{ "cells": [ { "cell_type": "markdown", "id": "d8007eb1", "metadata": {}, "source": [ "# Guéant–Lehalle–Fernandez-Tapia マーケットメークとグリッドトレード" ] }, { "cell_type": "markdown", "id": "93028c42", "metadata": {}, "source": [ "## 概要\n", "\n", "グリッドトレーディングはシンプルで理解しやすく、高頻度環境で優れています。しかし、高頻度取引の複雑さを考えると、理想的なスプレッド、注文間隔、スキューを最適化することは困難です。さらに、これらの値は市場の状況に応じて変動するため、固定された設定は最適ではありません。\n", "\n", "グリッドトレーディングの適応性を向上させるための1つの解決策は、よく開発されたマーケットメイキングモデルと組み合わせることです。これがどのように実現できるかを見てみましょう。" ] }, { "cell_type": "markdown", "id": "8ccdd6ee", "metadata": {}, "source": [ "## Guéant–Lehalle–Fernandez-Tapia マーケットメイキングモデル\n", "\n", "このモデルは、よく知られたアベラネダ・ストイコビッチモデルの進化形であり、終端時間Tの漸近的な挙動の閉形式近似を提供します。簡単に言えば、このモデルは終端時間を指定しないため、典型的な株式、スポット資産、または暗号通貨の永久契約に適しています。このモデルを使用することで、市場の状況に応じてハーフスプレッドとスキューが正確に調整されることが期待されます。\n", "\n", "この分析では、[Optimal market making](https://arxiv.org/abs/1605.01862) の式(4.6)と(4.7)に焦点を当て、それらが実際のシナリオにどのように適用できるかを探ります。\n", "\n", "最適なビッドクォート深度 $\\delta^{b*}_{approx}$ とアスククォート深度 $\\delta^{a*}_{approx}$ は、公正価格から次のように導出されます:\n", "\n", "\\begin{align}\n", "\\delta^{b*}_{approx}(q) = {1 \\over {\\xi \\Delta}}log(1 + {\\xi \\Delta \\over k}) + {{2q + \\Delta} \\over 2}\\sqrt{{{\\gamma \\sigma^2} \\over {2A\\Delta k}}(1 + {\\xi \\Delta \\over k})^{{k \\over {\\xi \\Delta}} + 1}} \\label{eq4.6}\\tag{4.6} \\\\\n", "\\delta^{a*}_{approx}(q) = {1 \\over {\\xi \\Delta}}log(1 + {\\xi \\Delta \\over k}) - {{2q - \\Delta} \\over 2}\\sqrt{{{\\gamma \\sigma^2} \\over {2A\\Delta k}}(1 + {\\xi \\Delta \\over k})^{{k \\over {\\xi \\Delta}} + 1}} \\label{eq4.7}\\tag{4.7}\n", "\\end{align}\n", "\n", "次に、$c_1$ と $c_2$ を導入し、平方根からボラティリティ 𝜎 を抽出して定義します:\n", "\n", "\\begin{align}\n", "c_1 = {1 \\over {\\xi \\Delta}}log(1 + {\\xi \\Delta \\over k}) \\\\\n", "c_2 = \\sqrt{{\\gamma \\over {2A\\Delta k}}(1 + {\\xi \\Delta \\over k})^{{k \\over {\\xi \\Delta}} + 1}}\n", "\\end{align}\n", "\n", "これで、式(4.6)と(4.7)を次のように書き換えることができます:\n", "\n", "\\begin{align}\n", "\\delta^{b*}_{approx}(q) = c_1 + {\\Delta \\over 2} \\sigma c_2 + q \\sigma c_2 \\\\\n", "\\delta^{a*}_{approx}(q) = c_1 + {\\Delta \\over 2} \\sigma c_2 - q \\sigma c_2\n", "\\end{align}\n", "\n", "ご覧のとおり、これはハーフスプレッドとスキューで構成されています。$q$ はマーケットメイカーの在庫(ポジション)を表します。\n", "\n", "\\begin{align}\n", "\\text{half spread} = C_1 + {\\Delta \\over 2} \\sigma C_2 \\\\\n", "\\text{skew} = \\sigma C_2 \\\\\n", "\\delta^{b*}_{approx}(q) = \\text{half spread} + \\text{skew} \\times q \\\\\n", "\\delta^{a*}_{approx}(q) = \\text{half spread} - \\text{skew} \\times q\n", "\\end{align}\n", "\n", "したがって、\n", "\n", "\\begin{align}\n", "\\text{bid price} = \\text{fair price} - (\\text{half spread} + \\text{skew} \\times q) \\\\\n", "\\text{ask price} = \\text{fair price} + (\\text{half spread} - \\text{skew} \\times q)\n", "\\end{align}\n", "\n", "次の2つの記事に記載されている内容に類似点が見られます。 \n", "[Stochastic Control Theory and High Frequency Trading](https://ieor.columbia.edu/files/seasdepts/industrial-engineering-operations-research/pdf-files/Borden_D_FESeminar_Sp10.pdf) \n", "[How to Market Make Bitcoin Derivatives Lesson 2](https://blog.bitmex.com/how-to-market-make-bitcoin-derivatives-lesson-2/) " ] }, { "cell_type": "markdown", "id": "6158326d", "metadata": {}, "source": [ "## 取引強度の計算\n", "\n", "最適なクォートを決定するためには、$c_1$ と $c_2$ を計算する必要があります。そのためには、取引強度の $A$ と $k$ をキャリブレーションし、市場のボラティリティ $\\sigma$ を計算する必要があります。\n", "\n", "取引強度は次のように定義されます:\n", "\n", "$$ \\lambda = A \\exp (-k \\delta) $$\n", "\n", "これらの値を市場データを使用してキャリブレーションします。詳細は[この記事](https://quant.stackexchange.com/questions/36073/how-does-one-calibrate-lambda-in-a-avellaneda-stoikov-market-making-problem)をご覧ください。そのためには、市場注文の到着を記録する必要があります。\n", "\n", "私たちのマーケットメイカーは100msごとに反応し、この間隔で注文を投稿またはキャンセルします。したがって、クォートの取引強度も同じタイムステップで測定されます。理想的には、注文のキュー位置も考慮する必要がありますが、この分析では問題を単純化するために注文キュー位置は考慮しません。" ] }, { "cell_type": "code", "execution_count": null, "id": "d8cb9b25", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from numba import njit\n", "\n", "from hftbacktest import BUY_EVENT\n", "\n", "\n", "@njit\n", "def measure_trading_intensity_and_volatility(hbt):\n", " tick_size = hbt.depth(0).tick_size\n", " arrival_depth = np.full(10_000_000, np.nan, np.float64)\n", " mid_price_chg = np.full(10_000_000, np.nan, np.float64)\n", "\n", " t = 0\n", " prev_mid_price_tick = np.nan\n", " mid_price_tick = np.nan\n", "\n", " # Checks every 100 milliseconds.\n", " while hbt.elapse(100_000_000) == 0:\n", " # --------------------------------------------------------\n", " # Records market order's arrival depth from the mid-price.\n", " if not np.isnan(mid_price_tick):\n", " depth = -np.inf\n", " for last_trade in hbt.last_trades(0):\n", " trade_price_tick = last_trade.px / tick_size\n", "\n", " if last_trade.ev & BUY_EVENT == BUY_EVENT:\n", " depth = np.nanmax([trade_price_tick - mid_price_tick, depth])\n", " else:\n", " depth = np.nanmax([mid_price_tick - trade_price_tick, depth])\n", " arrival_depth[t] = depth\n", "\n", " hbt.clear_last_trades(0)\n", "\n", " depth = hbt.depth(0)\n", "\n", " best_bid_tick = depth.best_bid_tick\n", " best_ask_tick = depth.best_ask_tick\n", "\n", " prev_mid_price_tick = mid_price_tick\n", " mid_price_tick = (best_bid_tick + best_ask_tick) / 2.0\n", "\n", " # Records the mid-price change for volatility calculation.\n", " mid_price_chg[t] = mid_price_tick - prev_mid_price_tick\n", "\n", " t += 1\n", " if t >= len(arrival_depth) or t >= len(mid_price_chg):\n", " raise Exception\n", " return arrival_depth[:t], mid_price_chg[:t]" ] }, { "cell_type": "markdown", "id": "970002aa", "metadata": {}, "source": [ "取引強度を測定する際に注文のキュー位置を考慮しないため、クォートをクロスする市場取引のみが実行されたと見なされます。" ] }, { "cell_type": "code", "execution_count": null, "id": "90b00bdb", "metadata": {}, "outputs": [], "source": [ "@njit\n", "def measure_trading_intensity(order_arrival_depth, out):\n", " max_tick = 0\n", " for depth in order_arrival_depth:\n", " if not np.isfinite(depth):\n", " continue\n", "\n", " # Sets the tick index to 0 for the nearest possible best price\n", " # as the order arrival depth in ticks is measured from the mid-price\n", " tick = round(depth / 0.5) - 1\n", "\n", " # In a fast-moving market, buy trades can occur below the mid-price (and vice versa for sell trades)\n", " # since the mid-price is measured in a previous time-step;\n", " # however, to simplify the problem, we will exclude those cases.\n", " if tick < 0 or tick >= len(out):\n", " continue\n", "\n", " # All of our possible quotes within the order arrival depth,\n", " # excluding those at the same price, are considered executed.\n", " out[:tick] += 1\n", "\n", " max_tick = max(max_tick, tick)\n", " return out[:max_tick]" ] }, { "cell_type": "markdown", "id": "202d4549", "metadata": {}, "source": [ "HftBacktestを実行して市場を再生し、注文到着深度と価格変動を記録します。" ] }, { "cell_type": "code", "execution_count": null, "id": "9abbbf4b", "metadata": {}, "outputs": [], "source": [ "from hftbacktest import BacktestAsset, ROIVectorMarketDepthBacktest\n", "\n", "asset = (\n", " BacktestAsset()\n", " .data([\"data/ethusdt_20221003.npz\"])\n", " .initial_snapshot(\"data/ethusdt_20221002_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency([\"latency/feed_latency_20221003.npz\"])\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(3000.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "arrival_depth, mid_price_chg = measure_trading_intensity_and_volatility(hbt)\n", "\n", "_ = hbt.close()" ] }, { "cell_type": "markdown", "id": "42573a03", "metadata": {}, "source": [ "記録された注文到着深度から取引強度を測定し、プロットします。" ] }, { "cell_type": "code", "execution_count": null, "id": "ee1acee4", "metadata": {}, "outputs": [], "source": [ "tmp = np.zeros(500, np.float64)\n", "\n", "# Measures trading intensity (lambda) for the first 10-minute window.\n", "lambda_ = measure_trading_intensity(arrival_depth[:6_000], tmp)\n", "\n", "# Since it is measured for a 10-minute window, divide by 600 to convert it to per second.\n", "lambda_ /= 600\n", "\n", "# Creates ticks from the mid-price.\n", "ticks = np.arange(len(lambda_)) + 0.5" ] }, { "cell_type": "code", "execution_count": null, "id": "63d710ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Count (per second)')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "plt.plot(ticks, lambda_)\n", "plt.xlabel(\"$ \\delta $ (ticks from the mid-price)\")\n", "plt.ylabel(\"Count (per second)\")" ] }, { "cell_type": "markdown", "id": "ba53dc84", "metadata": {}, "source": [ "線形回帰を使用して $A$ と $k$ をキャリブレーションします。両辺の対数を取ると、$log \\lambda = -k \\delta + logA$ となります。" ] }, { "cell_type": "code", "execution_count": null, "id": "aab762b0", "metadata": {}, "outputs": [], "source": [ "@njit\n", "def linear_regression(x, y):\n", " sx = np.sum(x)\n", " sy = np.sum(y)\n", " sx2 = np.sum(x**2)\n", " sxy = np.sum(x * y)\n", " w = len(x)\n", " slope = (w * sxy - sx * sy) / (w * sx2 - sx**2)\n", " intercept = (sy - slope * sx) / w\n", " return slope, intercept" ] }, { "cell_type": "code", "execution_count": null, "id": "378c8f36", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A=0.8426573649994981, k=0.016958811558646644\n" ] } ], "source": [ "y = np.log(lambda_)\n", "k_, logA = linear_regression(ticks, y)\n", "A = np.exp(logA)\n", "k = -k_\n", "\n", "print(\"A={}, k={}\".format(A, k))" ] }, { "cell_type": "code", "execution_count": null, "id": "888ac988", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(lambda_)\n", "plt.plot(A * np.exp(-k * ticks))\n", "plt.xlabel(\"$ \\delta $ (ticks from the mid-price)\")\n", "plt.ylabel(\"Count (per second)\")\n", "plt.legend([\"Actual\", \"Fitted curve\"])" ] }, { "cell_type": "markdown", "id": "367e6ff6", "metadata": {}, "source": [ "ご覧のとおり、フィットされたラムダ関数は全範囲で正確ではありません。特に、ミッドプライスに近い浅い範囲では取引強度を過大評価し、ミッドプライスから離れた深い範囲では過小評価します。\n", "\n", "私たちのクォートは、少なくとも典型的な市場条件下(高ボラティリティ条件を除く)では、ミッドプライスに近い範囲に配置される可能性が高いため、特に最も近い範囲に対して関数を再フィットします。" ] }, { "cell_type": "code", "execution_count": null, "id": "1e16b8cd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A=2.986162360812285, k=0.04235741115084049\n" ] } ], "source": [ "# Refits for the range un to 70 ticks.\n", "x_shallow = ticks[:70]\n", "lambda_shallow = lambda_[:70]\n", "\n", "y = np.log(lambda_shallow)\n", "k_, logA = linear_regression(x_shallow, y)\n", "A = np.exp(logA)\n", "k = -k_\n", "\n", "print(\"A={}, k={}\".format(A, k))" ] }, { "cell_type": "code", "execution_count": null, "id": "22f4d699", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(lambda_shallow)\n", "plt.plot(A * np.exp(-k * x_shallow))\n", "plt.xlabel(\"$ \\delta $ (ticks from the mid-price)\")\n", "plt.ylabel(\"Count (per second)\")\n", "plt.legend([\"Actual\", \"Fitted curve\"])" ] }, { "cell_type": "markdown", "id": "4c0ad1a1", "metadata": {}, "source": [ "これで、より正確な取引強度関数が得られました。次に、クォートがどこに配置されるかを見てみましょう。\n", "\n", "その前に、まずボラティリティを計算しましょう。" ] }, { "cell_type": "code", "execution_count": null, "id": "aac12c5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10.725509539115974\n" ] } ], "source": [ "# Since we need volatility in ticks per square root of a second and our measurement is every 100ms,\n", "# multiply by the square root of 10.\n", "volatility = np.nanstd(mid_price_chg) * np.sqrt(10)\n", "print(volatility)" ] }, { "cell_type": "markdown", "id": "ce98fd83", "metadata": {}, "source": [ "式に従って $c_1$ と $c_2$ を計算します。" ] }, { "cell_type": "code", "execution_count": null, "id": "48660f8a", "metadata": {}, "outputs": [], "source": [ "@njit\n", "def compute_coeff(xi, gamma, delta, A, k):\n", " inv_k = np.divide(1, k)\n", " c1 = 1 / (xi * delta) * np.log(1 + xi * delta * inv_k)\n", " c2 = np.sqrt(\n", " np.divide(gamma, 2 * A * delta * k)\n", " * ((1 + xi * delta * inv_k) ** (k / (xi * delta) + 1))\n", " )\n", " return c1, c2" ] }, { "cell_type": "markdown", "id": "2ced82ca", "metadata": {}, "source": [ "Guéant–Lehalle–Fernandez-Tapia の式では、$\\Delta = 1$ および $\\xi = \\gamma$ です。$\\gamma$ の値は任意に選択されます。" ] }, { "cell_type": "code", "execution_count": null, "id": "a918697f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "half_spread_tick=20.47208533844371, skew=9.76326865029227\n" ] } ], "source": [ "gamma = 0.05\n", "delta = 1\n", "volatility = 10.69\n", "\n", "c1, c2 = compute_coeff(gamma, gamma, delta, A, k)\n", "\n", "half_spread_tick = 1 * c1 + 1 / 2 * c2 * volatility\n", "skew = c2 * volatility\n", "print(\"half_spread_tick={}, skew={}\".format(half_spread_tick, skew))" ] }, { "cell_type": "markdown", "id": "85c54bcc", "metadata": {}, "source": [ "クォートがミッドプライスから20ティック離れている場合、それは何を意味しますか?記録された注文到着深度を分析することで、マーケットメイカーとして参加する市場取引の数を特定できます。これは数量ではなくカウントで測定されます。また、スキューが非常に強いことがわかります。2つのポジションを積み上げるだけで、全体のハーフスプレッドがオフセットされます。" ] }, { "cell_type": "code", "execution_count": null, "id": "2d30eda5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.86%\n" ] } ], "source": [ "from scipy import stats\n", "\n", "# inverse of percentile\n", "pct = stats.percentileofscore(\n", " arrival_depth[np.isfinite(arrival_depth)], half_spread_tick\n", ")\n", "your_pct = 100 - pct\n", "print(\"{:.2f}%\".format(your_pct))" ] }, { "cell_type": "markdown", "id": "7acd9889", "metadata": {}, "source": [ "特定のタイムステップごとに市場取引の約1.86%がクォートを実行する可能性があります。これは取引数量の割合ではないことに注意してください。" ] }, { "cell_type": "markdown", "id": "87977354", "metadata": {}, "source": [ "## モデルを使用したマーケットメイカーの実装\n", "\n", "\n", "
