seconds.\n" - ] - }, + "tags": [] + }, + "outputs": [ { "data": { "text/markdown": [ - "

Omnipool dynamics when liquidity is removed during a temporary price move of +100%

" + "

price move: -50%

" ], "text/plain": [ "" @@ -125,19 +438,7 @@ }, { "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -147,18 +448,10 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting simulation...\n", - "Execution time: 0.14 seconds.\n" - ] - }, { "data": { "text/markdown": [ - "

Omnipool dynamics when liquidity is removed during a temporary price move of +900%

" + "

price move: 10x

" ], "text/plain": [ "" @@ -169,19 +462,7 @@ }, { "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -193,95 +474,69 @@ } ], "source": [ - "import sys\n", - "from matplotlib import pyplot as plt\n", - "sys.path.append('../..')\n", - "\n", - "from model import run\n", - "from model import plot_utils as pu\n", - "from model import processing\n", - "from model.amm.omnipool_amm import OmnipoolState, cash_out_omnipool, lrna_price, usd_price\n", - "from model.amm.agents import Agent\n", - "from model.amm.trade_strategies import omnipool_arbitrage, invest_all, withdraw_all\n", - "from model.amm.global_state import GlobalState, fluctuate_prices, historical_prices\n", - "from IPython.display import display, Markdown\n", - "\n", - "# same seed, same parameters = same simulation result\n", - "random.seed(42)\n", - "\n", - "assets = {\n", - " 'HDX': {'usd price': 0.05, 'weight': 0.10},\n", - " 'USD': {'usd price': 1, 'weight': 0.10},\n", - " 'R1': {'usd price': 1, 'weight': 0.10},\n", - " 'R2': {'usd price': 2/3, 'weight': 0.70},\n", - "}\n", - "\n", - "lrna_price_usd = 1\n", - "initial_omnipool_tvl = 10000000\n", - "liquidity = {}\n", - "lrna = {}\n", - "\n", - "%matplotlib inline\n", - "\n", - "price_moves = {0.1: '-90%', 0.5: '-50%', 2: '+100%', 10: '+900%'}\n", + "price_moves = {0.5: '-50%', 10: '10x'}\n", + "weight = 0.05\n", + "lp_percent = [0.00742574257 * i for i in range(1, 102)]\n", "price_move_assets = ['R1']\n", "time_steps = 110\n", + "lp_events = []\n", "for pump_factor in price_moves:\n", - " for tkn, info in assets.items():\n", - " liquidity[tkn] = initial_omnipool_tvl * info['weight'] / info['usd price']\n", - " lrna[tkn] = initial_omnipool_tvl * info['weight'] / lrna_price_usd\n", + " lp_events = []\n", + " for percent in lp_percent:\n", + " assets['R1']['weight'] = weight * (1 - percent)\n", + " assets['R2']['weight'] = 0.75 # - weight * (1 - percent)\n", + " # assert round(sum([assets[tkn]['weight'] for tkn in assets]), 10) == 1.0\n", + " \n", + " for tkn, info in assets.items():\n", + " liquidity[tkn] = initial_omnipool_tvl * info['weight'] / info['usd price']\n", + " lrna[tkn] = initial_omnipool_tvl * info['weight'] / lrna_price_usd\n", "\n", - " initial_state = GlobalState(\n", - " pools={\n", - " 'omnipool': OmnipoolState(\n", - " tokens={\n", - " tkn: {'liquidity': liquidity[tkn], 'LRNA': lrna[tkn]} for tkn in assets\n", - " },\n", - " lrna_fee=0.0005,\n", - " asset_fee=0.0025\n", - " )\n", - " },\n", - " agents = {\n", - " 'Arbitrageur': Agent(\n", - " holdings={tkn: 10000000000 for tkn in list(assets.keys()) + ['LRNA']},\n", - " trade_strategy=omnipool_arbitrage(\n", - " pool_id='omnipool',\n", - " arb_precision=1\n", + " initial_state = GlobalState(\n", + " pools={\n", + " 'omnipool': OmnipoolState(\n", + " tokens={\n", + " tkn: {'liquidity': liquidity[tkn], 'LRNA': lrna[tkn]} for tkn in assets\n", + " },\n", + " lrna_fee=0.0005,\n", + " asset_fee=0.0025\n", " )\n", - " ),\n", - " 'LP': Agent(\n", - " holdings={'R1': 1000000},\n", - " trade_strategy=invest_all(\n", - " pool_id='omnipool'\n", - " ) + withdraw_all(time_steps/2)\n", - " )\n", - " },\n", - " evolve_function=historical_prices(price_list=[\n", - " {\n", - " tkn: assets[tkn]['usd price'] * (pump_factor - (abs(i * 2 - time_steps) / time_steps * (pump_factor - 1)))\n", - " for tkn in price_move_assets\n", - " } \n", - " for i in range(time_steps + 1)\n", - " ]),\n", - " external_market={tkn: assets[tkn]['usd price'] for tkn in assets}\n", - " )\n", - " events = run.run(initial_state, time_steps=time_steps)\n", + " },\n", + " agents = {\n", + " 'Arbitrageur': Agent(\n", + " holdings={tkn: 10000000000 for tkn in list(assets.keys()) + ['LRNA']},\n", + " trade_strategy=omnipool_arbitrage(\n", + " pool_id='omnipool',\n", + " arb_precision=1\n", + " )\n", + " ),\n", + " 'LP': Agent(\n", + " holdings={'R1': initial_omnipool_tvl * weight * percent},\n", + " trade_strategy=invest_all(\n", + " pool_id='omnipool'\n", + " ) + withdraw_all(time_steps/2)\n", + " )\n", + " },\n", + " evolve_function=historical_prices(price_list=[\n", + " {\n", + " tkn: assets[tkn]['usd price'] * (pump_factor - (abs(i * 2 - (time_steps - 2)) / (time_steps - 2) * (pump_factor - 1)))\n", + " for tkn in price_move_assets\n", + " } \n", + " for i in range(time_steps - 1)\n", + " ] + [{tkn: assets[tkn]['usd price'] for tkn in price_move_assets}] * 2),\n", + " external_market={tkn: assets[tkn]['usd price'] for tkn in assets}\n", + " )\n", + " lp_events.append(run.run(initial_state, time_steps=time_steps, silent=True))\n", " \n", - " display(Markdown(f\"