\n", " \n", "**注:** この例は教育目的のみであり、高頻度マーケットメイキングスキームの効果的な戦略を示しています。すべてのバックテストは、Binance Futuresで利用可能な最高のマーケットメイカーリベートである0.005%のリベートに基づいています。詳細については、Binance Upgrades USDⓢ-Margined Futures Liquidity Provider Program を参照してください。\n", " \n", "
\n", "\n", "この例では、予測項を無視し、公正価格がミッドプライスと等しいと仮定します。短期的には内在価値が安定していると予想されるためです。" ] }, { "cell_type": "code", "execution_count": null, "id": "1ed44780", "metadata": {}, "outputs": [], "source": [ "from numba.typed import Dict\n", "\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "from hftbacktest import BUY, GTX, LIMIT, SELL\n", "\n", "out_dtype = np.dtype(\n", " [\n", " (\"half_spread_tick\", \"f8\"),\n", " (\"skew\", \"f8\"),\n", " (\"volatility\", \"f8\"),\n", " (\"A\", \"f8\"),\n", " (\"k\", \"f8\"),\n", " ]\n", ")\n", "\n", "\n", "@njit\n", "def glft_market_maker(hbt, recorder):\n", " tick_size = hbt.depth(0).tick_size\n", " arrival_depth = np.full(10_000_000, np.nan, np.float64)\n", " mid_price_chg = np.full(10_000_000, np.nan, np.float64)\n", " out = np.zeros(10_000_000, out_dtype)\n", "\n", " t = 0\n", " prev_mid_price_tick = np.nan\n", " mid_price_tick = np.nan\n", "\n", " tmp = np.zeros(500, np.float64)\n", " ticks = np.arange(len(tmp)) + 0.5\n", "\n", " A = np.nan\n", " k = np.nan\n", " volatility = np.nan\n", " gamma = 0.05\n", " delta = 1\n", "\n", " order_qty = 1\n", " max_position = 20\n", "\n", " # Checks every 100 milliseconds.\n", " while hbt.elapse(100_000_000) == 0:\n", " # --------------------------------------------------------\n", " # Records market order's arrival depth from the mid-price.\n", " if not np.isnan(mid_price_tick):\n", " depth = -np.inf\n", " for last_trade in hbt.last_trades(0):\n", " trade_price_tick = last_trade.px / tick_size\n", "\n", " if last_trade.ev & BUY_EVENT == BUY_EVENT:\n", " depth = np.nanmax([trade_price_tick - mid_price_tick, depth])\n", " else:\n", " depth = np.nanmax([mid_price_tick - trade_price_tick, depth])\n", " arrival_depth[t] = depth\n", "\n", " hbt.clear_last_trades(0)\n", " hbt.clear_inactive_orders(0)\n", "\n", " depth = hbt.depth(0)\n", " position = hbt.position(0)\n", " orders = hbt.orders(0)\n", "\n", " best_bid_tick = depth.best_bid_tick\n", " best_ask_tick = depth.best_ask_tick\n", "\n", " prev_mid_price_tick = mid_price_tick\n", " mid_price_tick = (best_bid_tick + best_ask_tick) / 2.0\n", "\n", " # Records the mid-price change for volatility calculation.\n", " mid_price_chg[t] = mid_price_tick - prev_mid_price_tick\n", "\n", " # --------------------------------------------------------\n", " # Calibrates A, k and calculates the market volatility.\n", "\n", " # Updates A, k, and the volatility every 5-sec.\n", " if t % 50 == 0:\n", " # Window size is 10-minute.\n", " if t >= 6_000 - 1:\n", " # Calibrates A, k\n", " tmp[:] = 0\n", " lambda_ = measure_trading_intensity(\n", " arrival_depth[t + 1 - 6_000 : t + 1], tmp\n", " )\n", " if len(lambda_) > 2:\n", " lambda_ = lambda_[:70] / 600\n", " x = ticks[: len(lambda_)]\n", " y = np.log(lambda_)\n", " k_, logA = linear_regression(x, y)\n", " A = np.exp(logA)\n", " k = -k_\n", "\n", " # Updates the volatility.\n", " volatility = np.nanstd(mid_price_chg[t + 1 - 6_000 : t + 1]) * np.sqrt(\n", " 10\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Computes bid price and ask price.\n", "\n", " c1, c2 = compute_coeff(gamma, gamma, delta, A, k)\n", "\n", " half_spread_tick = c1 + delta / 2 * c2 * volatility\n", " skew = c2 * volatility\n", "\n", " reservation_price_tick = mid_price_tick - skew * position\n", "\n", " bid_price_tick = np.minimum(\n", " np.round(reservation_price_tick - half_spread_tick), best_bid_tick\n", " )\n", " ask_price_tick = np.maximum(\n", " np.round(reservation_price_tick + half_spread_tick), best_ask_tick\n", " )\n", "\n", " bid_price = bid_price_tick * tick_size\n", " ask_price = ask_price_tick * tick_size\n", "\n", " # --------------------------------------------------------\n", " # Updates quotes.\n", "\n", " # Cancel orders if they differ from the updated bid and ask prices.\n", " order_values = orders.values()\n", " while order_values.has_next():\n", " order = order_values.get()\n", " # Cancels if a working order is not in the new grid.\n", " if order.cancellable:\n", " if (order.side == BUY and order.price != bid_price) or (\n", " order.side == SELL and order.price != ask_price\n", " ):\n", " hbt.cancel(0, order.order_id, False)\n", "\n", " # If the current position is within the maximum position,\n", " # submit the new order only if no order exists at the same price.\n", " if position < max_position and np.isfinite(bid_price):\n", " bid_price_as_order_id = round(bid_price / tick_size)\n", " if bid_price_as_order_id not in orders:\n", " hbt.submit_buy_order(\n", " 0, bid_price_as_order_id, bid_price, order_qty, GTX, LIMIT, False\n", " )\n", " if position > -max_position and np.isfinite(ask_price):\n", " ask_price_as_order_id = round(ask_price / tick_size)\n", " if ask_price_as_order_id not in orders:\n", " hbt.submit_sell_order(\n", " 0, ask_price_as_order_id, ask_price, order_qty, GTX, LIMIT, False\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Records variables and stats for analysis.\n", "\n", " out[t].half_spread_tick = half_spread_tick\n", " out[t].skew = skew\n", " out[t].volatility = volatility\n", " out[t].A = A\n", " out[t].k = k\n", "\n", " t += 1\n", "\n", " if t >= len(arrival_depth) or t >= len(mid_price_chg) or t >= len(out):\n", " raise Exception\n", "\n", " # Records the current state for stat calculation.\n", " recorder.record(hbt)\n", " return out[:t]" ] }, { "cell_type": "code", "execution_count": null, "id": "52af77af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 11)
startendSRSortinoReturnMaxDrawdownDailyNumberOfTradesDailyTurnoverReturnOverMDDReturnOverTradeMaxPositionValue
datetime[μs]datetime[μs]f64f64f64f64f64f64f64f64f64
2022-10-03 00:00:002022-10-03 23:59:50-246.379582-264.130529-0.0205740.02060113579.57171590.242857-0.998715-0.00003519790.625
" ], "text/plain": [ "shape: (1, 11)\n", "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n", "│ start ┆ end ┆ SR ┆ Sortino ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPosit │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ over ┆ rMDD ┆ rTrade ┆ ionValue │\n", "│ datetime[ ┆ datetime[ ┆ f64 ┆ f64 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ μs] ┆ μs] ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n", "│ 2022-10-0 ┆ 2022-10-0 ┆ -246.3795 ┆ -264.1305 ┆ … ┆ 590.24285 ┆ -0.998715 ┆ -0.000035 ┆ 19790.62 │\n", "│ 3 ┆ 3 ┆ 82 ┆ 29 ┆ ┆ 7 ┆ ┆ ┆ 5 │\n", "│ 00:00:00 ┆ 23:59:50 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from hftbacktest import Recorder\n", "from hftbacktest.stats import LinearAssetRecord\n", "\n", "asset = (\n", " BacktestAsset()\n", " .data([\"data/ethusdt_20221003.npz\"])\n", " .initial_snapshot(\"data/ethusdt_20221002_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency([\"latency/feed_latency_20221003.npz\"])\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(3000.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "recorder = Recorder(1, 5_000_000)\n", "\n", "out = glft_market_maker(hbt, recorder.recorder)\n", "\n", "hbt.close()\n", "\n", "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=30_000)\n", "stats.summary()" ] }, { "cell_type": "code", "execution_count": 17, "id": "c7464ed7-5114-47c8-beba-d3771f4165cc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot()" ] }, { "cell_type": "markdown", "id": "021f0a93", "metadata": {}, "source": [ "## 調整係数\n", "\n", "スキューが強すぎるように見えるため、マーケットメイカーはポジションを取ることに消極的です。スキューを緩和するために、計算されたハーフスプレッドとスキューに調整係数 $adj_1$ と $adj_2$ を導入します。\n", "\n", "$$\n", "\\text{half spread}_{adj} = \\text{half spread} \\times adj_1 \\\\\n", "\\text{skew}_{adj} = \\text{skew} \\times adj_2\n", "$$" ] }, { "cell_type": "code", "execution_count": null, "id": "0144616d", "metadata": {}, "outputs": [], "source": [ "from numba.typed import Dict\n", "\n", "\n", "@njit\n", "def glft_market_maker(hbt, recorder):\n", " tick_size = hbt.depth(0).tick_size\n", " arrival_depth = np.full(10_000_000, np.nan, np.float64)\n", " mid_price_chg = np.full(10_000_000, np.nan, np.float64)\n", " out = np.zeros(10_000_000, out_dtype)\n", "\n", " t = 0\n", " prev_mid_price_tick = np.nan\n", " mid_price_tick = np.nan\n", "\n", " tmp = np.zeros(500, np.float64)\n", " ticks = np.arange(len(tmp)) + 0.5\n", "\n", " A = np.nan\n", " k = np.nan\n", " volatility = np.nan\n", " gamma = 0.05\n", " delta = 1\n", " adj1 = 1\n", " adj2 = 0.05 # Uses the same value as gamma.\n", "\n", " order_qty = 1\n", " max_position = 20\n", "\n", " # Checks every 100 milliseconds.\n", " while hbt.elapse(100_000_000) == 0:\n", " # --------------------------------------------------------\n", " # Records market order's arrival depth from the mid-price.\n", " if not np.isnan(mid_price_tick):\n", " depth = -np.inf\n", " for last_trade in hbt.last_trades(0):\n", " trade_price_tick = last_trade.px / tick_size\n", "\n", " if last_trade.ev & BUY_EVENT == BUY_EVENT:\n", " depth = np.nanmax([trade_price_tick - mid_price_tick, depth])\n", " else:\n", " depth = np.nanmax([mid_price_tick - trade_price_tick, depth])\n", " arrival_depth[t] = depth\n", "\n", " hbt.clear_last_trades(0)\n", " hbt.clear_inactive_orders(0)\n", "\n", " depth = hbt.depth(0)\n", " position = hbt.position(0)\n", " orders = hbt.orders(0)\n", "\n", " best_bid_tick = depth.best_bid_tick\n", " best_ask_tick = depth.best_ask_tick\n", "\n", " prev_mid_price_tick = mid_price_tick\n", " mid_price_tick = (best_bid_tick + best_ask_tick) / 2.0\n", "\n", " # Records the mid-price change for volatility calculation.\n", " mid_price_chg[t] = mid_price_tick - prev_mid_price_tick\n", "\n", " # --------------------------------------------------------\n", " # Calibrates A, k and calculates the market volatility.\n", "\n", " # Updates A, k, and the volatility every 5-sec.\n", " if t % 50 == 0:\n", " # Window size is 10-minute.\n", " if t >= 6_000 - 1:\n", " # Calibrates A, k\n", " tmp[:] = 0\n", " lambda_ = measure_trading_intensity(\n", " arrival_depth[t + 1 - 6_000 : t + 1], tmp\n", " )\n", " if len(lambda_) > 2:\n", " lambda_ = lambda_[:70] / 600\n", " x = ticks[: len(lambda_)]\n", " y = np.log(lambda_)\n", " k_, logA = linear_regression(x, y)\n", " A = np.exp(logA)\n", " k = -k_\n", "\n", " # Updates the volatility.\n", " volatility = np.nanstd(mid_price_chg[t + 1 - 6_000 : t + 1]) * np.sqrt(\n", " 10\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Computes bid price and ask price.\n", "\n", " c1, c2 = compute_coeff(gamma, gamma, delta, A, k)\n", "\n", " half_spread_tick = (c1 + delta / 2 * c2 * volatility) * adj1\n", " skew = c2 * volatility * adj2\n", "\n", " reservation_price_tick = mid_price_tick - skew * position\n", "\n", " bid_price_tick = np.minimum(\n", " np.round(reservation_price_tick - half_spread_tick), best_bid_tick\n", " )\n", " ask_price_tick = np.maximum(\n", " np.round(reservation_price_tick + half_spread_tick), best_ask_tick\n", " )\n", "\n", " bid_price = bid_price_tick * tick_size\n", " ask_price = ask_price_tick * tick_size\n", "\n", " # --------------------------------------------------------\n", " # Updates quotes.\n", "\n", " # Cancel orders if they differ from the updated bid and ask prices.\n", " order_values = orders.values()\n", " while order_values.has_next():\n", " order = order_values.get()\n", " # Cancels if a working order is not in the new grid.\n", " if order.cancellable:\n", " if (order.side == BUY and order.price_tick != bid_price_tick) or (\n", " order.side == SELL and order.price_tick != ask_price_tick\n", " ):\n", " hbt.cancel(0, order.order_id, False)\n", "\n", " # If the current position is within the maximum position,\n", " # submit the new order only if no order exists at the same price.\n", " if position < max_position and np.isfinite(bid_price):\n", " bid_price_as_order_id = round(bid_price / tick_size)\n", " if bid_price_as_order_id not in orders:\n", " hbt.submit_buy_order(\n", " 0, bid_price_as_order_id, bid_price, order_qty, GTX, LIMIT, False\n", " )\n", " if position > -max_position and np.isfinite(ask_price):\n", " ask_price_as_order_id = round(ask_price / tick_size)\n", " if ask_price_as_order_id not in orders:\n", " hbt.submit_sell_order(\n", " 0, ask_price_as_order_id, ask_price, order_qty, GTX, LIMIT, False\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Records variables and stats for analysis.\n", "\n", " out[t].half_spread_tick = half_spread_tick\n", " out[t].skew = skew\n", " out[t].volatility = volatility\n", " out[t].A = A\n", " out[t].k = k\n", "\n", " t += 1\n", "\n", " if t >= len(arrival_depth) or t >= len(mid_price_chg) or t >= len(out):\n", " raise Exception\n", "\n", " # Records the current state for stat calculation.\n", " recorder.record(hbt)\n", " return out[:t]" ] }, { "cell_type": "code", "execution_count": null, "id": "435a210c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 11)
startendSRSortinoReturnMaxDrawdownDailyNumberOfTradesDailyTurnoverReturnOverMDDReturnOverTradeMaxPositionValue
datetime[μs]datetime[μs]f64f64f64f64f64f64f64f64f64
2022-10-03 00:00:002022-10-03 23:59:501.2020481.4712950.0003590.00476310987.271675477.4984240.0754787.5295e-727563.655
" ], "text/plain": [ "shape: (1, 11)\n", "┌────────────┬───────────┬──────────┬──────────┬───┬───────────┬───────────┬───────────┬───────────┐\n", "│ start ┆ end ┆ SR ┆ Sortino ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPositi │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ over ┆ rMDD ┆ rTrade ┆ onValue │\n", "│ datetime[μ ┆ datetime[ ┆ f64 ┆ f64 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ s] ┆ μs] ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞════════════╪═══════════╪══════════╪══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n", "│ 2022-10-03 ┆ 2022-10-0 ┆ 1.202048 ┆ 1.471295 ┆ … ┆ 477.49842 ┆ 0.075478 ┆ 7.5295e-7 ┆ 27563.655 │\n", "│ 00:00:00 ┆ 3 ┆ ┆ ┆ ┆ 4 ┆ ┆ ┆ │\n", "│ ┆ 23:59:50 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└────────────┴───────────┴──────────┴──────────┴───┴───────────┴───────────┴───────────┴───────────┘" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asset = (\n", " BacktestAsset()\n", " .data([\"data/ethusdt_20221003.npz\"])\n", " .initial_snapshot(\"data/ethusdt_20221002_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency([\"latency/feed_latency_20221003.npz\"])\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(3000.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "recorder = Recorder(1, 5_000_000)\n", "\n", "out = glft_market_maker(hbt, recorder.recorder)\n", "\n", "hbt.close()\n", "\n", "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=30_000)\n", "stats.summary()" ] }, { "cell_type": "code", "execution_count": 21, "id": "77359683-09f3-4e72-bcc8-4ec129b1190e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot()" ] }, { "cell_type": "markdown", "id": "79cc93c6", "metadata": {}, "source": [ "改善されましたが、リベートを考慮しても、せいぜい損益分岐点に達するだけです。以下に示すように、ハーフスプレッドとスキューは主に $c_2$ と市場のボラティリティに影響されて一緒に動きます。" ] }, { "cell_type": "code", "execution_count": null, "id": "4663aecb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Skew (tick)')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import polars as pl\n", "\n", "records = recorder.get(0)\n", "df = (\n", " pl.DataFrame(out)\n", " .with_columns(\n", " pl.Series(\"timestamp\", records[\"timestamp\"]),\n", " pl.Series(\"price\", records[\"price\"]),\n", " )\n", " .with_columns(pl.from_epoch(\"timestamp\", time_unit=\"ns\"))\n", ")\n", "\n", "df = df.group_by_dynamic(\"timestamp\", every=\"5m\").agg(\n", " pl.col(\"price\").last(),\n", " pl.col(\"half_spread_tick\").last(),\n", " pl.col(\"skew\").last(),\n", " pl.col(\"volatility\").last(),\n", " pl.col(\"A\").last(),\n", " pl.col(\"k\").last(),\n", ")\n", "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", "fig.subplots_adjust(hspace=0)\n", "fig.set_size_inches(10, 6)\n", "\n", "ax1.plot(df[\"timestamp\"], df[\"half_spread_tick\"])\n", "ax1.twinx().plot(df[\"timestamp\"], df[\"price\"], \"r\")\n", "ax1.set_ylabel(\"Half spread (tick)\")\n", "\n", "ax2.plot(df[\"timestamp\"], df[\"skew\"])\n", "ax2.twinx().plot(df[\"timestamp\"], df[\"price\"], \"r\")\n", "ax2.set_ylabel(\"Skew (tick)\")" ] }, { "cell_type": "code", "execution_count": null, "id": "031f788a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'k ($ tick^{-1} $)')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zwCOP0PPff6dtL7wgmzsxVoWFIsMwDMMwZik2SjE1dj21aY2iuMFMT6cebAAwYgTg7Q28+CI9VyqBjRtJLMbHk5hsTCxZAnTsCKxYQRGTBx4AkpPl10VEsaw7pLV47DFqTxAfD6xebZtz2gObNwN5ebR+/Djw9df1O56GRE2EIkCTIytXAidPAuHhQEkJ/V7vvJPbuNgAFooMwzAMw5hFCEWlAnBQGdUo1odQBOTm8ZMm0XLGDIourFwJ3HMPcNddtH37dtuNr7ZcvEhOptnZZE7TqROZyjzyCKAlx9lyqafWxskJePZZWl+4sHFGaOuD336jpWjB9uabnCopqKlQFISFAVu30v92r16UtqpkGWNt+DfMMAzDMIxZpB6KBrdTR5WhRtFWZjZ5eUBqKq0/9xwtVSrgvvtoXa2mWqeHH6bnoodyYxKKW7fSctAgICKCajBdXanR+IcfUtptVhbtY6uIIgA89RQ5pJ44ARw4YLvzNlYyMoB//6X1P/4AhgwBCgqobyVTe6EoGD4cOHqUJokYq8NCkWEYhmEYs0hCUSWEoo1rFGNiaOnpCXz2GfDMM+SC2KSJ+f2HD6flnj2UotYY2LmTlqNHU4QkJAT44Qfa9tFHcr2ivz8JSFvh6wtMnUrrCxfa7ryNlbVr6TPXvTu1Jvn8c9r+zz/cBxCQhWJdTHYolXLPT8aqsFBkGIZhGMYsxVJEkW7KHG3dR9E4CqFWA99+Czz/vOX9e/QggZObS9G52pCcTOmg1qS0FNi7l9aHDZO3P/oocMcd1JRc1GHaMpooEOdev56Mg6ZO5VRKS/z+Oy1Fa5awMGr9UFAg/41vVwoKqB0GUPuIImNTWCgyDMMwDGMW4XqqNghEm9coVjddTamUBde6dTWvrbt5k4TRwIFynaA1OH6cxKi3t2m7C4WCescBwLVrtLRVfaIxISHUSxEArl6lWtCJE7lmsSzx8cDu3bQu2rYoFMCoUbT+zz/1M66GgsgMcHenzzrTaGChyDAMwzCMWUREUV22RtFWQlHcYLZqVfX33HMPLb/8EujcGVi2rPrn/fprEnDnz8t1Z9ZApJ0OGVI+lW7oUODuu+Xn9SEUAXJkTUuj34O7O3D6NLBpU/2MpaHy558knu+4w3RSQwhFa36GGgPGEz5V6eVpx+zbtw9jx45Fs2bNoFAosEH0hzUwb948dOrUCW5ubvD29sbw4cNx5MgR6fX09HQ899xz6NixI1xdXdGqVSs8//zzyBJ1zAYyMjIwdepUaDQaaDQaTJ06FZmZmdUeLwtFhmEYhmHMUlzOzMYQUSy1UUSpJgYYjz1GKZPu7sClS9TPrjpmLNnZJI4E331X9fdWlx07aClqK40xjioC9ScUAcDHBxg5UjYUeu89jioaI9JOhamSYPhwai5/5QpFZM2Rnk7vr8FNfINGp6P/u5KSujOysQPy8vIQGhqKRYsWmX29Q4cOWLRoEc6ePYsDBw6gdevWCA8PR4qhb2R8fDzi4+Px+eef4+zZs1i+fDm2bNmCGWXMfaZMmYLIyEhs2bIFW7ZsQWRkJKaKmuNqwEKRYRiGYRizFBvSLssJxYaaegpQZG7hQkoHFH0Xq9ML8OefqQ1Hixb0fMsW69Tl5ecDhw7RunF9ojGDBwNjxlBK7R131P0Yqsvs2YCbG/W0+/vv+h5Nw+DKFeDYMfrcPfCA6WuentTvDygfVSwoAD75BGjThuoahw2T27/UBZmZNGEiota25tNPqV3NzJksFI0YNWoUPvjgA0ycONHs61OmTMHw4cPRpk0bdOnSBQsWLEB2djbOnDkDAOjatSvWrl2LsWPHom3bthg6dCg+/PBDbN68GaWlpQCACxcuYMuWLfjpp58wYMAADBgwAEuWLMFff/2FS5cuVWu8LBQZhmEYhjFLcRnXU6f6NLOpLh4ecn3dunVyc2693nKjbq0W+OorWn/zTUpj1euBH3+s/vkr4+BBoLiYBGn79pb3W7sWiIujesH6xtdX7q84bx6JHYB+R3/9BezaVW9Dqzf++IOWI0YAfn7lXzeXfpqdDfTrB7z2GrU+UShIfE+aRJ+JumDxYvosjxgBvPOOdWtty5KXJ7u+rlhBn2HAroViTk4OsrOzpUdRUVGtj1lcXIzFixdDo9EgNDTU4n5ZWVnw9PSEg4MDAODw4cPQaDTo16+ftE///v2h0WhwSExOVREWigzDMAzDmMViH8WqCsW8PODGjZqdvKSEBBJQ8xvMESMoBTU2lqI+xcVA//4UxRHHNmbDBhqvjw85fD79NG3/+ee6b3EgIj3DhlVct+XkBAQE1O25a8P//R9FFU+cIAOeNWsoxXLsWGrxkZdX3yO0HXo9sGoVrZdNOxUIobh7N/Va1Onos3X2LAnLX34BDh+m3+n27cCDD8qfzYwMqpedN4/SoQ8cqHrKr0hr1uspVXj8eMsTJHWNqGsVXLxISzsWiiEhIVI9oEajwfz582t8rL/++gvu7u5wdnbGwoULsX37dvj6+prdNy0tDe+//z7++9//StsSExPhZ2bSws/PD4mJidUaCwtFO6FUq8OOqCT8fSYBWh3XDTAMwzC1x2KNYiVC8VRMBlJzi6hesF07ipYIkpLIPfPddyk6de6c+YPExdGNrZMT9RCsCc7OlLoJUFTj66+pWffNm9SComyURfQLfPpp6ll4770U8UtNlSNHdYVomTBkSN0e19o0bUqCulkz4PJlSrcUkcSiIlkU3A5ERlIdrLMzCTFzdO1KrU0KC6m/4tSpZAakVlMUdupUii6uWUP1jBs2AG3bAhMmAC1bAi+8QP8rTz5JqZwvvFC5WCwqkuty335bPtexY3X3s1uiuBj44gtanz+fJl0EdiwUo6KikJWVJT3mzp1b42MNGTIEkZGROHToEEaOHInJkycjOTm53H7Z2dm49957ERISgnfeecfkNYWZySe9Xm92e0WwULQTSnV6PPHLcTz720kUlNgwvYBhGIaxW0TkUKSeVsXM5lpKLiZ8dwhTv9wJ/ebNJMbWr5d3GDGCbo7nzSOjmBdekF87cgTo2ZOiLyLttGVLqtGrKaIW6PffKbIC0PH27AE+/FDe7+hRSgd1dJTTKx0cgFmzaP3TT+suIpOXR60xAGDQoLo5pi0ZPpwE/qOP0vNRo4Bu3Wj9woX6G5etESY2Y8ZQPaI5FApyRW3fHkhIAH77jbb/8APQp4+838iR9JkU/TM3bKDPSffuVOcnIpPffEP/OxVx+DClBQcE0L7CLMnIPdNqrFxJEfzAQOCll4CPP5Zfs2Oh6OHhAU9PT+mhVqtrfCw3Nze0a9cO/fv3x9KlS+Hg4IClS5ea7JOTk4ORI0fC3d0d69evh6Ojo/RaQEAAkkTfSiNSUlLgX81JNxaKdoK4iANAEQtFhmEYpg4oKjGNKFalj+Kt9HwAgP/pY1CUlNBGEXG6coVS7hwcSCwCFFlLTaX1d98FTp2i2q26MsAYNYoiPrGxZBbSty+wfLl8PjE2EU18+GG6yRU8/TSg0ZAA2rixdmMRHD4MlJZS24/WrevmmLbG2xv49Veqt/vnH2DAANp+O0UUhaHP5MkV79e3L3DmDNW9engAc+cC06eX3++OO4D9+4GtW4FXX6VU1MhIqjf85x9AOGW+9x4JRkuItOahQ0moilq1iIjq/HRVJzsbeP55SkV+8knaNns2RTJnzKBtzz5r+n/FVBm9Xm9S85idnY3w8HA4OTlh06ZNcHZ2Ntl/wIAByMrKwtGjR6VtR44cQVZWFgYOHFitc7NQtBOUSoV0ARc1JQzDMAxTG6SIYpkaxaIKhGKhQVzecTNS3nj0KJCbKxt63HUX1Wb16EERx82bgZQUYNs2ef/Nm2m9tkLR3Z2iNYJvviGROn06RQjHj6eIp3BGfekl0/d7espRxY8+qpu2ECLt1LhPYmPFw4OWnTvT8naJKN66BURFUXTaXHuTsjg7A++/T+Y1H31keT+FAggPp0jc8OGm9avPPitHwd94QzYTKotx/StAdbmA9YTiypX0f3X6NP0/33EHIGrmlEoyg1q06LbvoQgAubm5iIyMRGRkJAAgOjoakZGRiImJQV5eHl5//XVERETg5s2bOHnyJJ544gnExsbiAYOjbk5ODsLDw5GXl4elS5ciOzsbiYmJSExMhNaQSt+5c2eMHDkSM2fOREREBCIiIjBz5kyMGTMGHTt2rNZ4WSjaEWpHFooMwzBM3SFqFNVCKArX0wquM0WldLNy541IeWNpKdVMCaE4ejQtRVrounXA//5nWjO4Zg0t6yJdTUQ5Zs2i6A5Aaa9DhlCUceJEOvfgwSRey/LCC4CLC6WLCpOQikhNJUFgSVTu20fLxph2aonbTShu307Lvn0pulpVaiuWXnuN0rFzcijKWJbsbJpoAWSh2LcvnTc6GjBT61ZrTp+m5WOPUeT+wAF5AoEx4fjx4wgLC0NYWBgAYPbs2QgLC8Pbb78NlUqFixcvYtKkSejQoQPGjBmDlJQU7N+/H126dAEAnDhxAkeOHMHZs2fRrl07BAYGSo9bt25J51m1ahW6deuG8PBwhIeHo3v37vj111+rPV4WinaE2kEFACjk1FOGYRimDpCFIl1fqmJmU1iiRdPcDHROuQEA2N7OkPb2119UewjI9VZCKG7bJje5FyJSUBdCcdQoMtH5+mt5m4sLpZIaWchj9mzz72/aVBabxjVXZYmPBx55hPb38qKb5YkTqWeioLBQrhWzh4iiQAjFK1fIsbY26HT0eanLvoJ1jYh+h4fb9rxKJfDQQ7QuaiSN2bePJj3atpX/dzQaoFMnWrdGneLZs7QcNQpo3rzuj29HDB48GHq9vtxj+fLlcHZ2xrp16xAXF4eioiLEx8dj48aN6GNUy2rp/Xq9Hq2N0th9fHywcuVKqV3HypUr4eXlVe3xslC0I8SML0cUGYZhmLqgbOqpXKNoOf2ysESHATEUYbjWoj3+6mRoOP7TT2TS0bKl3BMwJATo0IGcEk+fppvgxYtN6/bqygDDz698NMfDg6IyQ4cC48aRy6klZs+m8e3aRW6fZfnf/+hmXJiVAGRGsn491aYJjh6l30NAQMX9ExsbLVpQi4fSUuDatdoda+1aarcxZUrdjK0idDpy5a1O/0KtVo4o3nOPdcZVEaIVx99/UwTRGDEuEU0UiPTTuhaKer3sXCwMjRi7gYWiHSGlnnJEkWEYhqkDpPYYZVxPK+qjWFiixV3RkQCAqC79cLhVd3pBmDGMHi0LNoVCjioCJNiaNycDDEGrVrX/QSrCx4dqujZurNhdtVUrOdopop+C0lKqycrJoQjl8eNUk/nnn/T6l1/K7QqM6xPtqWZLqQRE/ZNIP42IqFkqalQULf/6y3L7lKqg15dP/y0tlbfFxZHQ69WL2nxUtf705EkgPZ3qV0Uqsy3p0YN+14WF9LnNygJefpm2iai5JaFY13WKMTH0uXd0pEkfxq5goWhHOBtSgziiyDAMw9QFReX6KJKwqSj1tKC4VDKyudK9P5I9miArqK28g0g7FRgLxUceoeXjj5P5h7c3RSAbCjNn0nL5cln4AhQlzMyk8R44QMLDzY3cMB9/nATI44+T6BE1jvZUnygwrlO8dAm4804SNWWs/SvFuCn4ggU1G0tSEn12mjQhM6PHHwdCQ8mJ08+PUka7dZP/Hps2Vd3VVqSdDhtGDr62RqGQ008XLaLJiQULKNKtUlELmrLRcZFiffRo+f6htUGknXbqRGKRsStYKNoRIqLINYoMwzBMXVBcVigKM5sKhKLnpSg0y0lFqaMT4rv2BADEhRmiGY6OFDU0pndvinYEB8uisXlzinzs2wc4OdXhT1RLRo+mRvOpqaaiQgiH4cPLC4cFC+jnuXqVhIk9GtkIhFC8eJFSjbVaSul84gkS2StXUlqpmR5vJhgLxZUrqf9gdVm7liKGGRnUbmL5cmpRodPR32/7dnqtVy8SkQCZFuXlVX7s+qpPNEaknx49SqK8RQty7k1Lo/G5uZnu36ULbcvJkVuY5OVRSnWrVuaNcQD6fVUUaRUR365da/fzMA0SFop2BNcoMgzDMHWJVKOoKlOjWGrhxlGnw7Dvyb7/Wt/BcHSnm9XL/QzicNSo8m6ICgU1ur9yxbRpeWhow7v5dHAA/vMfWl+8WN4uhIO5ejUvL+o32K4dpbk6OZGgFKLKnhA/05kz1P4EAO67j5Y//URtSe6/n35PFYkPIRSdnckYp6KegZYQwufZZ8nh9p13yF03OprE1Q8/AMuWAYcOUVQuKIjSKEX7ibLs3EmfR19fWezXR32ioGNHmmQBKHJ7/Dj9bjUa8/s7OMj7f/op9Q3t2pWWt27R5zojw/Q9e/ZQVPbBBy3/vUREkesT7RKbC8WSkhLcunULly5dQnp6uq1Pb9eoOfWUYRiGqUOKDa0u5NTTSiKKS5ciKOoE8hydceiZuXBxpOjaxdCBJAaXLTP/PqWSUuYaAzNmkLjduZNS/TIyZIMQSxGmIUNICKelUcrq9u0V10M2VoRQPH2a2jAEBlKbk3/+ASZMoJRIJyd6XbRUMIeIIIqelt9/X7VIn6CwkEyHAHKrffppYN48GkPr1kCfPlRTOn06jcfVFfjqK9r/889JdBmj11MN4Pnz9DcEKDIeHFz1MVmD33+nSOnOnYC/f+X7i2brv/xCkcQbN0ggt2lDUd7XXpP3Xb+eUnbj4ylSuXKl+WNyRNGuscm3VG5uLn788UcMHjwYGo0GrVu3RkhICJo2bYqgoCDMnDkTx44dq/Hx58+fjz59+sDDwwN+fn4YP348Ll26ZLLP9OnToVAoTB79RWGvneAs9VHk1FOGYRim9liqUTRrZpOYCMyZAwBYcNejKGnREq5OJP4KikvpJtXHxwajtjKtW8v1X3PmkCDR6UgkNaR6yvqgXTvT1Nvp0+n5qFEUzdu2jdxMAVN3WGP0ejmiOHMmiZjMTKohrCp791Iz+ubNqx7pGjcOmDSJIpgPPGAaXdu/n4St6KWZkFC1fprWpl07YNq0qqdnv/AC8PzzVAs8cSLw1lsk9MQEzuLFJJhnzqToZFGR7ED8f/9Hv5O8PGDFCnK2LSmRzYo4omiXWF0oLly4EK1bt8aSJUswdOhQrFu3DpGRkbh06RIOHz6Md955B6WlpRgxYgRGjhyJK1euVPsce/fuxbPPPouIiAhs374dpaWlCA8PR16Z2aeRI0ciISFBevxjKR+7kSL3UeSIIsMwDGOeHVFJeG3tmSrVs8t9FKsQUXz/fSAzEzeDO2N5r7FwdlTBxSAU84vtbALzk09IAG3cSJEqoH7r1RoKjo4kXgQiTdcY0fLi999JYJclK0s2CgoMNN2/qvz7Ly1Hjaq6s6xCQemxbdpQpE2YEAFytPGxx6imMSCgcTrW+vvTzyJqRd97D3B3Jwde4TT84ov0e9DpqLY0KoomQZKTKQW1UyeaABgyBDh1isSiu3vdtbFhGhRWt2o6dOgQdu/ejW4WZhr69u2L//znP/jhhx+wdOlS7N27F+2r2Vdoy5YtJs+XLVsGPz8/nDhxAncbNbNVq9UICAio/g/RSJBrFO3sgswwDMPUGQt3XMb5+GyEd/HH0E4Vp6uVbY/hJJnZmKlXMkQWtg6bDK1SBWcHFbROtF++vZmshYQAzz1H9V0i9a4+69UaEp07k1nKkCGmolEwejTVosbGkkOs0X0aADma6OVFNYoPPwx88AGwZQu1pKhKVFoEAkQ7k6ri5UVplgMG0CTA88/TY8MGev2556p3vMbEp59S7WZODkXMx48nV1eFgmo8hwyRezQCVNcoTIC6dm2cwpmpFKtHFFevXm1RJBqjVqvxzDPP4Iknnqj1ObOysgAAPmW+TPbs2QM/Pz906NABM2fORHJycq3P1ZCQ+yhyRJFhGIYxT1puscmyIiQzm7IRRXO18JmZAIB0ZzKrUTsqjVJP7UwoAmSOIurCnJzKC57blUcfpZTPt982/7qzM6V4AubTT4VQFBP7ISFkbFRSQlGwyrh6lepBHRzK9xKsCj17krkNQMtevSi6Nnw4OYfaKz4+ZEIUHU0/9/DhsvgbPJjqRb28KAq5Zg1tF/0uOe3UbrG7Smq9Xo/Zs2fjzjvvRFejwtpRo0Zh1apV2LVrF7744gscO3YMQ4cORZFxH6QyFBUVITs7W3rk5OTY4keoMdxHkWEYhqkIvV6P9HwSiJn5JZXuL6ee0vWlwhpFwyRtpqMrABhSTylxKb+4tHYDb4hoNGR8AlCKY9l2BLcrEydStHDwYMv7iHTS1aupfYYxZYUiILeC+P13Skv97DPg22/NO3GKtNO77jJ10a0OM2dSFNHLiyJsANX33c4sWEAR3bfeIqFv3P+UjWzsFqumnhYUFCA9PR3Nmzc32X7+/Hl0sdKszKxZs3DmzBkcOHDAZPuDDz4orXft2hW9e/dGUFAQ/v77b0w0/rAbMX/+fLz77rtWGac14D6KDMMwTEUUlGgl8ZeRX4WIYhkzG6eKahQNQjHD0QUA4OKogsoQkbDLiCJA0bPOnYG2bet7JI2LIUMoGpuURO6jP/wAqNX0mnA8NRaKDz1Ejpx79lDET0SyAGp/YYyIOo4aVbsx3ncf1eA9/zy1dKluGqs9Ypxe+tVXZE6UmwuEhdXfmBirYrWI4po1a9ChQweMHj0a3bt3xxFhHQ1g6tSpVjnnc889h02bNmH37t1o0aJFhfsGBgYiKCioQvOcuXPnIisrS3pEGX8xNUC4PQbDMAxTERlGUcTMgsojiuVdT2mp0wNanVE0R683EopyRFFKPbXnCcxevSjyxFQdlYpq4pRKau8wbBiZpQByRDEwUN4/KIhcc/V6Eomu9BnDiy/KPQ0Bem3vXjq+iELWhtatyW111Sr7bGdSG1q0oOjtokXUx5GxS6z2qf/ggw9w8uRJnD59Gj///DP+85//4DdDLrq+oiarNUCv12PWrFlYt24ddu3aheAq9LVJS0vDrVu3EGj8RVQGtVoNT09P6eFRtklwA4PNbBiGYZiKyMiTo4iZVYkoak3NbBwd5NsGk6hiQQFQSumlaQ4UUXR2VNqv6ylTex57jExnNBrqsfn007TdXOopQO0ZVCoyWYmOpvTV0lJq43DrFu3z/fe0HDeOhAxjXe68kyK6bGRjt1gt9bSkpARNmzYFAPTu3Rv79u3DxIkTcfXqVSjq+AP17LPP4rfffsPGjRvh4eGBRMOXjEajgYuLC3JzczFv3jxMmjQJgYGBuHHjBl5//XX4+vpiwoQJdTqW+sTZkSOKDMMwjGWM002rU6NYNvUUIBEprjsimgilEukKJwClcHZUSSVkdpt6ytSOe+4hd9HBgymt1LiHYlmhOGECkJ8v9wxcsoQiiJGR9Nq//1J/P0AWnQzD1AqrRRT9/Pxw5swZ6XmTJk2wfft2XLhwwWR7XfD9998jKysLgwcPRmBgoPT4888/AQAqlQpnz57Ffffdhw4dOmDatGno0KEDDh8+3OCjhNVBiijac4oPwzAMU2OMU08zqmVmI1JP5YleE+dTg+MpPD1RWErq0NlBTj3liCJjkf79yaE0PZ0ig5aEImDaWN7VlQxnfH2BEyfoODk5QPv2NXM7ZRimHFaLKL7//vvw9zftz+Tk5ITff/8ds2bNqtNzVZbK6uLigq1bt9bpORsiUnsMjigyDMMwZsjMr17qqShlEBFFhUIBR5UCJVq9aS9FQ0RRr9Gg0PAeZ0cllEqDmU2JFjqdXnrOMBJqNbXAOHOGzGMqEoplCQoC/vc/YMQI4Pp12vbUU1xPyDB1hNX+k7766iuMGTMGzzzzDDZs2GDSWuKOO+6w1mlvayQzG+6jyDAMw5ghPa/qqaelWh2EX41xyqmjOedTIRQ9NVK6qdrIzAaAJCAZphzCNfPYMSAlhdarIhQBclAVbUqcnYHp0+t8eAxzu2K1iOLq1auh0+lw7NgxbNu2DV999RUUCgWGDBmC8PBw9O3bt85rFW93nB3ZzIZhGIaxjLE4LCjRorBEK9cZlsG4V