Omnipool dynamics when liquidity is removed during a temporary price move of {price_moves[pump_factor]}

\"))\n", - "\n", - " pu.plot(events, asset='all')\n", - " # plt.figure(figsize=(20, 5))\n", - " # plt.plot(\n", - " # range(time_steps), \n", - " # [cash_out_omnipool(event.pools['omnipool'], event.agents['LP'], event.external_market) for event in events]\n", - " # )\n", - " plt.title('LP holdings value')\n", - " # pu.plot(events, pool='omnipool', prop='lrna')\n", - " # pu.plot(events, pool='omnipool', prop='liquidity')\n", - " # pu.plot(events, pool='omnipool', prop='usd_price', key=['R1', 'R2', 'HDX', 'USD'])\n", " plt.figure(figsize=(20, 5))\n", - " plt.plot(range(len(events)), [1 / x for x in pu.get_datastream(events, pool='omnipool', prop='lrna_price', key='USD')])\n", - " plt.title(\"Omnipool USD price of LRNA\")\n", + " plt.plot(range(len(events)), [1 / x for x in pu.get_datastream([events[-1] for events in lp_events], pool='omnipool', prop='lrna_price', key='USD')])\n", + " plt.xlabel('percentage of R1 liquidity contributed by LP')\n", + " plt.ylabel('LRNA price in USD')\n", + " ticks_number = len(lp_percent[::10])\n", + " plt.xticks(\n", + " [1 / (ticks_number - 1) * i * len(events) for i in range(ticks_number)],\n", + " [f'{round(i * 100)}%' for i in lp_percent[::10]]\n", + " )\n", + " plt.title(f\"price move: {price_moves[pump_factor]}\")\n", " plt.annotate(\n", " str(f\"${lrna_price_usd}\"), \n", " xy=(0, 1 / lrna_price(events[0].pools['omnipool'], 'USD')), \n", @@ -294,15 +549,13 @@ " xytext=(-10,10), \n", " textcoords='offset points'\n", " )\n", - " plt.show()\n", - "\n", - "# events = processing.postprocessing(events, optional_params=['withdraw_val'])" + " plt.show()" ] }, { "cell_type": "code", "execution_count": null, - "id": "e7a5d372-ba50-49b1-b725-5b5b06bfbdfd", + "id": "e5c536ba-395b-4258-8b7f-0c3b3103fad1", "metadata": {}, "outputs": [], "source": []