6KTQ1mhqDXtpWgQijqNRtrk4qiCg1EEMb9YC1cnq3blYhorYWFUX7h1K9UpqlSUUlpVXniBGsY3b05LhmHqBKvG5pVKJfr164e33noLu3fvxsaNG9GtWzesWLEC/fr1s+apb0tERLGQI4oMwzCMGcr2TqwoqlhcWpFQNB9R1HpQg3OlguoZlUoFXAxClA1tGIv06EHLEydo6e9fvfRRhYJcVLk2kWHqFJsmcXt4eGD8+PGYMWMGjh49astT3xZwewyGYRimIsoa2GQWWK5TFEJRqYBJZNDJYGhTUmpUo2gwsylxJ4M4Z0eVlDXEhjZMpQihKPKWq5p2yjCMVamXal97aknRkJBqFNnMhmEYhjGDcR9Fem45olhk1BrDuFRE9FI0l3pqLBQFci/F0lqMnLFrNBqgTRv5OQtFhmkQWK1YYPLkyWa36/V6pKenW+u0tzXO7HrKMAzDVIBIPRXOpVkVRRQNQtDYyIbeazn1tNidUk+djVJVRUSRU0+ZCgkLk51LWSgyTIPAakJxx44d+PXXX+Hu7m6yXa/XY9++fdY67W2NXKPIF2OGYRimPKImsZWPK66l5FXYS7FYiiiamt1UJBSLXOmabxpRpFsNTj1lKiQsDFi7ltZZKDJMg8BqQnHw4MFwd3fHoEGDyr0WJmyQmTqF+ygyDMMwligu1SG3iNI/g33dDUKx8hpFtYNpRFGqUTQjFAtc3YF8ao0hcDFcm/J5EpOpCFGnCACBgfU2DIZhZKwmFNetW2fxtS1btljrtLc14mKu1elRqtXBQcUNZxmGYRgi0yAKlQqKKAJAVkURRa1co2iMiCgWG5vZSELRA8iXSyEASC0xCrhGkakI4yACRxQZpkHASsKOME71KeSoIsMwDGOESDP1cnWCj5ujYZvliGJRSTVqFA2upwUubgAgtcQAjM1sOKLIVEBgoCwQmzev37EwjJXYt28fxo4di2bNmkGhUGDDhg0mr8+bNw+dOnWCm5sbvL29MXz4cBw5csRkn8WLF2Pw4MHw9PSEQqFApuH715iMjAxMnToVGo0GGo0GU6dONbtfZdhUKE6bNg3Lli2Tnt+8eRP//vsvsgwzkUztML6YF3GKD8MwDGNEusHx1MvVEV6uTgDKt8swplhL15FyEUXhelpaPvU0z6V8jaKrIwtFpgooFMD33wOvvgpwr23GTsnLy0NoaCgWLVpk9vUOHTpg0aJFOHv2LA4cOIDWrVsjPDwcKSkp0j75+fkYOXIkXn/9dYvnmTJlCiIjI7FlyxZs2bIFkZGRmDp1arXHa7XUU3Ns3boVTz31FABSuj179kR+fj58fHywa9cudOzY0ZbDsTuUSgWcVEoUa3Vcp8gwDMOYIFJPfVyd4G0QihWmnpaaTz2tqEYx19kdQFGZ1FN2PWWqyPjx9GAYO2XUqFEYNWqUxdenTJli8nzBggVYunQpzpw5g2HDhgEAXnzxRQDAnj17zB7jwoUL2LJlCyIiItDPMOmyZMkSDBgwAJcuXaqW3rJpRDErKwstWrQAAPzvf/9Ds2bNkJWVhSlTpmDu3Lm2HIrdIuoUWSgyDMMwxhinnnq5ViH1tLSKqad6PZCdDQDIUVPto7MDu54yDHP7kJOTg+zsbOlRVFRU62MWFxdj8eLF0Gg0CA0NrfL7Dh8+DI1GI4lEAOjfvz80Gg0OHTpUrTHYVCi2bNkS0dHRAMjsZtq0aXBycsLMmTNx8OBBWw7FbhFOc9wig2EYhjFGiEJvV0dJKGYWVB5RVDtaMLPRGsxs8vIAQ5pqtpOb4T1GqacioljCZjYMw9gnISEhUj2gRqPB/Pnza3ysv/76C+7u7nB2dsbChQuxfft2+Pr6Vvn9iYmJ8PPzK7fdz88PiYmJ1RqLTVNPp0+fjlmzZuHee+/Frl278O233wIAtFotcnNzbTkUu4UjigzDMLcBmZnAqlXAQw8BTZpU6S0ZhhpFHzcnqUYxM78Yer0eCoWi3P6S62llEUVhkKBSIdeBjmsu9ZQjigzD2CtRUVFobmTCpFara3ysIUOGIDIyEqmpqViyZAkmT56MI0eOmBV/ljD3nW7pu74ibBpRnDt3Lh588EEcOnQIH3/8Mdq1awcAOHbsGFq1amXLodgtUi9FjigyDMPYLwsXArNmUT2Xtmrf98app96GiGKJVo88CwLOYo2ig6FGUUxICkM6Ly8UGJxSndn1lGGY2wgPDw94enpKj9oIRTc3N7Rr1w79+/fH0qVL4eDggKVLl1b5/QEBAUhKSiq3PSUlBf7+/tUai02FokKhwBtvvIG9e/fi5ZdflrYnJSWVK95kaoaoC+GIIsMwjB1z4gQtDxwAPv+8Sm/JNEo9dXFUSQIw00KdoiWhWC6iKISiRoOiUhKDLuZST1koMgzDVBu9Xl+tmscBAwYgKysLR48elbYdOXIEWVlZGDhwYLXObZPU09dffx3jx49H3759zb7+yiuv2GIYtwUiosg1igzDMHbM+fPy+ltvASNHApWYHaQLoejmBIVCAS8XRyTnFCEzvwQtvMvvL9UoWhCKUo2ikVAslCKK8ntcHIWZDdcoMgxze5Obm4urV69Kz6OjoxEZGQkfHx80adIEH374IcaNG4fAwECkpaXhu+++Q2xsLB544AHpPYmJiUhMTJSOc/bsWXh4eKBVq1bw8fFB586dMXLkSMycORM//vgjAODJJ5/EmDFjqt1hwiYRxYSEBIwZMwaBgYF48skn8ffff9eJGxBTHq5RZBiGsXPy8oAbN2h9yBCgpASYMkUWbBbINKSeitYY3lIvRfMRxSq7npoIRZqkdDYTUeTUU4ZhbneOHz+OsLAwhIWFAQBmz56NsLAwvP3221CpVLh48SImTZqEDh06YMyYMUhJScH+/fvRpUsX6Rg//PADwsLCMHPmTADA3XffjbCwMGzatEnaZ9WqVejWrRvCw8MRHh6O7t2749dff632eG0SUVy2bBn0ej0OHDiAzZs34+WXX0ZcXBxGjBiBcePGYcyYMdVy82Eso+bUU4ZhGPvmwgVa+vkBf/xBkcSoKGDiRODffwEnJ7NvM3Y9BSA7n1ropSiZ2VTWR9GcUHQw53rKQpFhmNubwYMHQ6/XW3x93bp1lR5j3rx5mDdvXoX7+Pj4YOXKldUdXjlsVqOoUChw11134dNPP8XFixdx9OhR9O/fH0uWLEHz5s1x99134/PPP0dcXJythmSXiHQfUSfCMAzD2Bki7TQkhMTi338D7u7Arl3A448DuvIThVqdHlkFspkNLYVQrGWNonA99fKSUk+NW2qwmQ3DMEzjxKZmNsYOPJ07d8acOXNw8OBBxMbGYtq0adi/fz9+//13Ww7J7hARRXGxZhiGYewMIRRFKlLPnsDatYCDA/Dbb8CyZeXeklVQAjGJLQSit9Qiw3xEUU49VZlsdzQIx+JSMzWKpeZSTyl5ic1sGIZhGhc2FYqTJk1CaWn5YvamTZti2rRp2LhxI/7v//7PlkOyO+QaRb4gMwzD2CVRUbQ0qllBeDggUpHM1KGItFMPZwcpIqgxCMYMS6mnZSOKOh3w+OO4+6t5gF5vNvVUiEHzNYqlFaZcMQzDMA0LmwpFb29vPPfcc+W2p6WlYfjw4bYcit0i91HkiCLDMIxdUjaiKHj0UVru2weU6aElt8aQ6xfF+unYTLz8v9N47vdTyC6URaOoUZRcT8+dA5YvR8j6lWial2mhPYbB9dShfOqpTs/18wzDMI0JmwrFX3/9FTt37sRPP/0kbbtw4QL69u0LT09PWw7FbuE+igzDMHZMbq7seBoSYvpaUBDQpw+g1wNlDBHyiijS56aWPeyEqc2JmxlYezIWm0/H4/nfT0Gro6hfsSEzRYooHjwovbdjyo0KzWyEOAQAV6PoIqefMgzDNB5sKhS9vLywdu1azJkzB0eOHMGWLVswYMAATJo0CRs3brTlUOwW7qPIMAxjxxg7nppzCxe9ttasMdkst62QL/u9gnzgqFLA190JD/VpCWdHJfZcSsFH/9A5yqWeGgvF1JtyH0UTM5vyqacOKqXUYiOfr00MwzCNBqu3x7jvvvvQo0cPhIWFoUePHujWrRu+/fZb3HvvvSgsLMS3336LadOmWXsYtw3cHoNhGMaOMVefaMz99wNz5gB79gDJySQoAaOUUFnAtfNzx/l3R0KpIDF3V/umePa3k1h6IBrdmmvKp54aCcUOKTcRVVq19hgARRiLC3QoKC7vU8AwDMM0TKweUWzfvj0OHjyImTNnok2bNvDx8cHixYuh1+vxyCOPoEePHigpMV9Iz1QfNrNhGIaxY4xbY5gjOBjo1YuMZzZskDYLAWfctgKgaKGDIdp3b/dAPDukLQDg54PRckRRpQTi4+WUVwAdU8unnuo9PY1cT03P48otMhiGYRodVheKn3/+OXbs2IGUlBTExMTgl19+wbBhwzBkyBDs3LkTPXv2hLu7O0JDQ2t8jvnz56NPnz7w8PCAn58fxo8fj0uXLpnso9frMW/ePDRr1gwuLi4YPHgwzosLrh0h0n04osgwDGOHWDKyMeb++2n5xx/SpkIzEUVzTB8YDIUCOBObhVvpBQAMqacimujlBQDokBqD0hJDdNAgFEvcPaQWHGrH8hFFgIUiwzBMY8KmNYo3btxAy5Yt8eabb2LNmjW4evUqsrKysGPHDjz55JM1Pu7evXvx7LPPIiIiAtu3b0dpaSnCw8ORl5cn7fPpp59iwYIFWLRoEY4dO4aAgACMGDECOTk5dfGjNRikiCLXgTAMw9gfVRGKkycDSiWwezfwyy8A5GtC2UhfWZp6qNGjpRcAIDG7EEAZoTh5MnROariWFME7JYEil9nZAIBCVw/pOJYiimxmwzAM03iwqVB87rnncOLECZNt7u7u8Pf3x6PC1rsGbNmyBdOnT0eXLl0QGhqKZcuWISYmRjqXXq/Hl19+iTfeeAMTJ05E165dsWLFCuTn5+O3336r1c/U0JDaY3BEkWEYxr7IzQVu3qT1ioRimzbAO+/Q+tNPAxcuSNcEdSURRQAY3tnf5LmTykgoDhqEgrYdAAAt467SmAxhxAI3EooKBSTzGoGrI1kicESRYRim8WBToXjp0iUMGjSo3Pbdu3fj4YcfrrPzZBnSYHx8fAAA0dHRSExMRHh4uLSPWq3GoEGDcOjQoTo7b0NAMrPhPooMwzD2hbHjaZMmFe/7xhvAsGFAfj4weTJKc3IBVB5RBIARIaZC0bm4ADh1ip7ccQcKO3UGALSMvy47njo5oVBF7TZcHFVQKBQmx5BTT9nMhmEYprFgU6Ho6emJ9PT0ctvvuusuHD16tE7OodfrMXv2bNx5553o2rUrACAxMREA4O9vevHz9/eXXjNHUVERsrOzpUdjSFN1dmQzG4ZhGLukKmmnApUKWLUK8PcHzp1D8J5/AZi2rbBEez93tPJxlZ57nj0FaLVA8+ZAq1Yo7kRGOq0TooGtW2mnVq1QaJigNHcOKfWUyyIYhmEaDTYViuPGjcPnn39efhBKJYqLi+vkHLNmzcKZM2fw+++/l3ut7AynXq8vt82Y+fPnQ6PRSI8QSy5zDQgRUSzkiCLDMIx9UVlrjLL4+1O9IgCf6CsAjFpdVIBCoTCJKnpGGkpG7rgDUChQajh/+/irwMcf02uzZhm1xih/DjazYRiGaXzYVCh+9NFH2L9/P4YPH44zZ84AAAoLC/HJJ5+ge/futT7+c889h02bNmH37t1o0aKFtD0gIAAAykUPk5OTy0UZjZk7dy6ysrKkR5S4SDdguD0GwzCMnVKdiKKgY0cAgM+t6wDKu5FawrhOUR0fSyudOgEAdCF0/tapt4Dr14GmTYGZM2WhWEFEkYUiwzBM48GmQtHX1xeHDx+Gk5MTevToARcXF3h4eGDz5s347LPPanxcvV6PWbNmYd26ddi1axeCg4NNXg8ODkZAQAC2b98ubSsuLsbevXsxcOBAi8dVq9Xw9PSUHh4eHhb3bShINYpsZsMwDGNfVNZD0RwGcdck/gaAClJPDx8GVqyQnvZp7Y1mGme4OKrgnJ5KGw0Tq8pWrZDtJKemYvZswNVVasFhToy6OpGZTUEtahRLtTo8+ctxfLHtUuU7MwzDMLXGwdYnDAoKwj///IOYmBhERkbC0dER/fr1k4xnasKzzz6L3377DRs3boSHh4cUOdRoNHBxcYFCocCLL76Ijz76CO3bt0f79u3x0UcfwdXVFVOmTKmrH61B4MyupwzDMPZHVR1Py2KIKPomxcJRW2I+9VSrBe67D0hJIRHapw8cVEpsmHUHikp0cLj3XdrPkJ3j6KDC5aZB6B13gfoqPvMMABhFFM2knjrWPqJ4OSkX26KSsOtiMp4f1h6OKpvOdTMMw9x2WF0oPvroo1iyZAlcXFxw69YttGzZEgDQqlUrtGrVqk7O8f333wMABg8ebLJ92bJlmD59OgBgzpw5KCgowDPPPIOMjAz069cP27ZtaxRRwuog1yhyeg/DMIzdIBxP/f0rdzw1pnlzwM0Nqrw8tMpMNB9RPH6cRCJAkcU+fQAAfh7OtC0pST43AEeVAsdbhKB33AXoX3oJCk9PAEZC0UwLjrroo5iRT14GpTo9bqbloZ2ffV2/GYZhGhpWF4ru7u4oKiqCi4sLgoKC4O3tjdDQUISGhqJHjx4IDQ1Fly5d4OjoWONz6A09nCpCoVBg3rx5mDdvXo3P0xjgPooMwzB2SE3STgFqatixI3DyJNqmxZpvj/Hvv/L68eOmr+n1slCUIopKfDXwYewN7okVr82Bk2HXiiKKdVGjmJ4nm95dTc5locgwDGNlrC4Uf/jhB2n9+vXrOH36NE6fPo3IyEhs2rQJN27cgIODAzp16oTTp09bezh2j0gr0ur0KNXq4MCpOQzDMI2fmhjZCDp1Ak6eRJv0OLPRPmzZIq+XFYq5udSLEZAiik4qJQqcnHE4KBQlehgJRZqgFA6nxrgYahTza5HtkpkvC8UrSbkY2bXGh2IYhmGqgE1rFFu3bo3WrVvjvvvuk7bl5OQgMjJSckFlaodxWlFRKQtFhmEYu6A2QtFQp9g2LVbKOpFITQWM+xhfvAjk5ACiLENEE93cAHd3ADCpDSwu1cFNTesVpZ56ONPtRlZ+zVthpeeVSOtXU3JrfByGYRimathURQwYMADZ2dkm2zw8PHDXXXfh2WefteVQ7BYnows41ykyDMPYCdXtoWiMwfm0TXps+RrFbdsovbR7d6BFC1o/dUp+XbSVMmolpVIqoDS0IC7RymUOIqJozvW0uZcLACAus7D64zeQUSaiyDAMw1gXmwrFI0eOoLCw/EUiOzsbr7zyii2HYrcolQpJLHKdIsMwjB1g7Hha3RpFQI4opsfCuWyWiUg7HTlSMrExST8tU58oEFHFYmOhWGq5RlEIxdTcohpPYhrXKF5LyYVWV7k/AcMwDFNzbCIUJ06ciI8//hgKhQLJycnlXs/Ly8OCBQtsMZTbAlGnyEKRYRjGDhDRxOo6ngrat4dOoYBXYS5cszPk7TqdLBRHjQJ696Z1Y6FoJqIIyNkrJVpZrMlmNuUjil6ujnAz1C7GZRZU/2eAaUSxqFSHuIyaHYdhGIapGjapUQwKCsJff/0FvV6P0NBQNGnSRHI+7d69O86cOYPAwEBbDOW2QO2oQk5RKYpKOfWUYRim0XPiBC1rknYKAK6uSPBsiuZZyXCPvgp0Cabtp05RWwx3d2DgQKDYIMTMRRTLCEVHByVQZD711FyNokKhQHNvF1xOykVcRgHaNnWv9o9hHFEEgCvJOWjVxLXax2EYhmGqhk0iigsXLsSBAwfg6OiIiIgILFmyBHfccQeuXr2Kd999F2vXrsWnn35qi6HcFoiIorhoMwzDMI2UwkJAXB+HD6/xYa75tAAAuERflTeKthjDhwNOTkCvXvT8yhUgM5PWLaaeUpFicamxULScegoY1ynWMKJoEIqtfEgcXk3mOkWGYRoX+/btw9ixY9GsWTMoFAps2LDB5PV58+ahU6dOcHNzg7e3N4YPH44jR46Y7FNUVITnnnsOvr6+cHNzw7hx4xAbG2uyT0ZGBqZOnQqNRgONRoOpU6ciU3yvVwObup7m5eXBwYFOaex8ytQtUi9FNrNhGIZp3Hz9NXDjBtC8OfD88zU6RIlWh2s+zXF39Emor16RXzCuTwQorTU4GIiOpijmsGEWU08dpdTT8kLRXHsMAGjuTUIxNiO/Rj9HuiH1tG+wD2LS83GFhSLDMI2MvLw8hIaG4vHHH8ekSZPKvd6hQwcsWrQIbdq0QUFBARYuXIjw8HBcvXoVTZs2BQC8+OKL2Lx5M/744w80adIEL7/8MsaMGYMTJ05ApaLv3ylTpiA2NhZbDN/zTz75JKZOnYrNmzdXa7xWF4oxMTFo1aoVncyh8tPFxcWhefPm1h6WXaM2pP1wjSLDMEwjJiUF+PBDWv/wQ2pRUQMKS7S41qQlAMDh6mXamJEBHD5M60IoAlSnGB1N6afDhlmMKJqrUcwrtlyjCADNvSgSWJPawoJirZQl07e1D9aciOWIIsMwjY5Ro0Zh1KhRFl+fMmWKyfMFCxZg6dKlOHPmDIYNG4asrCwsXboUv/76K4YbskxWrlyJli1bYseOHbjnnntw4cIFbNmyBREREejXrx8AYMmSJRgwYAAuXbqEjgaDs6pg9dTTPn36YObMmThq3KepDFlZWViyZAm6du2KdevWWXtIdo9I+2GhyDAM04h5800gOxsICwOmTq3xYQpLdLhiEIrKw4eAvDxgxw4ys+ncGQgKkncua2hTjYhicja5mvt5qM2Oo4V3zVNPRTTRSaVEaEsvAJR6qtez8ynDMPZJcXExFi9eDI1Gg9DQUADAiRMnUFJSgvDwcGm/Zs2aoWvXrjh06BAA4PDhw9BoNJJIBID+/ftDo9FI+1QVq0cUL1y4gI8++ggjR46Eo6MjevfujWbNmsHZ2RkZGRmIiorC+fPn0bt3b3z22WcVqmymasg1ipx6yjAM0yj56CNg8WJa/+ILQFnzed2iUi2OtQhBjFcAWmUkAsuXywY5xtFEwFQo6vWWaxQdDDWKxkIxpwgA4O/pbHYcIvW0JhFFUZ/o7eaIYF83qJQK5BaVIim7CAEa8+djGIaxFTk5OSa94tVqNdRq85NmlfHXX3/hoYceQn5+PgIDA7F9+3b4+voCABITE+Hk5ARvb2+T9/j7+yPRMLGXmJgIPz+/csf18/OT9qkqVo8o+vj44PPPP0d8fDy+//57dOjQAampqbhyheokHnnkEZw4cQIHDx5kkVhHcOopwzBMI+bzz4E33qD1jz8Ghgyp1eEKS3TQKVVYOdBQD7NggWlbDGN69qTljRvA9etkpgNYjigarjNFpVrJldSSUGxhMLNJzC40iURWBXFsb1cnODkoEWRwO72SnFOt4zAMw1iDkJAQyThGo9Fg/vz5NT7WkCFDEBkZiUOHDmHkyJGYPHmy2faCxuj1eigUCum58bqlfaqCzcxsnJ2dMXHiREycONFWp7xtkfsockSRYRimUXHwIPDKK7T+/vvAq6/W+pAiu2RLn5F4/cgfJAABwNUVuOsu0529vIAOHYDLl4F//qFtHh60rxGOZWoUk7MpmuikUsLb1dHsOHzd1XBSKVGs1SExqxAtfare2kL0UPRxcwIABDdxw/WUPNxK516KDMPUP1FRUSYeKzWNJgKAm5sb2rVrh3bt2qF///5o3749li5dirlz5yIgIADFxcXIyMgwiSomJydj4MCBAICAgAAkiWwQI1JSUuBfZtKvMmzSHoOxLcJIoIjbYzAMwzQudu+m5YQJVKNYB0jZJa5uwLPPyi8MGQI4m4n+ifTTv/6ipZkbC6cyNYrJOYb6RE+1xRlrpVJh5HxaPYFnHFEEAC/DMqewpFrHYRiGsQYeHh7w9PSUHrURimXR6/UoKqLJuF69esHR0RHbt2+XXk9ISMC5c+ckoThgwABkZWWZ+MMcOXIEWVlZ0j5VhYWiHSLVKHJEkWEYpnERGUnLO++ss0MWGfc3nDVLFodl6xMFQiju2UPLMvWJgFEfRYNQTMyim5gAC2mngpr2UjSuUQQATxdKiMpmocgwTCMiNzcXkZGRiDR810dHRyMyMhIxMTHIy8vD66+/joiICNy8eRMnT57EE088gdjYWDzwwAMAAI1GgxkzZuDll1/Gzp07cerUKTz66KPo1q2b5ILauXNnjBw5EjNnzkRERAQiIiIwc+ZMjBkzplqOp4CN+ygytkFEFD/feglrT8Ricu+W+O+gtvU8KoZhGDtBrweqWedRZYRQNDjc1QVi0tDZUQU0bUrmOBs3Ao88Yv4NQigWkzgzF1Es63qaZHA8tVSfKBBCsbq9FIXrqY8hkujpTIIxu6C0WsdhGIapT44fP44hRnXns2fPBgBMmzYNP/zwAy5evIgVK1YgNTUVTZo0QZ8+fbB//3506dJFes/ChQvh4OCAyZMno6CgAMOGDcPy5culHooAsGrVKjz//POSO+q4ceOwaNGiao+XhaIdMqprALacT0RKThGupeThky0X8XC/VtKFlWEYhqkhDz8MHDhArqDVrPWolJwc4No1Wq9DoSjKEES2CZ55hh6WCAsjISxaT5gTig6mZjZVFoo1dD7NyKfIobehRtHTxSAUOaLIMEwjYvDgwRW29alKm0BnZ2d88803+Oabbyzu4+Pjg5UrV9ZojMZw6qkdMrCdL46+PgxHXx+Glj4u0OmB4zfS63tYVePjj4Hp02VLdsY+yMkBcrk5NtPI0WqBdeuA2Fjgl19qfpyYGODnn+l4xpw5Q8vmzQGDFXpdYBJRrAru7tRfUWAm9dSpjJmNLBQrrsupbeqpMLPxcDaknhawUGQYhrEWNhWK06dPx759+2x5ytsWhUIBP09nDGjTBABwJLoRCMUNG4C5c4EVKyj1SfT5Yho3+flAp07AgAHU4JthrIVWC+zcCWRlWef4cXFyOuaKFXLErbr85z/AjBnAd9+Zbj99mpY9etR4iOYolCKKVRSKgJx+CpiNKDo70u1DThGlfiZlV9xDUdDCu2ZCsayZjZR6WsippwzDMNbCpkIxJycH4eHhaN++PT766CPExcXZ8vS3Jf2CDULxegMXimlpwFNP0bqbG83Y33mn7ADINF6uXAHi44Fz54CoqPoeDWOvaLVUczd8ONC9OxARUffnEGmhAHD+vFxPWB1SUuTvtZ9/Nn3NCvWJgGxmo3asxiXfWCiaiSgG+7oBAK4a+hhWN/U0PrMAOl15oR2XWYC5687iarJpBkLZ9hiSmQ1HFBmGYayGTYXi2rVrERcXh1mzZmH16tVo3bo1Ro0ahTVr1qCkhL/srUG/Nj4AgLNxWcgrasAzr88/T+mmISHU4+uee6jR8+ef1/fImNpy65a8fuCAvB4RQfb7UVFyU2+GqQk6HTBzJvDnn/Q8Job6A9agcL9CjIUiAPz6a/WPsWmTHFmPjDQVm9aKKBrqCJ3rMKLYKcATAHAxsaxQrDj1NMDTGSqlAiVaPZJzisq9vnR/NH4/GoPnfj8FrUFI6vV6ZOSVqVF05hpFhmEYa2PzGsUmTZrghRdewKlTp3D06FG0a9cOU6dORbNmzfDSSy/hypUrth6SXdPC2xXNvVyg1elxMiajvodjnl27gN9+A5RKYPlywM8PmD+fXtu/HyhtwAKXqRxzQvHcOeCOO4CxY4EuXciJ8ezZ+hkf0zjJyQH++19g1CgSNcuWyd8hkyfT98ZzzwGXLtXdOUWj+jZtaLlqFUXLX3mF0uarklotjAqcSPBgxQpaarXy/0AdRxQLjdtjVJUePQBHgwGaURNpQacADwDAjdQ8pOYWIa+YzlFZRNFBpZTqFC8mZpd7/Xw8pQ1fSMjG70djAAB5xVqpDYdwPdW4sOspwzCMtak3M5uEhARs27YN27Ztg0qlwujRo3H+/HmEhIRg4cKF9TUsu6RfMEUVG2z66erVtPzPf4A+fWi9e3fAy4tuBk+erLehMXWAOaH4v//RTbWXF+DqSkY3q1bVy/CYRsqqVcDixcCWLcCpU+TSuXw5MG0a8McfgMESHL//XnfnFBHF//6XJjeSk4HWrSnz4eOPgTVryr8nKYnGmZ1NtZM7dtB2MRm2ciXVPV65AhQUUOp927ptZ1RUWoMaRRcXErFffgm0aFHu5aYeavi4OUGnBw5eTQUAeKgd4Kau3Ey9vyHTRbxPoNfrcSFBFo+fb7uEzPxiycjG2VEJFyf6GUREsaBEi+JSrn1mGIaxBjYViiUlJVi7di3GjBmDoKAgrF69Gi+99BISEhKwYsUKbNu2Db/++ivee+89Ww7L7hHpp0ei0+p5JGbQ64F//6X18ePl7SoVMGgQrYumz0zjxFgo3rxJz9eupefffAMsWULrW7bYfmxM4+XQIVpOnkwTD+fPA1On0jaFAnj0UVr//feqmc6cPg288w6Ql2d5HyEUO3YEpkyh9ZIS2aH0nXfKO5m+8goJy9GjSUgWF5Oj6PPPU+1fairwzz9yCmq3bvT9V4fUKKIIUCuQF14w+5JCoUBHf4oq7r2UAgDwqyTtVHBn+6YAgP1XTIVifFYhsgtL4aBUoIO/OzLzS7Bg+2XJyEZEEwHA3VkWpDmcfsowDGMVbNpHMTAwEDqdDg8//DCOHj2KHmbqMO655x54eXnZclh2jzC0OX0rC4Ul2qpbpNuCS5dIPKjVwODBpq8NHkxNoXfvBubMMX0tKYlSt7y9bTVSpqYYC0UAWLqU6hIdHYExY+hGW6GgG/X4eKBZs/oZJ9O4EELxP/+hmuayjB8PODsDly9TVkKvXpaPpdUCDzxAUb3SUuDDD83vJ4RimzaUOl1cTKZbo0fTtosXKY1eCFatlkQgABw8CBw5QusTJwIODrTfZ5/R91urVvRaHdcnArLraV1/93cK9MDh62nYd4WEYoCm4rRTwR1t6Zp0MTEHyTmF8POg912Ip2hiOz93vD02BFOWHMHKiJsI1FCqqqhPBACVUgEPtQNyikqRXViKJu5VE6kMwzBM1bFpRPGFF15AbGwsvv32WxORqNfrERNDtQje3t6Ijo625bDsnqAmrvDzUKNYq8OpmMz6Ho4pIpp4992UcmXMkCG0PHCAxIQgNZVMb/r3Lz97zzQ8hFDs2ZOWn31Gy2HDKPW0aVPZOGPrVpsPj2mEJCWRaFMogH79zO/j4UE1sEDl6aerV5NIBCjKnWGmnjs9HcjMpPU2bSiK+N13FFn08qLIIQC8+678fXX8ODk6u7lRKqeot544kZZPPUWTXVeuUFsPoM7rEwEj11OHur3kizrF1FyK+Pl7VE0oNnFXo0szMsMxTj8VaaedAz0xsK0v7u0WCJ0e+HLHZQCy46nAU6pT5IgiwzCMNbCpUJw3bx5yzTTdTk9PR3BwsC2HcluhUCjQK4gib1EJ5c0D6hUhFEeNKv9at250E5Wba9pTccMGumm7fJlqk5iGi05HrU4ASmMDqK8iAEyaJO8n/v6cfsqYQ6sFFiyQo4iHD9OySxcSaZYQ6aF//GHZaEankyOIKhXVRX/9dfn9RDQxIKD8pBZAxjlNm9J+v/xC28T328iRlG7t6Ah07QqEhdH2Nm2ACxeoXrF1a0CjMf9dWEtEjWKdRxQNzqcC/ypGFAHgLjPppxcShVAkAfr6vZ3h7KiUxu/taioUPQzpp+x8yjAMYx1sKhT1FupEcnNz4exc9QsMU32aelBaTqahF1WDIC8P2LuX1s3dHCmV5usURX0bAGzbZrXhMXVASgql5ykUVEsmUCqB++6Tn48cSctt29jllinPr78CL78MTJgAFBXJgnHgwIrfN2oUia+4ODkFtCybN5MLr6cnRQgB4KuvyHzGGCEULRnNuLsDr75K6/Pn0+dYTHyMGkWP6GjKkFAo5Pf5+wOvvUaOqhkZQFBQxT9TDahxjWIldPD3MP1RPKqe/nlXe6rrPHAlVbo3uJBArTY6B5IAbe7lgmcGt5PeYzmiyN8ZDMMw1sAmQnH27NmYPXs2FAoF3n77ben57Nmz8cILL+DBBx80W69YHfbt24exY8eiWbNmUCgU2LBhg8nr06dPh0KhMHn079+/VudsTIiZWGEK0CDYs4dERFAQmUOYQ6SfCqGYmSmnaAEsFBs6Iu00IIBqsMRN9t13U/RF0LcvRY8zM4GjR20+TKYBsHgxpYuWNa/S68l5EyCX0dWr5YhiZUJRrZYj12PHAiNGkDAUKetZWYAwT3v2WWDGDKBTJxJsQjQKKhOKAKWSNmlC+37/vfxZFhMhzZuTcDWHQmEqIOuQwlKRelq3EUUXJxVaN5Gjq5W1xjCmV5A31A5KJOcU4XJSLvKLS3EjjYyEhFAEgCfvboMW3lSjWE4oci9FhmlUZOYX43/HbyG3Iff1ZkywiVA8deoUTp06Bb1ej7Nnz0rPT506hYsXLyI0NBTLly+v1Tny8vIQGhqKRRU0WB45ciQSEhKkxz+WZpjtEG9XuqBmNKSIonHaqaUbJGFwc+AApZv+9RfV//j50fZDhyhVjGmYCKHYsiUtx4yhpTD7EKhUcjsDTj+9/SguJsfQ3Fy5hlWwd6/ciB4AFi4Ejh2j9QEDKj/2J5+QsY1SSa0pxo0DOnQAZs6kyYuTJ6lFy0sv0edw7lx6n3DjFVRFKLq5AS++SOv/938kcrt1M9uH0JYUSWY2dX/JF3WKQPVST50dVejXhkxt9l9JwcXEHOj1gJ+HGr5GxjTOjip8O6UnxoY2w6Repm06PF0Mqadco8gwjYJvd1/FnDVnsOLQjfoeClNFbOJ6unv3bgDA448/jq+++gqenp6VvKP6jBo1CqMqqe1Qq9UICAio83M3BoRbXEZeA7qgin5iYrbdHF270gz/xYtkMS/SEp98kvqoRUfTjaQQIEzDoqxQnD8feOgh8wYkI0cCf/5JkwHcIuf2Yv16IDGR1rduJbMaf396LqKJkyZRNFD0VW3SBGjfvvJj+/rS8W/coCjhTz9Rmuf16/R6SAiJTxHhnjCBIovXr5Mjs0gFrYpQBIBZs0jsitRVK9QcVhcpomgFx+uOAR749xz97aoTUQSAQR2aYt/lFPy0PxqPGtJjjaOJgtCWXvjm4bBy2zmiyDCNC+GT0eD8MhiL2LRGcdmyZVYRiVVlz5498PPzQ4cOHTBz5kwkJyfX21hsjUjZaTARxbQ0ao0BAHfdZXk/pZLqkxwcqAfZxo20fdIkOQK1fbt1x1obSkosm2jcDpQVii4u5FZrLoI8ZgxFdE6dIqOi+kCvr1rPPaZu+fZbeV2rlV1Kr18HNm2i9Q8+AB58UN5v4MDqpWq2bg18+imZKy1eDDzxBB377Fn5uwSg9Nc+fWjdMMkpjQWoXCh6eVEaq6AhCEURUazj1FPA1NDGrxo1igDwUJ+WaNPUDYnZhViwnf7nzQlFS3CNIsM0Lq6n5JksmYaP1YXi7NmzkWdoYGxcm2juYU1GjRqFVatWYdeuXfjiiy9w7NgxDB06FEVFRRbfU1RUhOzsbOmR04hTHEWNYoMRihERtOzYEfDxqXjf3r3pJhGgm/g2bchCXvROa6h1isePk0GGWk0pbtOmAQUF9T0q21JWKEI21iiHry/VkAGVtzOwBufP09/rnXdsf+7bmbNngf37TdM+f/2V/tc/+ICWI0dSZsGsWfL7KqtPtISrK6WdLllCdYtKM5fBoUNpuWsXLQsLyRAHqFwoApR+2qQJ/d/XdJx1SJEUUaz7S36Pll5wVCnQtqkbHFXVO76b2gHfPdITzo5K6AzzM8LxtCp4suspwzQacotKkZBVCACITs2FTseTso0BqwvFU6dOocTQU8q4NrHsIzIy0qrjePDBB3Hvvfeia9euGDt2LP79919cvnwZf//9t8X3zJ8/HxqNRnqEhIRYdYzWxDj11JL7rE0RQrEqNUYA9SgTxjaTJ1MkYcgQurm8eBEw9OFsUPz0E91glpaSYPrlF+Dtt+XXf/2VHvZMGaG4ZN91dHlnK/YbGnSXQ7TQ+OMP20f21q+nGrlPPqHUR8Y2CNOYCROA2bMpe+DkSYr4LVtGr82ZQ8u+fen/Xqm0bqROfNfs2kWfw+hoWnp40IRGZfj5AVFRFB13cqp8fytjzYhigMYZm2bdiZVPWOhnWQmdAjzx3riu0nPRX7EqcB9Fhmk8RBtFEQtLdEjILqzH0TBVxeo1iruNUneM1+ubwMBABAUF4YposmyGuXPnmkQ64+LiGq1YFGY2xVod8ou1cFPbpDzVMsK1sKrOs0ol9U9cvx64/37a5uVFtW6HDlFd08yZlR9Hp6NapebNKdJnLXQ6OU125Uqy9J8xg3rBTZpE9ZlvvUWvDxpEkQd7pIxQ3Hs5BVqdHjsvJEt91EwYPx5wdibxf/o0UEs35GohDFOKiykVkuskrU92tjxZ8swzJMJGj6aU0J9/pu1ffikLN4D+r5KSgHbtyh2uzhg4kAReXBxw9Sq1zwAomljVdFdhuGUDDlxJhaNKIZnDlMVa7TEE1UkXNccDvVsgs6AYOYWlaNvUvcrvk2sUOfWUYRo611JM+6hfT8lFcy+XehoNU1VsWqPYkEhLS8OtW7cQGBhocR+1Wg1PT0/p4eFR9ZSYhoaLowpqB/pz13uLDK1Wto2vakQRoLTAadNMm12LqMJff1X83shIilb5+9PNXmAgpbEdOCA3gK9Ljh4lcw5PT+CBB4D//Ad45BESkKNHyyIRkNPb7A2tFoiPp3WDUIxJp991VLyFQnZPT+Dee2nd1umnxlkN331Hn4uMDGDpUnLcZeqeP/+kfqodO8oOx489Jr/+5pvACy+YvsfDw7oiEaBaWpEyunUrMG8erYsxNiCup+Ri6s9H8PjyY1KKaVlEw3prmNnUBQqFAk/e3RYvh3eEohp1p+x6yjCNh+vlhCLXKTYGrB5Wqk7t4YIFC2p8ntzcXFy9elV6Hh0djcjISPj4+MDHxwfz5s3DpEmTEBgYiBs3buD111+Hr68vJkyYUONzNiYUCgW8XZ2QmF2IzPwStKykLLBO0OvJ5bJrV7KkF0RFUUsLNzegS5fanWPsWBJd27dT/Z+Lmdmp3FyqfUtNpecKBQmAb7+lh1JJzofffkv9/eoC0cfz3nvl1LOvvqJIokhrFG6uu3YB06fXzXkbEgkJJBYdHICAAJRodYjLpBrNqIRs6HR6KJVmbgofeghYu5bST+fPN19DVtfk5FDkCKBJhIQEaoK+eTNFoP/4o2GbJjVWli6l5YwZcqRu3DhKO23dGnj99XobGoYMoZ6Ob7xBkc8mTUwneBoIq47EQK8H8ou1SMoqQqsmriav63R6FJeK1FP7mhtm11OGaTxcMwhDVycV8ou15YQj0zCxulA8depUlfarziyiOY4fP44hRulJQqBOmzYN33//Pc6ePYtffvkFmZmZCAwMxJAhQ/Dnn3826ihhdfF2I6GYbitDm4gIuslydKRojUjbFfWJfftSjWFt6N6d0jZjYoCdO823yfj6axKJbdtSzVOfPsC+fcDy5STSkpIotezrr+teKI4fL29r0gRYsYKacj/9NJn0DBtG49brrdZsu94QaafNmgEqFRLS8qE1FK/nFpUiJj0frX3dyr/v3nspahQTA/z2G/Doo9Yf69mz8lhffZWiWN98I7++YwdFn++80/pjuV04dw44coQmEoyjiI6O5XsY1gdDh5KxkWhz8cknlRtv2ZiCYi1WH78lPY/PKignFEU0EaCehPaE5jZ2Pb2UmIMbaXm4p8vt2fKLaXyI1NNBHZri33OJuJ7KEcXGgE1rFK3J4MGDKzRp2bp1q03G0ZDxcaOLaoatUk+jomhZUkL1g/v3U3RI1CdWJ+3UEgoFRRW//ZbqmsoKxcxMuYH3u+/KrTjCw2VL/A0byEhDiIXacuECtf5wcirfI/Kee8gYAyCjG7Wa0jMvX6b0O3uiTH2iSDsVnI/PNi8UXVyo+fl771G/zK5drV+rKNJOe/SgNOF336V003HjAHd3EqzvvstRRUvk5QEpKRQFrCoimjh2rNwzsSHRty85pObnUy3044/X94jKsfl0vEl9XkJWeVdl43RUtZ1GFAtKtCgu1cHJzn4+S+h0ejy+7Cjiswqx9cW70THg9pnwZhonWp0e0QZhOCLEn4Qip542Cm6Pb1UGAOBl6xYZFy/K64cOUe8yQI4oVtXIpjJEWuvmzeV7Fi5cSGIxJIRSGs0hmr9fvVo37StENHHYMKq5s4SzM3DHHbS+c2ftz9vQKCMUb6abXhSiErIsv/ftt0lkFxRQVPadd+jz0q8f1bXVdW9KY6Ho7k6TGn/9RX/Ljz6iqJeIKjLlefhhitgLAycAOHgQWLXK/P5FRbKJzYwZ1h9fTXByomi2lxfwww+2SYGuJr9G3AQASSDFZ5Z3ERSOpw5KBRyq2b6ioePuLM9159xG6afn4rMQb2gzwOl7TGMgPrMARaU6OKmUkpFdXGYBCoottMtiGgw2qVF8//334ebmVmm9Ym1qFJnK8RFC0VYRxUuXaNmjB92Iz5lDzpIXLtD2uhKKgwbRzX1iInDiBNCtG93oHz5MQhEgMwpLaa4BAZQWmpZGUdBevSo/57lzVH/XtavpcUtLyeUUME07tcTQoZT+umsXuT7aEyKiHBQEQI4oujmpkFesxXlLhjYA/U5/+42iOlevmjqQPvQQ8PHHVMc2ahT11awtBsfTSO8gtMgtgm9IiJwqHRREUcbFi+lztGNH7c9XVWJjyVjnv/+Vfo8NDq2WJjp0OhJ9fftST8rRoymboE2b8tkD69fT/1uzZnI/1IbIjz8CixZROmwD4/StTJyNy4KTgxKTe7fAyogYxGeWn+iSHU/tK+0UAFRKBTzUDsgpKkV2YSmauFt2so6Kz8Zzv5/E88Pa474ezW04yrpnx4VkaV0IRoZpyFw1TGgE+7qhqYcaXq6OyMwvwfXUXHRppqnn0TEVcdv0UWTkFhkZ+TaaeRVC8ZNPyEEwJ4dm5gGKPjQ10x6hJqjVcornrFkUwQoPpyhUTg4Jv0mTLL9foSBxCcg2+BXx779UG9mjB0Ubxo6Vo2eLFpFA8vau+JyCYcNouXt33UfJ6hOdjn5PgNS8/JZBKA7pRG0DKhSKAP0ON20ikXH//ZSq+N57FKWNjKS/ddu2NFFQWvMapeSMXJREklB86TLwxnozKcivv05RxZ07zacor1lDn/FDh+Rt165RrZ22hjOmej055c6fT2ZM5pxXY2Ko3nbzZppsqI/P0OXLsnNwWhqlcU+YQCIRAFavNt0/LY36JQIkLB3quVVPZTRAkQgAW88nAgBGdgmQbrQSzIiGQkPqqb2lnQqq2kvx291XcS0lD2tOxNpiWFZl10W5z2uCmckBhmloiDTTNk2p3KSNoeyE008bPjatUVyxYgVatGgBZZkUHr1ej1viRpuxGt5uFFG0iZlNSQlw/Tqtd+5MUZh164AzZ4ArV6jNRV0ydizdrIu2G82akZX9gAHA1KmVp41160YOh5XVKcbFkfGGXk83kLm5lKJ44QJFwIQr4iefUJSyMnr3JuOW9HSKaoWFVf6exsCpU+Qc6uZGQg7AzTQSE/d0CcDfZxOQklOE5JxC+Hk4Wz5O586m4gugyOtPPwH//EPpjfv2Adu2UQTLEtnZVF/4779kbPTjj4C/P/R6Pd75fAO+Ly5CnqMzbnoFIOVqGrQ6PVTGjqxBQfQZW78e+OUXue4VIKH02GNymuzx41R/euedVLenVpuatVSVVavoZwPof2biRGrVEB1NP/sffwDHjpm+Z9w4Gp/GhjO0wrAsOJj+5keO0PMWLSgium4d8MUXNCGj11O9ckIC1eS+9prtxmlnJGUXAQA6BnigmaEXmbmIYpEh9dQeI4oA4GFIP63I+TQttwjbokhY3ypTK93YSMwqxLk4eZKNm5YzjQFhZCP6pLZp6o6TMZksFBsBNp1iDA4ORqpoUWBEeno6goODbTmU2xIfg1DMtIVQvH6dojyurtTc3sWFoiOffEI3jvfdV7fnmzCBIlf33EN1ZTExdKM9a1bVbppFRLEioajV0s+QmkqCLjOTREFwMEWP+vcn4ThgQNXrrhwcJCGF0aOpTYYQB40Z0dcyPBxQq6HX6xFjEIqdAjyk2cRKo4rmaNKEnEn37qW/L0DiyBwFBcCHH9LEgYhKbtwIfPABAOBkTAYczp4BAJSGdIGrixq5RaW4mGhmXGJyY+VKOYJZWiqLRIWChOF991EEMCWF9hGR1eqQmQn83//R+owZNJmwdy81pO/cGXj5ZRKJSiXQvj05+arVFIHt21eO5tsCIRRHjQK+/JLWe/Sg8bm6Ajdvyvv8/DOJbUdHmlhxdTV3RKYKpOaSUGzqoUYzDU22VJR6qna094ii5ayCdSfjUKIls7vYjALJfbkxsusipZ2KeSyOKDKNgWvJBqHoZ4goGiKL11Nvvxrbffv2YezYsWjWrBkUCgU2CF8LACUlJXj11VfRrVs3uLm5oVmzZnjssccQL3pSG7h27RomTJiApk2bwtPTE5MnT0ZSUpLJPhkZGZg6dSo0Gg00Gg2mTp2KzMzMao/XplcOS66kubm5cHauIKrA1AnCzCY9zwapp+JGtWNH25hAeHhQWuCWLXSjXt22G1270rKsUNTrSWgMGUJRpb17qR7yzz/pJrdXL0obDQqifVWq6htfPPkkHSsxkdpnjB4tp/I1VoRQNLjQZhWUIKeIbuRaeLtKqXJRNRGKxkydSssNG0hcGbNnD/WqfPNNcuVs145MVwASLGlpWBURg5BkcqHVDOiDnkHeAIDjNzLKn2vUKBKpiYmy++knn1AETaMhge/rS2mxMTFyK4UdO6qfEvr229S2pWNHqlFcvZo+W7m5JAiHDiWn34QEimgePUp1uS1b0nNb9uU8eZKWYWFUS3nhAv1OAgLodwZQX8wrV6jtCEBCvWdP243RDknJMQhFdzUCDRHF7MJS5BaZCqZCQ3sMtYN9RhQr66Wo1+vxx7EY6XmpTm/WHbaxINJOh3Yip+BErlFkGgGiFUYbX3eT5e0YUczLy0NoaCgWLVpU7rX8/HycPHkSb731Fk6ePIl169bh8uXLGGfUizwvLw/h4eFQKBTYtWsXDh48iOLiYowdOxY6o3uNKVOmIDIyElu2bMGWLVsQGRmJqeKeqRrYpDhEmNgoFAq8/fbbcDWaRdZqtThy5Ah6WNv+nrGKmU1KThE2nY7HpJ7NJSEKQHY8bSwtH4RQTEigGiqRNrp/PwkNgVpNUan27eVtQUEkFl98kVL/unev3rnHjqVzHjhA0amEBBKk4iYboJTdN94gEfL77w27n19CAkVaAeqJCNnIxs9DDRcnFbo088Sm0/G1F4o9e5LpTFQUpR4/8QRt37aNJgwKC0k8ffKJ7Hp74QIQGYmCrxfh79Le+DXOYLrTowf6BHlj3+UUHLuRjmkDW5uey8kJmDKF+iuuWEHC9J136LVvvqG/yerVFNUOCKCJix49KAJ95kzVW3zs2UO1rgCJQScnOubx40BWFjm/mptY69OH3tu2LQnHnByaQLEmer0cLRTCr1Mn+fWJE0kkrllD4jovj1LCX37ZuuO6DRARRV93NdzVDvB0dkB2YSkSMgvQ3l/+uxdJZjb2GlE0pJ5aqFE8cTMD11Ly4OKogsbFEYnZhYhJz0cL78YXzS4s0eLAVcrKeqR/K+y4kISknKLyqfIM04AoLNFKE1uiJVZbEVFMyYVOp4fyNvr8jho1CqOM7++M0Gg02F6mDdc333yDvn37IiYmBq1atcLBgwdx48YNnDp1Cp4GZ/1ly5bBx8cHu3btwvDhw3HhwgVs2bIFERER6Gdw9l+yZAkGDBiAS5cuoWM17s1tcuUQhjV6vR5nz541MbG5ePEiQkNDsXz5clsM5bbGSzKzKa6w52R1+GHvNbz/VxR+PhBt+oJxRLEx4OEh94AzNrT57jtaTphAtXLx8cDkyeXfHxxMKY01tfp3dgaGD5f7QIp0Ra0WePppEhl//UU1X/fdR1Gjhsrff9Oyb1+pP56oTwwyNAMPaUZfbidjMlCqrYUBi0Ih1/+J9NN//yXBXlhIIvziRYokKhT0eOUV2u+bb/DO34vQNzYKeqUSGDQIvVtTFPDYjXTz/yMi/XTtWkpD1mrJEfXRR2n74MHAjRt0znbt6DlQ9f6LGRlyDeyMGbLZEUCfgUGDzItEQZs2NHGh08n1utYkJobG7OAAdOlS/vV776U008uXKRXVy4v+TtWN+DMm6HR6pBkm/Jp6kNOnVKdYJsIkIorOt2lE8Y9j5H8wpnug1G+wsdYpHruRjsISHZppnHF3+6ZQKRXQ6vTSTTjDNETE/6ZSAXgaaopb+7rByUGJvGJtuR7LjClZWVlQKBTw8vICABQVFUGhUECtll2enZ2doVQqccDQwuvw4cPQaDSSSASA/v37Q6PR4FBZ34dKsIlQ3L17N3bv3o1p06bh33//lZ7v3r0bW7duxY8//oj2xhEaxiqIGsWiUh0KSuqmd83lpBwAwJm4Mj3xGptQBMrXKSYmkiAAKBVwwAA5ndBaiFkmIRTXrKFUVr2eBGrfvmR8M3q0XANnicxMYO5cMj6po4mBKlEm7RSQI4otfUgo9gryho+bExKyCrEhMr7cIarFI4+QANy/H7jrLvrdFBWRoF6zpnwd3AMPQN+qFVwy0jDl9BboFQooli8HOnVCj5ZecFAqkJRdhNgMM+lpPXuSICotpd/pU0+Rs6nCaDY0MJBqcgGqVQSqJhTF8W7dIpEp6v2qy8CBtKzmxUDi1i2Kvs6eXfnnRkQTu3ShaHtZNBr5dwCQiZChryZTczLyi6U6uybu9L1uydDmdq5R1Ov1Uk3f/b1aoJXh+6ex3piKNNP2/h5QKRXwN0wSxDfiVFrG/skppP9Nd7UDFIZrpaNKiU6GiZsaeRU0QHJycpCdnS09iopqP4FTWFiI1157DVOmTJGih/3794ebmxteffVV5OfnIy8vD6+88gp0Oh0SEhIAAImJifDz8yt3PD8/PyQmJlZrDDa9cixbtkz6QRnb4+qkkhoz11WLjGhD3vmFhDL/6PYgFH/6iQTBwIFVTxusLcOGUXTm6lV6iBTEN9+kushNm2TznMGD5Z6U5vjgA+o3eO+9JKBqKhyqQ3GxLIqMhKKYwRc3aq5ODnjybup/+M2uK7WLKrZoIUfeDhygaNWMGcD//kdpm2VxdET89KcAADooULh4iVTr6OKkQtfmVD95/KaZdhQKBfDSS7T8v/+jiHNF9ahCJO3fTxHOBQuolctnn5X/2/3+O41ZpSIjJnf3av0aJGoqFHU6qvUMDaXP2sKFlUclhVCsyK1XpAPPnGk+Gs9Um9RciiZ6uzrCUUWfv0CDoU1Zc5Miu48oUoQix0xEMSWnCOl5xVAqgNCWXkZCsXEKK3HDLZxeRW1qQibXKTINl1zpc2vaaqiLIbPofHxWufc0RkJCQiTjGI1Gg/nz59fqeCUlJXjooYeg0+nwnchuA9C0aVOsXr0amzdvhru7OzQaDbKystCzZ0+ojLJ1FIry6bx6vd7s9oqolwZWUVFRiImJQXGxaa2ccbEmU/coFAp4uzoiKbsIGXnFaG64yNSUolKtNHudlE0XZB83J4p4CXfbDh2k/YtLdZJQbZCIOsVz50gg/vgjPX/mGduNwdOTat327KG6ugMHSDg+/TS97u9PEcIhQ6gur3dvijiWLVDW6+VoqEJBbSTuvpuiX48/br3xnzpFRjxNmpDgMFA29RQAHhsQhCX7ruNmWj7WnYrD5N61iDR9+CE5jw4eTIYqlUStDoffj/R/jyG/b3+8+IRpunCf1t6IvJWJYzcyMCGsRfk3z5hBqaxVcezs3JkcV+Pjqa/mP//Q9q1bgTlzyMjohx8offPFF+m1t9+myHFNEULx8GESf5UZK02fTk6kOTlyBNHJiUT/999TTaQlhJFNRcY0EyZQW5nAwCr/CEzFiFRDX6MG85ZST+2/RlGknpaPKF5IpIyXYF83ODuqpIyGxhpRFCl84meWJgc4osg0YMpOcAhCmmkA3LKbiGJUVBSaN28uPVeby7KpIiUlJZg8eTKio6Oxa9euckG28PBwXLt2DampqXBwcICXlxcCAgKkDhIBAQHlXFABICUlBf6GkqCqYtMrx/Xr1xEaGoquXbvi3nvvxfjx4zF+/HhMmDABEyZMsOVQblu8haFNHbTIuJWeD2OX8YsiqiiiiS1aSFGR+f9eQNh727D7UnKtz2s1RETx+HG62Y6NJRfL+++37ThE+ulPP9Fy0iQSG4JOncjUZtgwEmWPPUY3+sacOkW1cq6uVB/20ENyPd2nn1pv7Ib8eNxxh4lAiSkTUQQoqvjUoLYAKKpYUpuoYt++dO4PPqhSamNMng4fDZ2BpKHlC8pFneLxG2YiioKqtnVQKKj2FJBF4n//S+Y0SiWweDEwfz71E0xJIWOe2vYW7N6dxpeVVXHEGaA2NitWUJ9JvZ4mJV5+mZxaAerVmJZm+f1ViSgC9Pmt5iwmYxljIxtBMy/zLTKk1FO7jSiK1NPyEcVLhjY3nQLpJkt8/zTWGsVyEUVJKHJEkWm45BbR/6a72lQoGkcU68o3oz7x8PCAp6en9KipUBQi8cqVK9ixYweaVNCT29fXF15eXti1axeSk5OlgNuAAQOQlZWFo0ZZQUeOHEFWVhYGisnkKmJTofjCCy8gODgYSUlJcHV1xfnz57Fv3z707t0be/bsseVQblu8pRYZtReKZW2No4RQNON4uvtiMvKKtXjut1NSXWODo2NHEobFxXIj86eeMl97ZU3KumGJXoHG+PtTVEpEO596yvSGft06+Vjt2lHPuldfpW2vvkrOrdbAWCgaKC7VSTPeLX1MBdaj/YPg667GrfQCbDtffvbLWtzKEOMpH1XvbWiRcTkpt256jhrX6C1cSBHELVvI0RQgN9slS2j9hx/Mp8tWBwcHOQpYWfrp1q20HDiQanJzc4HPP6eodlgY1XpaMhpLTKRIoUJhEj1mrI9xD0VBoMaQhlg2oihST+02okg3n+J3YszFBLrWdDK4wIr/9/S8YrOpqg0dIYaFOBZ/c3tqkaHX66XJDcY+yLYQUewc4AmlglLpk28jQ6bc3FxERkYiMjISABAdHY3IyEjExMSgtLQU999/P44fP45Vq1ZBq9UiMTERiYmJJlmYy5YtQ0REBK5du4aVK1figQcewEsvvSS5mXbu3BkjR47EzJkzERERgYiICMycORNjxoypluMpYGOhePjwYbz33nto2rQplEollEol7rzzTsyfPx/PP/+8LYdy2yIMbeqiRcaNNFOheMFwUS5bn6jX6yVjkNyiUsxYcaxOhGqd4+hINVlr1lAkZf164K23bD+Orl0Bkb4QGmoiukxQqajmLSQESE4GnntOfk2knU6cSEuFguoV33iDnn/xRd0b3Oj1lOIKmLTvSMouhE4PODko0dTdVHS7OKkwsSf9rLaMNsdmGMx1zFjkN3FXS5GHWrfvACgiPXMmuX2K9FKAxL3oKwhQSutdd9X+fEDV6xS3baPlvffS5IOYFFEo5HTnH34w7QNZWkrCtlcvet6pk/XbcDAmmE091chmNsaz84VS6ql9RhQ7B3hCoQBupOUjOdtUMInUUxFR9HB2hLfB/ftWI6xTFBFFzzIRRXsys3nu91Po/PYWjPlmP+b/e8GuRPDtiqhRdC9To+jipEKbppR1Zi91ilXh+PHjCAsLQ5ghE2f27NkICwvD22+/jdjYWGzatAmxsbHo0aMHAgMDpYexW+mlS5cwfvx4dO7cGe+99x7eeOMNfP755ybnWbVqFbp164bw8HCEh4eje/fu+PXXX6s9XpsKRa1WC3dDKqKvry/i48ntMCgoCJeEuGCsitwio/azqdGpdLPd0TBbezExm1IiRW2foZ9gZn4J8ovpZqWljwtupRfg7Y3nyh2vQRAcTKmeDz4IjB9f++hOTVAo5HYLr71WccqeWk0RH5WKzFB++YXSDS9epLEbGcoAoLo4NzfaZ//+uh33lSuUPqlWyyICcvS6iZuT2SLqQR2aAgD2XU6xWfqJuEls4W2+TreD4TN9qS6i387OlGJqrtHtF19Q6nD//lSTWleIyYWKhGJJCfV6BCgVtixTplDN7NWrctqsXk+fzSefpLrL1q3l/3fGZqSI1FMP+fvJX6OGQkERROOJuMISEvnqhlwfXgu83ZzQtRkZUB28liptL9HqcC05FwAkd0UAjdr5VNQoClMQYWZjL2JKuNTq9cC5uGz8uPc63v87qr6HxdQSSzWKANBVpJ/G2UedYlUYPHgw9Hp9ucfy5cvRunVrs6/p9XoMFu22AHz88cdSlPHy5cuYPXt2ufsrHx8frFy5UnJhXblypdRiozrY9MrRtWtXnDlzBgDQr18/fPrppzh48CDee+89tGnTxpZDuW2RIop1kFJ3IzUPofGX8NMvc/DmziVot/sf6IcPp7YMAwdKN8ZxhpoZX3c1Pr+fUtQOXUszKwrWnYzFt7uv2kW+eq344AMgOlpuEl8RffqQAASoz58whRo+nG70jfH0JCMWoO5v8EU0sW9fk3TddMNnTXz2ytK7tTdcHFVIzinCxUTrpyUXlWqRlEM3VmVTYQUdA2hC63JSrnUHo1JRjeDhw2QAVFf070/Ly5dlY6myHDlCBja+vuZrDN3cZMfSJ58EkpJoUuLPPyn6vmABTUjUVRSUqTIiomgcoVc7qKQIo3H6aVGpaI9hnxFFALijnS8A4MAVOf0+OjUPxVod3NUOJsZtLeuoTvFyUg5+jbhp0zRJKaJoSLdtZogoJmUX1s45uoGQnFOE/GItlArglXsoI+nkzYx6HhVTW0Sat4e6vFDsYpjksRdDG3vEpkLxzTffhM6QwvTBBx/g5s2buOuuu/DPP//g66+/tuVQbltkM5vaRxRvpOXh2YjVaBl5BE8c34ivNnwMRVoaOXH+849k+CHS/Jp7uyC0pReUCooylc1JP34jHS+vPo3Ptl7C1eTyN+h6vR6JWYW3h4h0cKBoTVV5911q16BUUgQIoMioOZ6i1hBYs8ayiKgJZuoTASA9t2KhqHZQYUBbEkl7L1fSG7IOiMsogF4PuDiq0MTCmERE8UpDraetDG9v6m0IAKtXm99H1CeOGGHZGfW99yi1OSGB3EtFicB771GbEFvX7zIA5PYYvh6mv38hHIwNbURE0V5TTwHgrvYkFA9eTZWuD6JlUwd/dyiV8kx7XUUU5647i7c2nMP4bw/iarJtvidyykQUm7ir4aBUQKeXo8yNmRuGdlstvF0xbWBrKBQ06ZGcYx8R09uV3CLLEUVhaHPuNko9bWzYVCjec889mGiomWrTpg2ioqKQmpqK5ORkDB061JZDuW3xdjOkntayRrCgWIvkjDz0v0kR4uNdByLT2R3pXXvQDahGI+0r6hNbeLvA2VHOSY8y6r1YWKLFq2vPSGVzsZnlay5+jbiJ/vN3YmNtG7TbI46O1Jvv0CHq+dihA93Ym6NXL3oUF5O4nDCB6szO1TIdWAhFo/pEwDT11BIi/XTvJesLxVgjIxtL/YTa+5FQvJyU03gnJv77X1rOn09/a4CigW+9RVF/UZ8YHm75GG5uNKHg6kpRz9xciiC+8opVh85UjGRmU6bmV7TI+GTLRXy7+yp+2n8dkbcyAdhv6ikA9AryhtpBicTsQlwzmKxdKlOfKKgLoajX6yWX74uJORjzzQGb1FhnSzWKdB1XKRXw9xSTA41fTAnfg9a+bnBXO6Cd4V7hzC0WEY0ZEQkv63oKACEGoRibUYCsOurvzdQt9X7l8PHxqXbzR6bm1JXr6c30PHRPuALP4nzovb2xcd636PHCH/jxk98AHx+TfUXqaQvDTYyoFxGOdACwaNdV6QIPmK+52HyaBGLE9Qrs+m93+vWjlgUXL1JUyRJCRKxYQU3WL10Cfv655udNSaE0R0A2UjGQZviseVcgFO82CMXjN9ORV1S+H1pdcqsCIxtBm6ZuUCroxqzRurHNnEm9C2/dApYtAzZtolTmDz4gwyTh7FuRUASoF6RIU/b0pDpYlf1Gpxo6Wp0eaWZcTwFgZNcAqJQKXEvJw2dbL+GDvy+YbU1jbzg7qtDH0Nbm4FXKkhBp7J0DTI2W6qJFRlJ2EfKKtVApFbijXRMUluiwaNfVGh/PmLTcImyPSio3QaXX640iivINtz31Urxh6Lfb2tBvt3sLLwDAmdjMehoRUxfkSBFFx3Kvebk6Sanh5xN4QqAhUl7e1zGzZ8+u8r4LFiyw4kgYgFI6AIrmfbfnKp4e1LZGQv1Gah7uvEE91BRDh6JTC2/gWJzkMmeMiOA0NxiHdA70xF9nEqTUoMtJOfhh7zUAdIG4kZaPBDO9wE4bZhXjzEQbmTJU9jd9+GHgyy+p0XvXrsD27UBERM3PJ+oTu3QpJ1DT8+imtqKIYusmrmjl44qY9HwcvpaG4SHVawhbHSozsgHoxrO1rxuup+ThclKONGvfqHB2JjOkF16gVNEcw/+muzu1tQDob2/co9MSjz4K+PnRvtVJiWbqnIz8Yql/bdl07vt6NMed7XyxLSoJ26OSoFQoENbKC/3b+KBXkI+Zo9kPd7TzxYGrqThwNRXTBraWIoodA0wjiqJGMTajADqd3iQttapcT6HSiCAfV7w6shPGLToolVjUlg//voB1p+Lw6f3dMbm33BO2sESHEi394T1d5BvuQC8X4GaGXRjaiNTT1k3cAAChLTVYezIWp2NZQDRmxASHu5nUUwDo1lyDuMwCnLyZgYFtfW05NKYKWF0onhINmSuBo4q2oZ2fO2YNaYdFu6/i0y2XkJZbjDfv7Vzt3//11DzcefM0PRk+HJ0MF+MLCeULkuMyTG/MQwJN9117IhalOj2GdvJDz1Ze+Hzb5XK9wE7FZKLYUKzPQrEOcHcHzp+n9atXgfbtgRMnqG9eTerO/vc/Wg4aVO6l9Dy6SPi4WT6uQqHA3R18sTIiBnsvp1hXKIqIYiURlg5+HriekodLiTm4q31Tq43HqsycSamnBodpDBoEbNwIvPMOsGgR8PjjVT9WZZFHxiaItFMfNyc4qsonBTVxV+Phvq3wcN9Wth5avXJnO198AiDiWhqScwql60THMhHFQI0zHJQKFGt1SMoplHoRVodrBqHYpqm7lO6bnFOE4lIdnGqZ4htpiJ5tOZdoIhTFzbZSAbg5yRF9EVE8HZuF7MISKS21MSJFFH3LRxT1ej3fJzZScitwPQWAuzr4Ysv5ROy8mIxZQ9vbcmhMFbC6UNy9e7e1T8FUk/+7pyO8XB3xwd8XsPRANPq09sHIrgHVOkb8rRQ8EXeRngwfLtUSpOQUobBEa2KcIJnZeNGXf6dAunBfT81DYYkWOy5Qo/UJYc2l5tCJZfphHY1Ol89t6BPGF406om1bcr5MTaW01f79gdhYqkm7/345OpmdTSmmbduavj8xkerYAOoFWAYRUbRkZiO4q31TrIyIwbEb6RXuV1tiDSlnLSpIPQXIBGPLeeCKtZ1PrYmLCzB3LkUVg4LI2EajoWjyp5/WT/sXplbIPRT5b2dMSDNPeLk6IjO/BH0/pLYvzTTO0LiYCicHlRL+ns6IyyxAQlZNhSJFvto2dUMTNyc4OShRXKpDUnZhpRNQFVGi1SHGIJYOXk1FQbEWLgZRKFpjuKsdTK594nybT8fjn7MJGNbJDz882qtGkdL6RK/X42aaaUSxc6AHHFUKZOSXIDajoFa/W6b+kNpjqM1PYgzr5I83cA6RtzKRmltk0h+WqX9sXqOYmZmJL774Ak888QRmzpyJhQsXIiuL0wpszRN3tcETdwYDADZGxlX7/W5HDsFJV4q8Zi2Btm3h6eIAZ0f6OBmnwOQUlkgF+CL1NMDTGV6ujtDq9Nh5IRnXUvLgoFRgUMemZl37AODoDbkusbBEV+saS8YIhQIYMIDWRfrpww8DkycDP/1Ez/V6YNQooGNH4PRp0/cvWUI9+QYMAHr2LHd4ycymkhvbdn402RCbUWBVAxljM5uK6GCIRFy2kaOh1Zg1C1i1isyGmhpFRlkkNhpupuXh/1afxsmYDCmiyDdTpqiUCsy4IxhORlFWS5kAAYbrTE3TNUVEsW1TdygUCqnGqqrZLolZhUjOLn/umPR8lBryiotKdVK9JWBkZFNG+I7v0QxP3BmMNk3doNXpsS0qCddTG9/kVopRawwxiad2UEnZSqe5TrHRUpHrKUD/j12be0KvB3ZdtL4pFFM9bCoUjx8/jrZt22LhwoVIT09HamoqFixYgLZt2+LkyZO2HAoDYGLPFgDoH1OktVSVVqcOAwAK7x4CKBRQKBQIMNRxGUcDxYXTy9VRcrxSKBTobPjyX7SbDAD6BvvA09lRuoAnGLXBKC7V4YShl5LKMEtqDw5vDQrRd+/wYTK2EQ6mX35JInHPHnJU1WrJOVNQUiIbncyaZfbQkpmNa8XCRNxs5RaVIqvAOu5neUWl0ngqjyiSULyalNt4nU8Ban0xZQrQokV9j4SpAbEZ+Xh4cQTWnIjFWxvOyT0UPVgoluW5Ye1x6YOROPnWCOx8eRA+mtjN7H7G15macF1EFP0o8tXMy/wEpzkOX0vD4M93Y/TXB1BSpvfhtTJtoXZeTJLW5ablpkLRw9kRb44Jwa6XB0uTbYlZjc+AK9qoNYZx+m73FuSgfobrFBslWp1eEoqWahQBiioCwK4LLBQbGjYVii+99BLGjRuHGzduYN26dVi/fj2io6MxZswYvPjii7YcCgNK62jT1A1FpTop/bMq5BaVotfl4wAAl3vvkbabm6WNNRiHGDc8BuT0U1GnOKwzfUmINKD8Yq00g3o2LguFJTp4uzqia3O6aMRl1o1xAGNARBQPHyZXS0FUFLBjB/DFF/K2zZvl9Y0byRjFz89s38biUp10g1ORmQ1ABjLi5lcYztQ1Ipro6exQLiWtLK2buMFBqUBOUWmNbygZpjYkZhViypIjiDd8/s7HZ2On4UaKI4rmUSgU8HFzQtum7tLEYlkCxaRmDZxC84tLpQnQNr4kzJoZrluVCcUTN9MxY8UxFJbokJpbJNXvC0RKq5/he3DnhWRpkirbMHnmWcHNtpisTTITrWzoiNYYQU1MJ/BCDXWKpw1tXgpLtLYcFlNL8oplF3NLEUUAGNbZDwCw/0oKikr5b9yQsHlE8dVXX4WDg/xhcXBwwJw5c3D8+HFbDoUBXVDHdifHw82nE6r8vtio6+iUehM6hQKuI2WDi4oiimUdJjuX6W01rBN9Sbg4qeDlSjfwQnCK+sS+wT7SceI4oli39OlDkadbt4AffqBtHTvScs4c4O+/KUVVqaR+izdu0GuLFtFy5kyzJjiZ+RS9UykVlQozAGhp+PvWlYNgWYQlflVqXZwclGjTlCIGl5Maefop0yh56c9IxKTno5WPKwZ3pDTKI4bvQ44o1hxpUjO7+pE3EU1s4uYktfxp5lX5dSkqPhvTfz6G/GL5JvhmmRYdIqV1cu+WcHVSITmnCOfjaTLVUkTRGH8z1+DGgjCyCfZ1M9nezRBRPBmTgb4f7kCnt7Zg2cFom4+PqRnic+ukUkLtYLmtUtdmGvh5qJFXrEXEdev6FDDVw6ZC0dPTEzExMeW237p1Cx4eHmbewVibsaGBAGgWR9zUV0bBFmrUHd2iPZmgGAgwzKoaRxSFUBRGNoIQI6HYtqkbWhtdHITgFH2hjkZTfWLf4CZyLUiGdSJOty3u7kD37rSeng54eckGNZGRtBw3DrjzTlrfvBnYtw/YuxdwdJT7MpZBTjt1rJK5gkgHvWUtoViFHorGtDekn7JQZGyNTqfHiRhKuf/h0V6YNaSdyescUaw5cvZL9a8jsuOpfM0S1yVLEcVSrQ7/t/o0copK0TfYB3e2o+tmTFqeyX7i2CHNPHFXe9pHZPsIMxtPF8tRGX9P+kw0yohiqogomgrF9n7u0Lg4okSrl3rafrHtslSryzRsKnM8FSiVCimquLMaGW6M9bGpUHzwwQcxY8YM/Pnnn7h16xZiY2Pxxx9/4IknnsDDDz9sy6EwBtr5eaBTgAdKtHpsPZ8obS/R6vDbkRizxfnOe3YBAG6GmTZWDzBcpExSTzOEw6RpRLGdn5wWNLyzaSsEMTubkFUIrU6P4zfoZqlfsE+lF2SmFog6RYDMbLp2BUaPlre9/DIwZgyt//UXtVgAyOm0pWzjbowwsqnM8VTQQoooWjf1tDIjG0FHg1A8eTPTKuNhGEuk5lG7BaUCaO/vjl5B3tLnEWDX09oQWIsaRak+0eD0DcjXLEvXpeWHbiAqIRsaF0d890hPqWWHiKIB5PopahTbNnWXarb2XEoBILfHqKj9RW1NeuoTOaJoOonnoFJi+eN98P59XbDmqQHo3kKD3KJSfL3zSn0Mk6kmlfVQNEZ85vddTrHqmJjqYVOh+Pnnn2PixIl47LHH0Lp1awQFBWH69Om4//778cknn9hyKIwRY0Mp/XTtCdn9dPG+63h9/Vk8tvSIaU2AXo/A49RcPecO0555UkTROPXUcGPevIxQdHZUoUdLLygUwOhugWWOI1/ELyZmI6eoFO5qB3QO9DRK8WGhWOeIOkUAmDaNlq+8Qimnd9xB0cSxY2n79u1kcOPkBLz+usVDVtXIRmDcDNsaVCf1FJAnMXZcSEJyTuO7+WIaL+K709/TGY4qJRQKBR7pL/dG5NTTmiOuVUnZhdDpqmdUZex4KjA2sylrfBWfWYAF2y8DAF4b1Qm+7mqpDu+mkVBMzS1GdmEplAqq0+vRygsAcN1wvuwCg+tpBTfcIvU0KadxRduMW2OUjSgCQFgrb0wd0Bq9W/tg7qjOAIDfjsRIvxum4ZJTieOpMT2DvAHQpEG+UW0jU7/YRChGGlLXnJyc8NVXXyEjIwORkZE4deoU0tPTsXDhQqhr0uTbiH379mHs2LFo1qwZFAoFNmzYYPK6Xq/HvHnz0KxZM7i4uGDw4ME4LxqO3+ZM7NkcjioFjt5Ix7Eb6Sgs0Uo1ANdS8kxn7i5dgld6MopUjnAcfJfJcYTAM057ETf8Zc1sAOC7R3piwzN3ILSll8l2Y6MB4XYa1soLKqXCZhHFnReS0PuD7ThkZE9u9wwbRimo/fsDffvStsGDgbNnKYKoUFDdYrt25IQKUMqphWgiAKQb0oMqa40hEBHFW+nWST0VEYSq9k4LaeaJnq28UKrT43/HblllTAxjDjltX/6sjg9rDg9nakXUwot7ytUUPw81FAqgRKuXJrOqyrUyjqeAHFHMMzJhA8jM6/X1Z5FfrEXvIG882Ju+K4UYikmXU0+FAG3p4wpnR5V0zOzCUuQUlkiRmYpqFCUzm0YWUTRujVFZWcCAtk0wrJMfSnV6fLLlYqXHTs4uREExm6PUF6JGUbjeV4SPm5M0AXa5MfcvtjNsIhR79uyJXr164fvvv0dWVhZcXV3RrVs3dO/eHa6udXOxy8vLQ2hoKBYJc40yfPrpp1iwYAEWLVqEY8eOISAgACNGjEBODtceBWpccH8vuoB9vfMKVp+IRWpusfSP/eO+6zgrrKm3bwcAHGsRglbNfU2OIy5SyTlF0Or0KCjWShdhc1/+/p7O5UQiAAQapZ6KtNPeQT4A5JumtLxiq375L9l/Ham5xfj7bNVNfho9zZsD0dH0NzZq6IwuXahmEaDtIqro7Ay89lqFh0zPp5ubqqeeyhFFa7SkEJMY4rNaFR7tHwQA+P3oLWirGX1gGhY3UvOsNglR15jLxvB0dsT6ZwZi9X8HQuNauTkUYx5HlRJN3cuXSlSGTqeXoljC8RSgDBnh6iwmMbPySzDt56PYcykFjioFPpzQTarTDjJkNMSk50sRzbKRSne17Mwcn1ko3XBXVKMoJmtTcosa1XfVVcPP3tzbxaQ1hiVeG9UJCgWw9XyS2X6UAAUHlh6IRv/5OzFt2dE6HS9TdXKrYMJkjEivv5zI9+YNBZsIxYMHD6Jnz5547bXXEBgYiEcffRS7d++u03OMGjUKH3zwASZOnFjuNb1ejy+//BJvvPEGJk6ciK5du2LFihXIz8/Hb7/9VqfjaKw8M7gtHJQK7L+SigXbLgEA/i+8A8Z0D4RWp8cra06jVKtDyVYysjnQOszEgAagVCiVUgGtTk/W34YWFu5qhwovbmUxrh8REcXerSklwdPFQRKw8TUwIqgKWQUlOGYQqDGN5KayzvD1pahiRTz5JNCqFfDhh0CzZhXump5HEUUft6plDDTzcoZCARSUaKs9018ZpVqdZIDgr6l6BsPoboHwdnVEXGYBdnMz4EZLTmEJxi06gAnfHWwUFvvmIooA1ZULJ0im5sjOp+aFRnJOIT7behHrT8VK2+IyC1BUqoOTSlmu7j7QKP00NbcIE78/iMPX0+DmpMKSx3pLdYkACSKVUoHCEp1k0HItWdQ+mjfJya5CRLGJmxOUCkjX4PqmRKvDa2vP4Ps91yzuo9Pp8dUOyloSrTAqo72/B7o2o/+Bg9fKZ/0UlWrx6tozeP+vKOj05JzOaar1gxQJr0JEEYD0f3KRhWKDwSZCccCAAViyZAkSExPx/fffIzY2FsOHD0fbtm3x4YcfIjY2tvKD1ILo6GgkJiYiPFxu5aBWqzFo0CAcOnTI4vuKioqQnZ0tPew5+tjSxxUTezbH3ddP4LFtK9DEWYnJfVri3XFd4OnsgIuJOThxNRnKvXsBAOdD+pRLJVApFSaztOIfvU1TNygUlTteCsQFPDo1D3GZBVApFehhiDwqFAqpHsRazqf7r6RIs7GNJfpgUzp1Am7eBGbPrnRXYWZTWQ9FgdpBBX8P+vvWdZ1iSm4RdHr6nPpWUbgCFC14wJAyturITZPXjt1Ix5nYzLocJmMlLibmILuwFKm5xVKmQm24lZ6PGcuP4dvdV5FliJxXl/ziUsz85Th+PXyj3GuW6ruZuiHAQi/F4lIdvt19FUM+24Nvd1/Dy/87LfX7XXeS6vjb+7vDQWV6+2TcS3HpgWhcS8lDgKczVj81EIM7+pns66hSSiJQ1OaZr300mHtlFhi1x7B8w+2gUkqpew3B0GZ7VBL+OHYLn2+7ZDED6M/jt3AkOh0ujiq8OrJTlY89sF0TAMDBq2nlXpv/z0X873gslAqgmeF+ojotwG4HSrQ6LNh+Gd/uvmrV81Tlc2tMR3Yab3DY1MzGxcUF06ZNw549e3D58mU8/PDD+PHHHxEcHIzRxu6KdUxiIrl5+vubumv6+/tLr5lj/vz50Gg00iMkJMRqY2wIPHt3MBb+vQAvHfwN8xTRcHVyQBN3tXSRu/bPbqhyc5Dh7IHirt3NHsPYiOaMIV21ezVnv0VEUYi1kEBPuBmJUmvXKe4yihrFZhQ0qhSeukKv16NUq6v1cdJyDWY2VRSKgOxIWte9FJMMPdP8PNRVatVhzMN9yURkz+UUXDJMgETFZ+PBHw/j/h8O82x1I8B4hnr/1dq76m06HY+dF5Px2dZLGPjxTiw0GJZUhx0XkrE9KgmfbrmEkjL/b5YiikzdYMn5dMn+6/hs6yXkFWvh5qSCTg+8tzkKiVmF+GEvRcaeGtS23PEkUZdRgE2R8QCAt8eGIKSZZ7l9AbmxvOilKAlFP1koNjeKUmYXVO56ChjVKTaAFhm/H6V2aFqdHhcTs8u9npRdiI/+uQAAeDm8Q5VNxgBILUYOXk01KVMo0eqwIZIE/ZcPheHlcOoHvOl0nFXKGRojuUWlmLHiOL7eeQWfbb0ktSax1rmAqrmeAhxRbIjYVCga07ZtW7z22mt444034Onpia1bt1r9nGWjWnq9vsJI19y5c5GVlSU9oqKirD3EeiUo+gKa5JO4C487I22/09DPSf3v3wCAQ0HdEeRnvu+l8UXq9K1MAED35l7VGoerk4NJc/ZeBicsgTWdT3U6PfZekm8iS3V6qZ/j7cSnWy+hyztbERVf/uJeHaobUQSMeimmG2p9CkoqdSaMScvHB39FVTh5IGbY/atRnygI9nXD6G4B0OuBz7aSgcKnWy9Cp6cIxBvrz1XpJiSnsIRFZT1xyehGdf/l2ptUxRgcK10cVcgr1uKrnVekbVXllKFPYk5RKSIN35cCEVEsm+LI1A3m+v4CQMR1ilA9O6Qt/n3hbjg5KHH4ehoe+/kICkq06BXkjTHdA8sdTwj6v88mIC6zAO5qBwzt5FduP0ErUaeYlo+CYq10PTOOKIpoclxG1SKKgJHzaT0LxVvp+ThgZAZ3Li5LWo/PLMBXO65g4neHkFNYitCWXnj8juBqHb9Pax84OSiRkFWIaCOhczQ6HZn5JWji5oR7uwViRBd/ODkocS0lDxcSWHxk5BXjocWHTVpQ7LlkvZKKqqRMG9Pe3x0KBZCaW4S0BpA+zdSTUNy7dy+mTZuGgIAAzJkzBxMnTsTBgwetdr6AgAAAKBc9TE5OLhdlNEatVsPT01N6eHiYF0cNmtRUIDOzavv+/be0qt61Q1q/q70vnEpLMOjgXwCATSGDytUnCkREMT6rQLowdG9Z/XoaMdsLyPWJAmsKxdOxmUjLK4aH2kGKbN12dYoANp6KQ1GpPDNbUzLyq9dHETDupZiPQ1dT0fP97Xht3RmL+xcUazFjxTH8dCAaP+2PtrhfTYxsjPm/8I5QKRXYcSEZi3ZdwZ5LKXBQKuDsSDeSa05UnEKv1+sxfdkxDF+w1+zsOlNzjlxPw+rjtyoU65eMZqijErKRUssWAuJ74cMJXdHFEDU6H59V0VvKcSomU1o3vnHLKiiRbOWbcUTRKliKKIo+iUM6+qFVE1fMvIsEjHBhfHtMiNkJZuOIIgCM7BoAZ0eVxfOLiOKNtDxEXE+DXg/4uqtNvivFMW9l5EufB0+XSiKKldReVsbyg9GY8N1BiyYxVYX+H+Xn5+LoOy8uswCjvtqPhTsuIy6zAE3cnPDZ/d2lvspVxdlRhV6t6N7goJEg3XKO7vNGhPhDpVTA09kRQzo2BQBsPhNfmx/JLvjl8E2ci8tGEzcnjO9BHgN7rdi3MLcarqcABQrEJMolTj9tENhMKN66dQvvv/8+2rZtiyFDhuDatWv45ptvEB8fjyVLlqC/cbPvOiY4OBgBAQHYbnDsBIDi4mLs3bsXAwcOrOCdjZycHGpn0Ls3UFiFL/1//pHXr12jB8gVdVriSfjmZyHR3Qc72vVDm0qE4uFracgr1sLFUYV2TSsxRzGDiVA0OJ4KWhjNstY1wqzk7g5NJVe7261OMTm7EPGGmyfj6Gp10en0yDDUblUnoigccm9lFOCTrZeg1enxv+OxFluVvP93FK4YGlWLWiJzCKHo71mzVjxtmrpjsqFW8fNtlGb4UN+WeGl4BwDAh/9cqHAGdP+VVJy4mQGdHoi4Vr6uhqkZZ2IzMfXno3hlzRlsOm3+RlCv10upTCIic7CWrW9uGVKjW/m4oltzmgyLquDzV5aiUq1JxN5YKIrvNh83J7g6Vd0IjKk65to5FZZoJZO0YMM17pnB7aS6vwlhzc06dQNyL0XBfT0qNvqSW2TkSyma40JN3yOilFeMWgVUNaKYmFX9iRC9Xo9v91zDqZhM/FmLdkDiOxuAFH09a5g4/vdsArIKStDKxxULHwzFgVeHooN/zSbhRbaTqFPU6fTYep6E4j1dA6T9xoU2BwBsPh1/26efno3LBAA8N7Qd/mtIoT58Pc1qBl/VrVEEIH0eLnH6aYPAJkJxxIgRCA4OxnfffYf7778fFy5cwIEDB/D444/Dzc284Kguubm5iIyMlHo2RkdHIzIyEjExMVAoFHjxxRfx0UcfYf369Th37hymT58OV1dXTJkypU7O3yC5cgVITyfB9+uvFe+bkACcOEHrohZz2zbp5UdPkYj8I/QeaJUqyxFFw0VK1Cd2aeZZrui/Koi0oBbeLtIFXSBmWa3herrTIBSHdvKTU4NuM6F4yigF7lJSTo1NEbIKSqT6zurUKIqJgIhraVL6MgC8vek8iktN67j+PZuA347EmIzX0o2AmGH319QsoggALw5vD2dH+jy7OKrw/LD2mHFnMDoHeiIzvwR/Hrd8cyXqmwDgfC1TehkiPa8YT688KX0u5v9z0Wyj5sRsai+gUirwgKEV0L4rNZ8EKdHqpDTnVj6uUh1adf6u5+OzUazVwc2Jok5n4rKkVG2uT7Q+4lqVkFUofWfcSMuDXk9N7UVkz03tgEUPh+GhPi3x5r2dLR7P+G/l667GgDZNKjy/iCheScqVrjsP9TXtSSuOKeq81A5KqB0sRykBWSgm51T/e/tGWr4Uaf/nnGX/hsrYdzkFidmF8HZ1xOwRNJF2OSkHRaVaKXr12IAgTAhrARenin+eihjYln7Hh66lQqvT49StTCTnFMFD7SC9BtD13NVJhdiMApyOrV7U394Q6bedAz3RKcADAZ7OKCzR4Uh0ulXOJz671RGKnQLY0KYhYROh6OLigrVr1yI2NhaffPIJOnbsWOfnOH78OMLCwhAWFgYAmD17NsLCwvD2228DAObMmYMXX3wRzzzzDHr37o24uDhs27atcaaTVpUEI5evzz4DtBXMGP37Ly379AGEeBZC8fx5BEWdQKlCid9D7wEABPlUHFEUdK+i3XVZxEW0b7BPuddExCk+s7BOZ8Hyi0ulG727OzQ1Eoq3V41i2Vqpmt5Qi/YWHs4OcKzGZIGoUSw2mHs82Lslmrg54WpyLn4+KKeWanV6vLXxHABg+sDWUChIOKRYiOpJEUWPmgtFf09nPD2oHQBqKePn4QwHlRKTetKM9cmbmWbfdyY2E4eMoojViTwx5tHq9Hj+91OIyyxAsK8bWni7IDG7EN/tLm/FLzkw+7phWGeqGztwJbXG0YX4zALo9HTj3tRDLaWeVqemV6SdDmjbBB39PaDXQ6rpijNEK1koWg9xrSoo0SK7gG5mow1pp8FN3U3SS/u1aYKPJ3VHE3fL2Qi+7mo4qug9Y7oHVjpBKq4vBSVaaHV69GzlVS6y5uuuhpPRcapS5yW7uZoKxchbmZix/JjksmqOo9Hyd9SFhGyT2r/qsP1CEgDgvh7NEezrBi9XR5Tq9Dh9KwtHDYJkUIemNTq2Md2aa+Dh7IDsQqrxFdHEoZ39TAS1i5NKMr85ZiVB1BjIKiiRJqE6BXhCoVBIfwdL2UOZ+cV4YsVx/LT/eo3OmVPNGkVAjiiyoU3DwCZCcdOmTbjvvvugUtV85qgyBg8eDL1eX+6xfPlyAGRkM2/ePCQkJKCwsBB79+5F165drTaeBoGxULxyBdi4EUhOBp55Bvj4YyDfKFIm0k5HjwbuITGIXbuAkhLg++8BADvb90OShy8CNc4WZwHL1n9V1/FU8HCfVpgzsqPkWGaMv6cavu5qaHV6KZ2lLhDmKRoXRzT1UEsObPURUSwo1hrqVmyfJiOieMJWfF8N6xdqYmQDUD8yUa6idlDi5Xs6YO5omsn/eucVZBrqHqlfWTGcVEq8ProzWhtSuSylqwjX07KTGdXl+WHtsPPlQZg1tJ20LcxQKxN5K8Ps30xEE8XEx+WknHLRUaZ6rD0ZiwNXU+HiqMIPj/bCm/dSJsTi/dfLmcqIz0THAA/0CvL+f/bOO7ypsv3j35OkTXdKd0uhZUOZZUnBwbICAiooKlqc6OveAye+oqivr6jw01cQJygOEBW1ypBN2WXIhjIKdNI90jbJ7487zzlJm7RJm7Zpe3+uK9c5OTk5eZomOef73Pf9veHloUJWkV6uO3MW8VvRIcgHkiShR0QAJIkil44aMAgjm/iO7XCVuYZKfNfkiCIb2TQaXh5qtPOhi9eLhfR+nzILoy52MmZqQ6WSEBcZAJUE3Dgous79fTw1CPNXhOctZmfl6seMtEhpdaQfcYS5R2z1GsV///oP1h7JwpKUM7aeBgA1okq/H6hfSwlRpxkXRWJEpGZ/tjkN+iojInVe6BrmfElKdTRqlRy5vfmTbfh6G/1t43pH1NhXpAyntuF2RkfME5TtA72hM3/2R5p/e9Yfq2loYzKZ8MJPB7DmcCY+WHu8XtcjsuupgzWKgEVEMcN+hhDTdDSb6ynTBAih6GGeyZk1C+jXj4TfrFnUD2/RIuDPP5Xo4bXXAvHxQHAwUFgI3HQT8H//BwDYOW4aAMgX5LaoGVGsn1DU+XjgwZFdbc6oS5KEQTGBAIDdZxreD00gahGFiY2Y8W2OGsU5vx3CLQtTGmwm4ywGo0lOG35gFAmhzSdy6tUiRAhFZ4xsAOoxFmlOPZ5+WUeE+XthSnx7dAzyQWmFQR7fCbN7aGyIDzw1Krn/kl2h2ADXU0skSUKXahGH3lEB8FBLyCmuqNH/8WxuKf4wp3H9+7re8PfSoNJgwvGs1jdbWlReiTd+O4Rdpxt31t5kMuGzzRRdfnRMN/SI8Mc1vcMxomswKqqM+M9fR632F5+JnhH+8PJQ47JOSsqao5RVGGT3XTF5JH4j/LQa+XfRUWdFEbmP7xCIK7vRxdqm49kwmUycetpEiBIHYWgjjGw61UMoAsD/kgZh5UMj0Ke9Y+c9kTnjp9XYdFIFrD8DjkRlxO9bUXmVnIZ9IqsYe8wR7NomR7afou/ttX1pLH8crJ9QvGj+/Irekr2j6P1INkf8ruwW6lRv5dp4YGQXdA/3Q5XRhLJK8kUQEy+W9DdnN7Xlvreihr9XpBK5HtEtBGqVhFPZJTWudVbsOY/fD9D/rKi8SvYucIbCetQoxob4wkMtoaTC4PJ+yozzsFBszQihePfdgJcXcOwYkJlJNYgdOwLnzgH33QeMG0fGN2FhwKBBgFoNjB1Lz/35Z1o+8ggipk4CULuLqZeHGoHmmSp/L02torIhiJYZe1woFMXFn0htFYLxUkmFnD7RFFgW5NtqJtyYnMwuRrG+Cj6eakwbHA1/rQb5pZX1itwqQtF585i7RsTisk5BeHAkiVUxWw8odQsns6wbVIv+S7aEYom+SnYNrK+ZTW14eajl8e2tlrq7+UQOTCaKJvaMCJD3a2jrEUcprajCrBX78U7yEaSey6+z1UhDeDv5CBZtSsOj3+5t1IhpyqlLOJJRBG8PNaabIzGSJOEFc+T5t/0XrHqDHZEjivTei1RRR/uHHUgvQP/X/sIb5p5v1YUiAPn/6ojzaVZROdLzyiBJQL8OgRgcS1HOzEI9Dp4vlM1sOKLYuAjTNDGJlJZDvymdQut33orUeTtVbiF+uyYPiLJrWmTpehvgwMW2n1YDH3PGj8ii+GG3Ujttr+4rPa8U5/PLoFZJeH58T6hVEg6eL5Sj82UVBuw5m4efU88jz/zbbg8hvEU0tG814WxLyNWX+I7t8NcTV2HtU1fh5YlxWHznYJvvZV/zpPW5S2XyuamtcUSeMFN6ewZ4ecjusZZtMs5dKsWrv/wDABCa/oiTJRP6KoN8HvDXOp566qFWyd+N1ph+unHjRkyaNAlRUVGQJAkrV66UH6usrMRzzz2Hvn37wtfXF1FRUZgxYwYuXLA2asvIyEBSUhIiIiLg6+uLgQMH4scff7TaJy8vD0lJSXIv+KSkJOQ72gXBAhaKrRkhFPv3B555htYfegjYtQs4cgR44w0gIQEYMADo3Rt4/XVAZf5IXHcdLUNDgV9/BT78EHdd3hmfzhiMR0Z3q/VlRfpp3/Y6pxubO8pA8w/bnrO2U/3qg3AxFCmn/l4ecjTsXBPWKR7OKESOuVH9gSYuvE81zzr3ba+DVqPG8K4UealP+umlErpIcTb1FADuvaIzvrs/QXYbBIDu4XTiEA6AIk2ss/miThaKNi6ERH2ir6faqVoJZxDppyKlUCDuD42ltFMxu95Uhjar9l/EtzvO4aP1J3H9/21B4vsbUaKvafjSUA5dKJSNhS4UlGPFntrbhTSEL7ZSNPGGge3lFCqA3ttRPUJhNAGfbKR030qDUZ5UEFFnZ9PKf9p7HhUGI1bupabd4rfCssehMLRxpP5UfM+6h/nDT6uBl4caY3pRq6a3k49wRLGJUNo5mSOK4jclpOFpkY7w0KiueGR0Vzx3TU+7+1gLxbp/uyRJsqpTrDQYsXy3kplysaAcBWU1Jz53mrMA+rbXoUOQD4Z1pt+rR77dg8R5G9D71WRM+WgrHluWitdX2e8pXVheKacbiohin/aKMFFJwIguIXX+Hc7SJdQP91zeCcPtHFvn7SG7te9r5Kji2dxSfL/zXL2N4BoLJaIYYLV9lLnf5+rDilB858+jKNZXmfuGkhuvs6JNtMYAAD8nIoqAMrmQes51wQB3oaSkBP3798eCBQtqPFZaWoo9e/bg5Zdfxp49e7BixQocO3YMkydPttovKSkJR48exS+//IIDBw5gypQpuPnmm7F37155n+nTpyM1NRXJyclITk5GamoqkpKSnB4vC8XWjJiBiIwEXnsNKC4GFiwAvL3p9sILwNatwN69wMGDFF0U3HwzpaQeOgRMnAgAUKskjI0LrzPXXJx862tk4wh92uvkVD9XiTjLuiNBc9QpbrRoBn48q8imi2NjIaJhAzoGAiBTH4BS4pxFzCoH+zkvFG3RzXyRL1I27UUUj2UW1UiVdYXjaV3Em98zy954gPKeisedERSuQKQTReq84KlR4URWsZy+6ypMJhP+veofGE3KxMBH60+iyuD6qOK5S6VYfYjMMu4aHlvj8YfMKdPLd59HRkE5TueUoMJghI+nWhZ2zjoaC0On3JIKnMwult9Tq4iiE4Y21T8TAPDcNT3hqVFh84kceaIomiOKjYoQDjvScpFXUoF8czuf2BCf2p7mMjoE+eCpxB5Wkx3VibZKPXXsYlukn2YWlmPD0WzkFOsR7Osp10SesJH2LkxmLjPXUU8wp5/uSy/AscxiGE2Av/ncv+2U/UwX4QYc6OMhexl0DPKRxx7fsV2tf29jIkph9p9r3AnYp3/ch2eX78fwt9bi7i92yj2lmxOD0SRPolqmngLUcxIAtp3MQVF5JUr0VVh9iLKaXpkYhz7m37ba2k/ZQkwY+Hiqne6TOVDOGst36nktgfHjx2POnDmYMmVKjcd0Oh1Wr16NadOmoUePHhg2bBjmz5+P3bt34+xZxeF927ZteOSRRzB06FB07twZL730EgIDA7Fnzx4AwOHDh5GcnIxPP/0UCQkJSEhIwKJFi7Bq1SocPXq0xuvWBgvF1oyIKEZGUu6AM61IVCogMREIcX7mb1K/KES388ak/rZrLlyBl4dargPZfdY19VDpIqJocXHWHHWKlqLMaGq6FEVAMbIZYBb5wihgX3oB9FXOOcyKiFnParOX9UU4oR3PLIbJZFKMJ8xCMTbYF1qNCuWVxhoCIMucgtUQx9O6iO9AJ7ZDFwrl96qgrBInzIJ2gNlMQaQ9Hr5Q2KhpoAKRxjgjIVa2jD9di/NhffjjYAZSTl2CVqPCd/cPQ7CvJ85eKsXPqfVrcH0iqxg5dkxhvk45A6MJuKJbiDx5YMng2CAMjQ1ChcGIeauPyQ24u4f7yxkO8vc6r6zO/8H5/DL5fwhQ2qssFIMVQdHb/Dk/mV2MSyUVeGnlAby3+pjNY4oLR8uefB2DffAvc18zgKLfujqaqzMNY7xZDG1PuySLn0idl1v1rrSKKDr4eRCTtWsOZ8qR9SkD28uRpKMZNesURX2iMNy6cVA0Hh7VFU+M7Y7FdwzG9hfGIOWFMVBJNAl40U57qov55rRTnTJuS0MbUY/bHPRrgjrF8kqDnEViNAHrjmThFbM7d3OSllOC8kojvDxUcg9PQdcwP3QO8UWlwYQNx7Kx5nAmyiuNiAn2Qb9onTwJ62xEsT49FAUDZYO4/EaZcGxJFBQUQJIkBAYGytsuv/xyfPfdd7h06RKMRiOWLVsGvV6PkSNHAiAhqdPpcNlll8nPGTZsGHQ6HbZu3erU67NQbK2YTECGuQ9SZOMJNltMHRSNzc+NllPsGgs5/dQFM04mk8nCzEa5+OtorlOsLjxO55Tgp73pmLf6GD5Yc9xl9VilFVXYdZpOMt3MrnCujv7Yo6zCIM84iohipxBftPPxQEWV0alUySqDUZ59FLORDSU2xAdqlYQifRWOZxXL/b5E6qlaJaGbOT21ep2iiCg21PG0NjoEeSPY1xMVBuW9EsI7JthHttbvGuYHT7UKRfoqpwr196fn16sBcbqFg6aoGXa1UBTW6fdf2Rldw/xxzxWdAAD/t/6E09+N5bvTcfW8Dbj90+02H19jjibedlmM3WM8OIoE13e7zuG/ZrEmnPQAEgNqlYSKKqPddiqC6mnXaw9nIs8ceRL1zAAQ6q9FiJ8njCZg0vzNWJJyFh+uPS5PQFki2g5Ud358cGQXOYrYvp23yww/GNu0D/TGkNh2MJnIURmov5FNY2FZp+rvoHNklLk2cNX+i9hpPp/cNLiDnL5fvU4xq6gcp3JKIEnA4BgSilqNGk9f0wOPje2GMb3CER7gBV+tRq7zTa2WOSEQ/Y2jqv3WPnNND9w6tCPuHBHr0N/QGIiJmX3pBY3mprk/vQCVBhPC/LX44V8JACh7pD6GcK7kSAadk3pEBNiM7l3dm6KKf/2TiVX7KcgwqR/V0IkJhlPZxU61JBNC0RnHU0G3MD/4azUoqzS0mDrFoqIiFBYWyje93jEH7NooLy/H888/j+nTpyMgQLmW+u6771BVVYXg4GBotVrcf//9+Omnn9ClC537MjIyEBYWVuN4YWFhyBDawEFYKLZWcnOptQUARNS0im4NCEMbVzif5pVWoqSCfgAt64JspahdyC/D2Pc24Inv9uGDtccxb80xrDH3jbLH0YwibDlRt8Pi9lOXUGEwIrqdt1wX0FQubSJlM8RPK88Gk8Os88ZBJ7NLoK8yWrlBNhStRo1YcwRHRInC/LVWNYfd7TifZrjI8bQ2JEmqkX4qlvEWkSMPtQrdI+iCzRHjEwAoKK3ETf/bhonzN+HvIzVtzGtDNkYJ9JbfP0dNXBxFfD/G9aFJqRkJsQj08cCp7BLc9/UulFU4dnHx674LeObHfTCZaPa6+kVJRZURZ8yvNcDiPa3OVd1DMbFfJML8tegR7o8ruoVYXaBq1Cr5Yrqu9FMhFEVK3sbj9D0O9vWEr8UFkOUFlagxBID11fqT6asMcnpe9e+Gl4ca/76uNzQqyWYPWcb1TB5APVDlXpv1NLJpLCItBJejEcVbhnTEpP5RGNMzDGN7heGFCT3RPdxf/n2sLhRFhLtbmF+daaEDxW9cNdMugRxRDLT+rY3v2A5zp/Rt1ih576gAaFQScor19XLwdARxPTIoph0GdiSTqvJKY639K5sCMXEbF1kzCwMAEs3pp38fyZJ7Kk40Z4WF+WvRzscDRhOssivqoj49FAUqlSRPWFev+3dX4uLiZOMYnU6HuXPnNuh4lZWVuOWWW2A0GvHRRx9ZPfbSSy8hLy8Pa9aswa5du/Dkk0/ipptuwoEDB+R9bE00mkwmpycgWSi2VkTaaXAw4OmaGjF3Q0QUj2QU4uD5AizceBLLd6c7fFFqiYgmhgdo4eWh9IjsYCP19MD5AlQZTQj08ZCdUW1FDQSnc0pww0dbcPvi7XWmsG4wX5Re0S1Udpfd30T1DeLiVkRRBXKtgBM/1uLCIy4qwKWGRuJCRwhFkXYq6Ckb2lhHP7OKhFB0veOpJdUNbfaaC/Gri5rekfS/dbRO8UhGIfRVRlQaTLh/yW6Ha0arDEY5mhrdzhsx5mjJ6RzXpVLrqwxyTZ2I2PppNZh/azy8PFRYfzQbd3y+o07n4C0ncvD4d6mwnHiv/n05k1sCg9EEX091rf9LSZKwYPpA7HhxLP584kp8fc9lVk5/gMUkUK7996LKYMRm8wTP42O7w0MtyZGB6KCadWzi/98xyAc3D+4AoKZQPHepDEYTpZaG2KjfHd0zHCkvjMFrk1t5n183YUKfCKsIS6cmMrJxFC8PNULM2QiOpvB1CPLB/FvjsfjOIfj0jiG470qKMljWcVtyMotEjK1U7urEd6x94lCOKLqhEZOXh1o+h+y3I3QbiqVQVKsk2UCruaNiom1P9d9BwYAO7RDi54kifRUqDEZ0C/OTxy5Jkvw8Z+oURY1ifVJPAUvTwvx6Pb+pOXToEAoKCuTbrFmz6n2syspKTJs2DWlpaVi9erVVNPHkyZNYsGABPvvsM4wZMwb9+/fHq6++isGDB+P/zO3sIiIikJlZM4CRnZ2N8PBwp8bCQrG1Ylmf2EqJ0HmhfaA3jCZg4vzNePP3I3jqh30Y+uYazP39sFN57dVbYwiUWqZS+XhiZvCKbqEYb46giBq46lQajHjsu1SUVhhgMtUdQRIC4KruIehnruk4lV3SJO05RJSj+gle/FjvPuO4w6xop9HHxenH4kJGCKzqs/8iLar6SVlEFCMaMaIIKJHDrSfJHEOOKJrfQ4EwPkl18GLluHkWV5Ioqnbvl7scql3NKCyHwWiCp1qFUD8tOpkjWGculbisPlJ89j01KrmBOUDfj6/vuQz+Wg12pF3CB2uO13qcb7afhcFowrX9IuXI3JlqIu6kuXdmlzC/BqdlOmJosy89H0XlVQj08cDQTkFyLzbL51sy84pOeOfGflj50AgkJVBq7NaTOVb1veL3IybY1+7fEOKnddr8gakfwX5aXNFNqcXv7Gapp4AypoZmRIhU55ziCuRapFyfqGYMVhsia+LA+QKbaeUiohilcz+hCAD9zROw+yxKOiqqjNh+KrfBxnEmk0meUBWZOPURWK7GZDLJ1x7VHU8FapWEsb0UATGpf5TV71PPSOcFb0NqFAFlktqV/bIbE39/fwQEBMg3rbZ+E9NCJB4/fhxr1qxBcHCw1eOlpXTOUqmsJZxarYbRSN/JhIQEFBQUYMeOHfLj27dvR0FBAYYPH+7UeFgotlbagFAEgMu70gleJZG5RccgHxSVV+GTjafw/S7H7fmrt8YQROm8odWoUGkwyfVkp80Xr7HBPrKLXGaRbaH44drjcp0aUHvaRlZhOU5ml0AlAQldQhDsp5XTYA+eb/yTjHAprS4U+0cHQq2SkFnoeLqOOClZ2qK7AlFjI6h+YRMXGQCVROJa1M0BSj+xxnQ9BchIpXOoLy6VVODer3ahoKwSnhpVjZPz5eYL05RTuSgorXsSQHxu7kiIxYiuwdBXGfHj7ro/3yLtNDLQCyqVhOh23tCoJJRXGpFZ5JrUK7n+M8CrhvAZEhuElyfFAag7Mi4E23X9o+QU2eoi7mS2tYFRQ4hup0wC2WOD2YF4RFdqSm2ZDlo98g5QitW0wR0Q5OuJ3lEBCPXXorTCINcdA0p9orvVwrVlrhsQJa+7W+opALxxQx/Mub4PhnUOrnvnWvDx1MgTHMcylXORmICpXjNri07BvtB5e0BfZZTr3iwRJjeRjfxbW1/EZM+XW09j7h+H8d3Osxj93/W4eWEKXv35nwYdOy2nBJdKKqDVqGSPBuEwKiJ6zcHO03nILNTDx1Nd6zlZuJ8CwMR+1teOPWVDG8evRUQblvrUKAJKJs7ZS6V2zc1aIsXFxUhNTUVqaioAIC0tDampqTh79iyqqqpw4403YteuXVi6dCkMBgMyMjKQkZGBigrK3OnZsye6du2K+++/Hzt27MDJkyfx3//+F6tXr8b1118PAOjVqxfGjRuHmTNnIiUlBSkpKZg5cyYmTpyIHj16ODVeFoqtlTYiFF+Y0Av/u30gUl4Yg6/vuQzrnx6JB0dSms2q/TUdF/NLK/DeX0drRGPk1hjV7OhVKgmdzRel4mRqGREIM8/wZhXWvOg+dKEQ//f3CQDKLGxtQlEYoHQN85PrOISd94Hz+Xaf5ypERLH6Cd7bUy07dToys2c0muS/pU9710YUu1dLjepS7cIm1F+LJ6/uDgCY89thLEk5A6PRZJF62rgXL54aFd6/eQA0Kkl+r/q218FTY/1T2yWU0noqDaY661sB5XMTFxmAm4dQg/kdp+1b1AvE5IYwSNGoVfK6q9JP5WitnQtDYcpUW4onYD1Z09GeUMxy/IK2LhxxNN5qTju9yuzUeJnFhXr17IPqSJKEq8ztZSwbWYsoaUxw7c9nmo6r4yIQEeCFmGAft+xd2S3cH7cPi3FJlLl6naLJZMIJEal3QCSrVDVrsQUmk8nuhKO7MKl/FAbHtENZpQGfbDiF55YfkH8n/ziY0SBjul3m3/z+0YHyb75w/W7OiOJ3O88BIPFXm6Pv5d1CMLpnGKZf1lG+7hGIyKgzhmrimqm6y6qj6Lw95POHMx4J7s6uXbsQHx+P+Ph4AMCTTz6J+Ph4vPLKK0hPT8cvv/yC9PR0DBgwAJGRkfJNuJV6eHjg999/R2hoKCZNmoR+/frhq6++wpdffokJEybIr7N06VL07dsXiYmJSExMRL9+/fD11187PV4Wiq2VNiIUdT4eGNcnEmHmtgcqlYRbh9KFdMqpXKv0mvzSCtz26XZ8uO4Envw+1SqNMt1ORBFQTp7iYl1cYHcK8UG4OaKYZSOimHIqV7bxv99cIyJOyLY4ZKMZbl/R96kJnE8v1HKCH1hHXYolabklKK0wwMtD5ZLIjyWxwb7QWFws2UoTe2hUVzxgnix4aeVBXD1vAyoN9L8WEeDGpF90IB4Z3U2+H2/HdGV8XzKZ+uPgxTqPKaeGhflhaCxFtQ5dKERhHSnJthq3x4o6RReZK9SV1isuEjIKy+065hWVV8o97DoE+SAmyJwiW22MJ524oK0LR1JPxfdVfA9F3ZHl82tjZA8hFJU6RfG+x3JE0W3w02rw5+NXYtUjl0Ojbt2XRSIrQzhcXzL3j5QkoLOD9ZmiFVB1k5FLJRXQVxkhSY0/KVdffLUa/PCvBHx252D07xCIED9PzBrfEyF+WhTrq+R+kvVBnB9FyiQA9IpQDK7q+r1uDIrKK/H7ATrH3DykQ637ajVqfHbnELx5Q98aj3UP94ckUdpytp0MquoIUWnpOO0sspleC6lTdISRI0fCZDLVuH3xxReIjY21+ZjJZJJbXwBAt27dsHz5cmRmZqKkpAT79u1DUlKS1esEBQVhyZIlsgvrkiVLrFpsOErr/kVsy7QRoWiLDkE+6NteB6MJ+PMfitYIkSgiXUcyiqzMWWy1xhB0sYgollca5GJ9y4hipo2IokjJ6x7uL7dtOJllvzZMRDnjLIRiv/aBAByvZWsIco2ijdoSZwxtZCObSNs23A3BU6OSU/a0GpXN2X9JkvDsNT1w/5WdASjpiu0DveHRRBeBD43qIrsDXtnddt8w0dB647GcWmtQC8sr5c9S1zA/ROgo8mE01R3hVRxPlc+1oy0yHK1HFWOzl2rWzsdDrlGxF70TEf12Ph7w02rkaNsZi/1NJpNLU0/Fdz2zUI/ySgP+/CcDd36+Q55cKihVxKsQhX5aDWYkxGBgx8Aadae2uKJrKFQS1ZgK0S4LRRe5ATOuQefjUS93xpaGMLQ5bhaKlr+P3p5qu8+zJN6O86mIJob4aWtkUbgTkiRhdM9w/PzQCOx8cSzuv6oLRvek32lHMjzsYWlkI9D5eMitQurT3qihrNp/EWWVBnQJ9ZUnfOuDt6darnF3JP20osooT+z1aIBQFGP+OfV8raaBTOPhvt9kpmEIoRgVVft+rRRxEf77gYsorzTgjs934p8LhQjx85SNC5aknAUAGIwm+SLOllAUaW4ns0uQnlcKk4kuGIN9PeUIVWmFQXb4ElhGWmKCfOChllBmITSrI9tXW/Qd7N9BB7VKQnpemZXlvqupqDLKNQDVbc0B5cT3z4XCOgv+hVB0ddqpQIjuTiG+dh1VJUnCrAm9sPPFsVg0YzCeGNsd703r3yjjsYVGrcLSe4fh54dG2BWK3cL80CXUFxUGI9bV0vJCRBPDA7RySrKIKtY1+33eooeioK4WGfoqAybO34SpH291qGdWXa1HJEmShd9pO+mn1WuEhTBLv1QmT6xkFelRrK+CWiVZNbqvL0KUApQO+vLKg1h/NBs/p1LK+plL9P6E+mut2mC8Oqk3Vjw4wqGLap2Ph3yh8/eRLFRUGWXxHhvCqadM0yNSTw9fLEKlwSj/vjiTzi36EZ7JLbW6eFcmG90zmmgLUVc9xmzksvZIZr16LOaXVsimY5ZCEWje9FORdjptcIcGG4CJUo80B9orncopRqXBBH+tpkHp3Nf0iUBMsA8uFpTjloUpLBabARaKrZU2HFEEgAnmtL5tp3LxyLd7se9cPgJ9PPDNzGF4OpEKeX/bfxG5xXpkFpaj0mCCh1qymT4nohcnsoqRlqPUF0mSBF+tRr7YrB5VtKzd0qhVcgTBVp1iaUUV0syRBsvUU38vD1lwpZysuyatvmQWlsNkoohdsG9Ny/4onRciArxgMJrw+ZbTtR5LGO+42vFU0COc3h9HLmxC/bW4Oi4cj43tZlVf1hR4e6rlCypbSJJkNaFhD1sXcsJUpS6hKE6qlifqulpk7DmTj4PnC7HnbD7e/fNorccH6o4oArCbSio4V811OFLnBY1KQoVFew/xPnQM8oFW41jkozYkSZKF6RdbT8vp4yfkWmTzd92BFNPaGN2Lmh6vPpSJc3mlcmuMUL/GT4NmmOp0D/dHOx8PFOursOt0nkU6t+NCUeftgeFd6Pf0001p8nalzt096xNr44puIfDUqHDuUpks+JxB1Gt2DvFFULVzqEi9bGpDm2OZRUg9lw+1SsKUgdENPl4nJ9oriehp9wj/BglUnbcHlt03DLHBPkjPK8N1C7bg/q934e3kI3KbLKZxYaHYGjGZ2rxQjAn2Re+oABiMJqw+lAmNSsLHtw1C93B/9O8QiH7ROlQYjPh+V7pcoxQV6G0zVbJzqC8kiRy8ROqlZdpYmLmfW/UWGRcLrc1hxIW+LaF4JKMIJhPV0IVUu4BMMAucbacaTyiet5gJtvWjLkkSHhpFdX//+fMoVuyx7bhZXmmQI4q9Xex4Krh1aAfcOrQjHhzZtVGO35SI9irrj2bXiEgLxOelW5iSvnNZJ/pM7E/Pt9s31Gg04UK+0kNRUFeLjG0nc+T1xVvSsPN07WJUjijWIhTtmdMIZNOdoJqmO0Kw1eeCti6Ec+n3u87J205k1jStagiJcTRptfVkjvzdqK01BsM0JmqVhFE9afJi7eHMekUUAaoFB4Bvd5yVa9bc3cimNnw8NbL4rU/66W4b9YmCXs0UUZy/jsz0xvQMQ6gL6vPlkgAH6ttFG42GpJ0KInXeWHZfAjqF+CK3pAJ//pOJj9efxLc7zjb42EzdsFBsTbzyCvDEE0BBAWDus9JWhSKgpJ8CwOzJvZHQRYko3T6Mepx9uukU3vrjCAD7LoZeHmr5onXdYUoRtEwbCzcb6WRZtBswmUzILKCTZ0Q1oXjShqGNqE+01eNIjHtbI0YUFUtz+yf4pIRYzLyiEwDg2R/348O1x7H9VK5VeuLCjadQpK9ClM6rhkOpqwgL8MLcKX2tUnRbKr0i/dE5xBf6KiNW7avp0gvYjih2CPJGRIAXKg0m7D1nu04xp1iPCoMRKsnakbR9O5oQsdciY4v5cxal84LJBDz9wz676cZGo0mOpNceURQXGPZqFGv2Me1oFmjisZOyoY/ravvE6xksBLOIKFq2wWkIXcP80DnUF5UGEz4zR+M57ZRpTq42p1musRCKzk7ADO8SjAEdAqGvMuLTzdSKSDFEazmpp5aI9NM//8lERkG53Uk4W+w6QxNqg20KRToXHs0ocln/2rrYdy4fv+67AEkCHhvbre4nOICj9e2Aa4xsLInQeeGPx67Al3cPxauT4pA0LAZjLdp5MI0HC8XWwqVLwOuvA++/D8yfT9sCAgCftntBMm1wB/SP1uGxMd1kYSiY1C8KQb6eyC2pkI1ixI+5LcRJVDjFxdiIKFqmnl4qqUCFgWy2hSNrbRHFQzbqEwWDY9pBo5JwPr+sViv/6pzIKsL0RSm4/dPteOibPVi6/YzdfUXkqa6Z4Fnje2Fy/yhUGU14b/Ux3LwwBcPfWoedpy/hQn4ZPlpPM5jPT+jVZMYxLRlJknDLUHKiW7rd9uzo8Sz6zFkKRUmS6kw/TTdHiSMCvKz+Fx5qldwGpnoKUbG+Su77+ekdQxCl88KZ3FK5zqU6OSV6VBlNUEmoNZWyroiirT6msrg01wq60sim+rgAqiuSJPru5hbr5XYerqiHvKY3RRXFe8tGNkxzckX3UHiqVTidWypnkzjrJCxJEh4ZTVHFJdvOIL+0AhdbcOopQJE3gL6nw+auRe9Xk2s9bwoqDUbsO0fZAtXrEwH6vntqVCirNFgZdNWXwvJKjP9gE57+YR+qDDXbeZhMJrz5+2EAwA3x7eWejg1FRBTPXSqzmlyzhSIUXTeh6+WhxlXdQ3HXiE54/fo+SKp2Xcc0Dnwl11o4pTQXx5w5tGzD0USA6tN+fvhyPGHuq2eJt6ca384chn9f1xtzru+D/97UH4+OsT/rVv3i1PJCL1zupaikntpyfxPHOJ5VXKNYXjaysRFR9NVq5Fo3e+mnJ7KKcM28jfh8C9WLmEwmPLf8ALaezMXmEzn4bf9FvPjTQZvurICFCUEdM8EqlYR3b+qP16/vg/F9IhDip8Wlkgrc/ul2PLh0D8orjRgS2w6T+rXtz54z3DioAzzVKhw4X4D96flWj5VVGOS0zG7VUsOGmIXi51tO48p3/sbod9fLvdEAJZ2zfbuaF20xdmaGd6ZdQpXRhA5B3oiLCkBSQixtt5N+KtJOQ/21tbYViLWIDla/sDGZTDb7mHasFoVsjNRTS2F694hOci3niaxil7qTCqEoYKHINCd+Wg0u6xwk32/n44HgetTMju4Zhl6RASipMOC2T7fLtX22DNFaAlGB3rh9WEcE+nhArZJgNFGpRV1tLY5cLEJZpQEBXhqbv08atQpdhXt6Peofq5NyMheHLxbix93pePnngzWuJ9YdycL2tEvw1KjwVKJzzdVrI1LnDU+1ChUGo5yFZIvC8kp5AqJHI2UWMU0HC8XWwunTynpFBS3buFCsix4R/piREIvbh8Vg6qDoWq3RawpF5QJTOJ9mWvQWEhfQlul4XUL9IElAfmklcksq5O0GowlHzEXutlJPAWCY+aSecjIXJpMJ+87lW5285vx2GEczi/D6qkPYkXYJv+y7gN1n8uDtocY7U/vJF8AixbU6F+Xx1j0T7KlRIWlYDD6+fRA2PTsKo3uGQV9lROq5fEgSuUJy/ZXjBPl6yuZLS1Oso4ons4thMtE+1S/krugaApW5dvbspVKcyinBc8v3y6lNSmuMmv9TYUqw9nCWVa/Rreb6xBFdyBlY2ODvOZNvc+x19VAURAR4wVOjQpVRacgtyC2pQFmlAZJkLWoto5DF+ir5eV1dKBR7RvjDQy0hSueFq+PCZTF+4HyBbG7jClHXr70O4QHK/497KDLNzdUWaXv1nXyRJAkvT+wFbw81/rlQiIIyOifZarHUUphzfV+kvpKIo6+PQ5dQX+SXVmKxhWGPLUTa6aCYdnaduDu5sH+tZZuNb3ecw/trjls9/qG5NvGuEbENchytjloloUOQde24LY6Zxxep84LOp/W3nGntsFBsLaSZf8h8LS5AWCi6DMu0Px9PtVVheJgcUVQugIVTo2XLAG9PpdbRMv30TG4JyiqpQX0nOxeQCZ3pwn3LyRw8sGQPrvu/LbhuwRYUlFViR9oluaG30QQ8vmyvXHf54MgumDakAwbHUjrMITvF9I5GFKvj7anGJ0mDcNMgclS7IyG20dpitGZuM6fQ/LLvgtUEgFyfaONCLjbEFyseHIFPkgbhq7uHwk+rwd6z+fjGXOB/Pt/seGojotjbnOK85nAmEt5ah5dXHkR5pQFbTlDEWtTF9oum9iwZheU2Z5DF5zyiDjt8lUqSo4XVLzBEOnW4v5eVm2mMhVDcaU6vDfHTuvTCI1LnjZUPjcAPDwyHp0Ylf8/XmmuRdd4eLnk9lUqSTW2Ahtc9MkxDGW1OswScN7KxZHiXEGx+bhQeHtUV/l4adAn1lSdPWzIatRKN+3TTKVyymNytjq3+idURdcmnHGgtUReiBKZfNJ1rP1h7HLvMWR/F+iocMGem3DW8U4NfqzqO1Cm60siGaX5YKLYWhFB84AEgNpbWWSi6DMv6jeqOheHmk2JWHRFFQLngtxSKQrz1jLDfoH5QTDt4qCVkFuqR/A9ZQqfllOCxZXvxTjKJwinx7dEpxBcXCspxsaAc7QO9MdPcdF5EKusWis7PPnqoVfjPTf2x5fnReHVSnNPPZ6gOtXu4H8oqDfhpz3l5+wGzS2YXOxdyAzoE4preEbiyeyieTqQU67eTj2DriRy5ZibahknT1IHR+OCWAegfrUNFlRFfp5zBLQtT5M+HEIo+nhq5dtdWVNHRiCKgpLuKmkPBuTzRw9T6sydST/NLK/H4d6kAlBoiV9I7SifPugtnWZFq60pBl9ibIjh+Wo1LHAgZpiFEt/ORzwsNTecO9tPi6Wt6YM/LV+OPx660G1VraYzrHYHeUZRa+78NJ+3uV5vjqUAWWC4QiqLE4Imx3XFtP8U5GwD2n8uH0USZJHVN4NUH+Xe8lojikQw6j7BQbB2wUGwtCKHYowfw2WfAsGHA7bc375haEUG+ngg0RxaqXzyKiKJl/d/FAtuRFjFza1nzJZqt20s7BShyN8TcZL1bmB/em9YfWo0K649mY9eZPGg1Kjw3vic+vCUeHmo6Sb8woRe8PChCE1eLPXexvgqF5eRqWZtzZV20D/TmlNN6IkmSbLj0+ZY0GIwmlFca5DYkV3UPrfMYSQmx6BetQ1F5FaZ/ul0Wmbai1CqVhOsGtMfKh0bgy7uHwt9LI5s6dQ/3kw2YACC+A138iNYwlii9QuueYKhecyiw5XgKkEgVrWIKyirRP1qH2ZN71/k6DUEI8ipz+m5HF9YSjugSgsfGdMMbN/Th7wnjFrw4oReu6R2OKQPbu+R4HmqVXJPfGlCpJDx9DUUVv9x6GiU2WhhdyC/DxYJyqFUSBtTSN1fpQdgwoVhRZcQps7FXjwh/XNmNso2Eqdle8+/4gI72x9IQRGS0tr/D1Y6nTPPSer7RbR0hFDt1AkaNArZtA+Ljm3dMrQhJkuRZ1+p91USaTWmFQe6FJ0Rj9UjL1eb0s59TL+CPAxeRfDADK8wRpOsGRNU6hren9sM7N/bDr49cjikDo/H21H7yY3eOiEV4gBf6Ruvw2Z1D8M7UfnLdG6CI0LSckhqtDoRTnb+XptY6TaZxuXFQNAJ9PHA6txR//pOBX/ZdQF5pJdoHemNsr7ojaWqVhDdv6AtfTzX8tBqM7hmGOdf3wdDYILvPkSQJV3UPxfIHhstRtSu6WYvSgTGBAIC9toSinHpad4Qs1k4PrnSz42m0jcb2Iv20faA3Ft0xGN6e6hr7uJLqKXiujCiqVBKeuLo7rhvgmotyhmkol3cLwSdJg+tlZNNWGNk9FO0DvaGvMsqRQ0vEtrjIAPh4auweRwjFCwXlVi2lAOBsbineW33MIVfzUznFqDKa4O+lQaTOC0PNPXVTz+WjvNIg/07H1yJaG0JtEcUTWUW498td2HlavCdchtIasP+pZloOJhNwxmzh3Mn1OekMMaJrCHafybNyiwPIldRPq0GxvgqZheXwC/Wz6EtoLRSHdgrC/Vd1xicbTuHZ5fvlVNP7r+yMYZ2DURsdgnysXBqvj2+PrKJy7EjLs2o+X/1CHyBXyhA/LXKK9TiaUYT4jkqKjNz7qgUbELQGfDw1mJEQiw/XHsf/NpyU7cdvHxZTq6OoJX3a67D75auhUUkOPwcAuof7Y+VDI/DHwYuY3N96wkJEFA+eL4S+ymBVR6ikntb92bF3gWHL8VRw94hO8FSr8Np1va2inI2FztsDYf5aOY28+qQQwzBtC0mSMKxzMJbvSUfKqVxcWS27w5H6RICykvy9NCgqr8KZ3FI5LXPl3vN4aeVBFOurkF1UjrlT+tV6HBGt6xHuD0mSEBvsg1B/LbKL9Nh3Lh97z+YDqD0NtiHIE36XSmA0muQ04z1n8zDtf9tQZTRBrZJw/5WdOfW0lcARxdZARgZQXg6oVECHDs09mlbLE2O7YddLYzGqR83ojuilmFWoh8lkspt6CgBPJ/bAwI6BKCqvQn5pJfpF6+ptYX3flV3w6R2DofOuOxIoejQevlhktb2+RjaM67kjIQZeHirsTy/APxcKodWocMsQ577TXh5qp0SiINRfixkJsQj08bTaHhPsgyBfT1QYjPjnQiHeTj6CEW+tw/qjWQ6b2QDWLqaWdu62eigKru0XiW/vG4buTWix3i1ciSrGsOkMw7R5hOu4rfZUIuWzLqEoSZIcVUwzp22+8dshPP5dqpyJdKjaudkWQih2N4swy566P+5OR25JBTzVKtmwzNW0D/SGRiWhvNJo5cuwZNsZVBlNGBobhL+euBLPjuvZKK/PND0sFFsDIu00Ohrw4NTBxkKSJLlmqjrh5mhHVlE5ivRVKK2g1BJbF9AeahXmTx9IM4xaDT64Jb5J6jqEKcmhiwVW2+UmyS600WbqR7CfFtMGK8LwugFRaOfrWcszGh9JkuQ0plnLD+Dj9SdxPr8MM7/apXzOHTCziW7nDbVKQmmFASfNNTYGo0meqLAlFJsDS4dZFooMw4hsn/3pBVZ1igWllThsNm6pnmlkC0vH0EslFfh0M1273Wz+zT+eWSS3N7KHMLKx7E94mVkorkylMpa4qACrzA9XolGrZPd24XyqrzJg9aFMAMCz43q4tNct0/ywUGwNWNYnMs2CiChmFpYj0xxNDPDS2K1ZaB/ojTVPXoV1T4+02xLD1SiGNtazlqfNqYBRjeCQxjjPzCs6yynJM8wN75sbkcYkbNnjIgNQaaALGp23h0O1g1qNGiPNaVvf7aQWHpuOZ6PSYIKfVuOQ2GwKupovwHw81Qjl2i2GafN0CPJBdDtvGIwmKyO6nacvwWQCOof4OpQaH2thaLPpeDZMJjJ8mXNDH3iqVSitMMiN6u1hq/WEiCiK3+SBHRsn7VSglBGQUNx8PAdF+ipEBHg1+mszTU+bEYqzZ8+GJElWt4iIiLqf2BJgodjshMu9FPUON68P8vVsUpt8S+dTMWtZWlElu66KonimeekQ5IOFSYMw/9Z4t+lJaWmM8OiYbvjl4RFyLaMzzeNvG9YRAPDD7nSUVxrwyYZTAIBbhnSw2xqmqelv7k3WKzKA3UkZhgEAJJijiimnFKG4wywahVCri05mx9C0nBJsPJYDgBytPdQqdDa34BKppbYo1lch3dxOyDKi2D3M36r8JL6RHE8Fok5RTDL/tv8iAGBcn4hW0xqFUWhTZja9e/fGmjVr5PtqdeM66DUZp0/TkoVisyGcTzOL9BYtA9wjQiLoFOILTw3NWp69VIrYEF/8+U8GivVV6BjkgyGxPBPoLozpFd7cQ7BiaKcg3DgoGjFBPnh4dFdIkoR5Nw/AyB6h6OuEmL2qexjaB3rjfH4Z3vrjCLadyoVGJeHuy93nt6tfdCC+vHtog5qQMwzTuhjWORg/7E63qlPcbl53JO0UUFJP03JKcMpcpyjMcXpE+ONIRhGOZhZhbJzt3//j5oyOMH+tVUmCSiVhSGwQ1hym9M/GFooiong8s8gq7XRiP+7d3RppU0JRo9G0niiiJRxRbHZEL8XjmUVyKqm7pNIJNGoVeoT748D5Ahy6WIjYEF8s3001DVMHRnP0hLGLRq3Cuzf1t9qmVkmYMjDaqeOoVRJuHdoB7/51DF9sPQ0AmNw/ClFuVh/rSN9KhmHaDsO6UETx4PkCFJVXQpIkHLxgrk90MBtHXBsIExhvDzUGmydohWGXqEG0xVEbaaeCoZ3aYc3hTIT6a+VWR42FyHRZczgLd3y2g9NOWzltJvUUAI4fP46oqCh06tQJt9xyC06dOlXr/nq9HoWFhfKtqKhuR6pmQQjF2NhmHUZbZmDHQGg1KhzJKMKijfS5creIIqCkn36z/SzO5JZgy0lKf3FVw2WGqYtpgztAY5GedN9VnZtxNAzDMHXTPtAbHYN8YDCasOt0HnafyYPBaEKHIG+HJ7oCfTwR6KOkiCZ0CZZNZ3rIQrHY7vOPZNQ0shFM7BeF2GAfzBgW0+iTvkNi2+Gpq7sDUFJxOe209dJmhOJll12Gr776Cn/++ScWLVqEjIwMDB8+HLm5Ne2OBXPnzoVOp5NvcXFxTThiB6mqAs6SMQRHFJuP6HY++PDWeKgkoMzcTLd6D0V3ICkhBt4eamw+kYOb/rcNJhNZf7uL4yTT+gkL8MLV5tSqkT1C0TOicWzcGYZhXMmIrhQ5fOP3w0g+mAEAGBrrXG1/rEVvVsvMBRFRPJlVjCqDscbzivVV+HXfBQBAP4uacUFUoDfWPzMKj4zp5tR46oMkSXhkTDcsTBoEX7OR2XUDoup4FtNSaTNCcfz48Zg6dSr69u2LsWPH4rfffgMAfPnll3afM2vWLBQUFMi3Q4cONdVwHSc9HTAYAE9PIIq/qM3JNb0j8O/r+sj33TGi2Ke9Dh/fPhAalSSnv0x1Mn2QYRrKSxPjkDQsBq9bfF8YhmHcmUdGd0Okzgsnsorx7Q6aoHe0PlHQ2cL860oLoRjdzhveHmpUGIyySYwlCzecRG5JBTqH+GJ8H/cooUrsHYE/n7gSy+4bhnhOO221tBmhWB1fX1/07dsXx48ft7uPVqtFQECAfPP3b7qmzw4jjGxiYgBVm/13ug23D4vB69f1xuT+UUjo4p4uoiN7hOG/06jezN9Lgwl9uQCdaVraB3rj9ev7cCSbYZgWQ1SgN76+ZyjaWaSPDnPSLVy4RHcM8pHdQwEypOkeTgZaxzKL8OPudAx5Yw3e++so0vNKsWgTlRg9O64nPNTuc60X3c5H7jPJtE7alJmNJXq9HocPH8YVV1zR3ENpGKLOktNO3YakhFgkuUn/O3tcN6A9OgT5wNdTA19tm/0ZYBiGYRiH6Rrmj8/vGoqkxdsRE+yDDkHOGcck9g7H4s1puHN4bI1awu7h/tiXXoDVhzKRfDADZZUGfLjuBBZtSkNZpQGDYtrhmt7u5YjNtH7azBXi008/jUmTJqFjx47IysrCnDlzUFhYiDvuuKO5h1Z/Dh8GXnqJ1vtwChfjHOxQxjAMwzDOMaBDILbNGgNPtcpp45ieEQHY92qizceEm+lPe8+b9/VHRmE58ksrAQAvTOjJ7uRMk9NmhGJ6ejpuvfVW5OTkIDQ0FMOGDUNKSgpiYmKae2j14+BBYMwYICsL6NsXeP755h4RwzAMwzBMq8evETJxulu4mXp7qPFJ0iB4e6jx/trjiA32waAY5+ohGcYVuE+icyOzbNkyXLhwARUVFTh//jyWL1/uni6mjpCWBowcSSIxPh74+28glPt+MQzDMAzDtEQs+yM+c00PxAT7IizAC2/e0Bf3XdmlGUfGuJKNGzdi0qRJiIqKgiRJWLlypfxYZWUlnnvuOfTt2xe+vr6IiorCjBkzcOHCBXmf06dPQ5Ikm7cffvhB3i8vLw9JSUly54akpCTk5+c7Pd42IxRbFR07AuPHA0OGAGvXAsFcSMwwDMMwDNNSCQ/wwn1XdsaMhBjcMTy2uYfDNBIlJSXo378/FixYUOOx0tJS7NmzBy+//DL27NmDFStW4NixY5g8ebK8T4cOHXDx4kWr22uvvQZfX1+MHz9e3m/69OlITU1FcnIykpOTkZqaiqSkJKfHK5lMJlP9/tS2R3p6Ojp06IBz584hOrqZWwpUVQFlZYA7OrEyDMMwDMMwTCunIdpAkiT89NNPuP766+3us3PnTgwdOhRnzpxBx44dbe4THx+PgQMHYvHixQCAw4cPIy4uDikpKbjssssAACkpKUhISMCRI0fQo0cPh8fIEcWWikbDIpFhGIZhGIZhmpmioiIUFhbKN71e75LjFhQUQJIkBAYG2nx89+7dSE1NxT333CNv27ZtG3Q6nSwSAWDYsGHQ6XTYunWrU6/PQpFhGIZhGIZhGKaexMXFyfWAOp0Oc+fObfAxy8vL8fzzz2P69OkICAiwuc/ixYvRq1cvDB8+XN6WkZGBsLCwGvuGhYUhIyPDqTG0GddThmEYhmEYhmEYV3Po0CG0b99evq/Vaht0vMrKStxyyy0wGo346KOPbO5TVlaGb775Bi+//HKNx2y1UjGZTE63WGGhyDAMwzAMwzAMU0/8/f3tRv2cpbKyEtOmTUNaWhrWrVtn97g//vgjSktLMWPGDKvtERERyMzMrLF/dnY2wsPDnRoLp54yDMMwDMMwDMM0M0IkHj9+HGvWrEFwLZ0NFi9ejMmTJyO0Wou8hIQEFBQUYMeOHfK27du3o6CgwCpF1RE4osgwDMMwDMMwDNPIFBcX48SJE/L9tLQ0pKamIigoCFFRUbjxxhuxZ88erFq1CgaDQa4pDAoKgqenp/y8EydOYOPGjfj9999rvEavXr0wbtw4zJw5E5988gkA4L777sPEiROdcjwFWCgyDMMwDMMwDMM0Ort27cKoUaPk+08++SQA4I477sDs2bPxyy+/AAAGDBhg9by///4bI0eOlO9/9tlnaN++PRITE22+ztKlS/Hoo4/Kj0+ePNlm78a6YKHoBBUVFQCAPXv24OLFi808GoZhGIZhGIZhmguhB4RGqAuVSoWJEydi9+7duHjxYo0+iq+++iqWLVuGc+fOwdPTE4MGDcIbb7xh1eri/vvvx5o1a5CTk4Pw8HAMHz4cb7/9Nnr27CnvI0mSfBP36wMLRSfYuHEjAOC6665r5pEwDMMwDMMwDOMObNy4EZ07d65zv5KSEvTv3x933XUXpk6dWuPx7t27Y8GCBejcuTPKysowb948JCYm4sSJE3It4qBBg3DbbbehY8eOuHTpEmbPno3ExESkpaVBrVYDAKZPn4709HQkJycDoNTTpKQk/Prrr079XZLJZDI59Yw2TFpaGjp37oy1a9ciMjKyuYfDMAzDMAzDMEwzcfHiRYwZMwanTp1Cp06dnHquJEk1IorVKSwshE6nw5o1azBmzBib++zfvx/9+/fHiRMn0KVLFxw+fBhxcXFISUmRI5EpKSlISEjAkSNHnKpT5IiiE3h4eAAgtR8dHd3Mo2EYhmEYhmEYprnw9/cHAJSXl6OwsFDertVqG9xLsaKiAgsXLoROp0P//v1t7lNSUoLPP/8cnTp1QocOHQAA27Ztg06ns0pXHTZsGHQ6HbZu3eqUUOT2GAzDMAzDMAzDMPUkLi4OOp1Ovs2dO7fex1q1ahX8/Pzg5eWFefPmYfXq1QgJCbHa56OPPoKfnx/8/PyQnJyM1atXy66oGRkZCAsLq3HcsLAw2UXVUVgoMgzDMAzDMAzD1JNDhw6hoKBAvs2aNavexxo1ahRSU1OxdetWjBs3DtOmTUNWVpbVPrfddhv27t2LDRs2oFu3bpg2bRrKy8vlx22Z15hMJqdNbVgoMgzDMAzDMAzD1BN/f38EBATIt4aknfr6+qJr164YNmwYFi9eDI1Gg8WLF1vto9Pp0K1bN1x55ZX48ccfceTIEfz0008AgIiICGRmZtY4bnZ2NsLDw50aCwtFhmEYhmEYhmEYN8RkMkGv1zu8T0JCAgoKCrBjxw758e3bt6OgoADDhw936rXZzIZhGIZhGIZhGKaRKS4uxokTJ+T7aWlpSE1NRVBQEIKDg/HGG29g8uTJiIyMRG5uLj766COkp6fjpptuAgCcOnUK3333HRITExEaGorz58/j7bffhre3NyZMmAAA6NWrF8aNG4eZM2fik08+AUDtMSZOnOiUkQ3AEUWGYRiGYRiGYZhGZ9euXYiPj0d8fDwA4Mknn0R8fDxeeeUVqNVqHDlyBFOnTkX37t0xceJEZGdnY9OmTejduzcAwMvLC5s2bcKECRPQtWtXTJs2Db6+vti6dauVgc3SpUvRt29fJCYmIjExEf369cPXX3/t9Hi5j6ITpKeno0OHDjh37hy3x2AYhmGYOiirMCCzsByxIb7NPZTWy7FjQKdOgLmFF8MwTUdr1wYcUWQYhmEYplF44rtUjHx3PQ5fLKx7Z8Z5fv8d6NEDeOaZ5h4JwzCtEBaKDMMwDMM0CofMAjEtp6SZR9JKWbeOlkuWAFVVzTsWhmFaHSwUGYZhGIZpFHKKyYWvWM8iplE4coSWubnAtm3NOxaGaShbtwJnzjT3KBgLWCgyDMMwDONySvRVKK0wAABKWSg2DkIoAsAvvzTfOBimoWzdCowYAVx9NcD2KW4DC0WGYRiGYVyOiCYCQIlZMDIupLwcSEtT7rNQZFoyH35Iy+PHgZSU5h0LI8NCkWEYhmEYl2MlFDmi6HqOHweMRsDPjxxPjx0Djh5t7lExjPNcvAgsX67c/+675hsLYwULRYZhGIZhXE52UYW8zkKxETh8mJZ9+gCjRtE6RxWZlsiiRWTGpNPR/R9+oEkQptlhocgwDMMwjMvh1NNGRtQn9uoFTJ5M6998A8yfD7zyCnD+fO3PLykhAxyuB2Oak8pK4JNPaP2DD0gsXrgAbN7cvONiALBQZBiGYRimEcgu4tRTl3L6NBAWBrz8Mt0XQrFnT2DSJFpPTQUefRR4/XXg2WftH+viReCyy4Dhw4Flyxpz1AxTOz//TMIwLAy49VbghhtoO38u3QIWigzDMAzDuByOKLqYP/8EsrOBefOAsjIl9bRXL6BjR+Cxx4C+fYHERNr+889AaWnN45w+DVxxBfDPP3T/00+bZPgMYxPx+Zs5E/D0BG65he7/+CP3BnUDWCgyDMMwDONy2MzGxQiH05IS4LffFOOanj1p+f77wP79QHIyEBur7GdJQQFw1VXAyZNAhw607e+/605TZZjGICcHWLOG1u+4g5ajRwPBwTQpsn59sw2NIVgoMgzDMAzjcnKK2czGpZw+ray/+y5FFT09gU6drPeTJGDaNFqv7h758cfA2bMkJLdtAy6/nGoUv/22MUfOMERxMfDrr1SXCJDTqcEADBwIdOtG2zw8gKlTaZ3dT5sdFooMwzAMw7gcqxrFChaKDcayZ+L27bTs1g3QaGruK9L3fvsNKCqi9dJS4L33aP3f/wbatwduv53uL1nSOGNmGEveeYeMlx5+mO4LIXjzzdb7ic/v8uVARQWY5oOFIsMwDMMwLscy9bRUzzWKDUYIRa1W2darl+19BwwgEVlerrTM+OwzSueLjVUuxG+6iSI4+/YBBw4A69YBX3/NrQmYxmHfPlouWkSfS5FaKiLggiuvBCIigLw8JTWVaRZYKDIMwzAM41JKK6pQamFgU+zq1NMlS4ChQ6npfFuguJhEHgDMmKFsF/WJ1ZEkRQx+/jm5nL7zDt1/9lkShwAQFARMmEDrw4cDY8bQ8RcudP3fwDBnztDSZCJxaDIBw4bR5IUlajVw4420zumnzQoLRYZhGIZhXEpOkXW6mL7KiCqDi6JUJhO1iNi5E5g92zXHdHfEBXZgIHDffcp2exFFQEnnW7sWiIoCzp0DwsOBu+6y3k+knxYX0wU6AMyZQ9FIhnEl4nOsVgN6c8ZB9bRTgdj+00/8WWxGWCgyDMMwDONSss1pp+EBSpqky1pkpKYqxi7ff08CCAA2bQJee611WuqLtNNOnYBBg4Develie8gQ+8/p3Zv6KVqKyRdeALy8rPebMoWijR99RJHH6GhyQV20yPV/B9N2KSwE8vNp/fXXaSlJlP5si+HD6bNYVEROvkyzwEKRYRiGYRiXIoxsogK9oVFJACgdtd6YTMr68uXKelUVsGABcOgQMG4cRRi//77+r+OuWApFSQJWrwZ27VKcIu3x0kv03uTmUn3YI4/U3EelAp55BnjgASA0FHjxRdr+5pvkrMowrkBEE4OD6fP22GPAf/5Dpkq2UKmU2sXXXgP27GmacTJWsFBkGIZhGMalCCObED8tfLXkylnvFhlLl9LF5cqVdF8IRVGDt3AhRSVEc/m//qrnqN0YS6EIAJGRZFjjKEFBQL9+JDLr4u67gZgYICOD2mkwzjF7NtXcHTjQ3CNxL0QWQEwMOfW+/z7w1FO1P2fmTMDHh7IIBg0Cpk8HTp1q5IEylrBQZBiGYRjGpQihGOqvha8n1b2V1Nf5dMUKcj+85x5ySTxyhMxYPvqIImr5+RQ1E26gq1dbRyBbChkZwJ13Al26AFu2WD8mLrKr90xsDDw9KRIJAP/9L7cncIbSUupxeeYMCe7WmAZdX0REMSbG8ef07AkcPAjcdhvd//Zb2vbYY4q5E9OosFBkGIZhGMaluDSiKC4wL12iHmwAcPXVQLt2wOOP032VCvj5ZxKLFy6QmGxJLFoE9OgBfPklRUxuugnIylIeFxHF6u6QjcWMGdSe4MIF4IcfmuY1WwO//gqUlND6rl3Ahx8273jcifoIRYAmR5YsodTTxESgspLe18sv5zYuTQALRYZhGIZhXIqoUQz184SPEIr1NbMRF5iA0jx+6lRa3nMPRReWLAGuuQa44gravnp1/V6rOThyhJxMCwvJnKZnTzKVue02wGB+z6qnnjY2np7AQw/R+rx5LTNC2xx88w0t+/Sh5UsvcaqkoL5CURAfD/z5J323Bw2itFUVy5jGht9hhmEYhmFcSk4xpSuG+GnhpxWpp/WIKJaUADk5tC6MWNRq4LrraF2rpVqnW2+l+1dfTcuWJBT//JOWV10FpKRQDaaPDzUaf+MNSrstKKB9miqiCAD/+hc5pO7eDWze3HSv21LJywP++IPWly0DRo0iM6Bnn23ecbkLDRWKgrFjgR07aJKIaXRYKDIMwzAM41IsaxR9PEVEsR5C8exZWgYEkEPigw8C771H5ja2GDuWluvXU4paS2DtWlpOmEARkrg44H//o21vvqnUK4aHk4BsKkJCgKQkWp83r+let6WyfDl95vr1o9Yk775L23//nfsAAopQdMVkh0ql9PxkGhUWigzDMAzDuJScIqVG0a8hNYqWUQitFvi//wMefdT+/gMGkMApLqboXEPIyqJ00MakqgrYsIHWx4xRtt9+OzBiBDUlF3WYTRlNFIjX/uknMg5KSuJUSnt8+y0tp0+nZXw8tX4oK1P+x22VsjIgM5PWGxpRZJqUNisU586dC0mS8Lj4EWQYhmEYpsGUVlTJ9Ygh/lr4ahvgeupsuppKpQiuFSvqX1t35gwJo+HDlTrBxmDXLhKj7dpZt7uQJOodBwAnT9KyqeoTLYmLA+69l9ZPnKBa0ClTuGaxOhcuAH//TeuibYskAePH0/rvvzfPuNwFkRng50efdabF0CaF4s6dO7Fw4UL069evuYfCMAzDMK2KnCKqT/TyUMHXUw1fzwZEFMUFZseOjj/nmmto+f77QK9ewOefO/+6H35IAu6ff5S6s8ZApJ2OGlUzlW70aODKK5X7zSEUAXJkzc2l98HPD9i3D/jll+YZi7vy3XcknkeMsJ7UEEKxMT9DLQHLCR9Henm2YjZu3IhJkyYhKioKkiRhpegPa2b27Nno2bMnfH190a5dO4wdOxbbt2+XH7906RIeeeQR9OjRAz4+PujYsSMeffRRFIg6ZjN5eXlISkqCTqeDTqdDUlIS8vPznR5vmxOKxcXFuO2227Bo0SK041kNhmEYhnEpOSVK2qkkSUp7jPq4ntbHAGPGDEqZ9PMDjh6lfnbOmLEUFpI4Enz0kePPdZY1a2gpaistsYwqAs0nFAEgKAgYN04xFPr3vzmqaIlIOxWmSoKxY6m5/PHjFJG1xaVL9Px6XMS7NUYjfe8qK11nZNMKKCkpQf/+/bFgwQKbj3fv3h0LFizAgQMHsHnzZsTGxiIxMRHZ5r6RFy5cwIULF/Duu+/iwIED+OKLL5CcnIx7qpn7TJ8+HampqUhOTkZycjJSU1ORJGqOnaDNCcWHHnoI1157Lcba+lFmGIZhGKZBlJpTTEVtoo9nA1xP63OBqVaT+cqFC0rfRWd6AX72GbXhiI6m+8nJjVOXV1oKbN1K65b1iZaMHAlMnEgptSNGuH4MzvLkk4CvL/W0++235h6Ne3D8OLBzJ33ubrrJ+rGAAOr3B9SMKpaVAW+/DXTuTHWNY8Yo7V9cQX4+TZiIqHVT88471K5m5kwWihaMHz8ec+bMwZQpU2w+Pn36dIwdOxadO3dG79698d5776GwsBD79+8HAPTp0wfLly/HpEmT0KVLF4wePRpvvPEGfv31V1RV0W/s4cOHkZycjE8//RQJCQlISEjAokWLsGrVKhw9etSp8bYpobhs2TLs2bMHc+fOdWh/vV6PwsJC+Vbkyi8wwzAMw7RC9FUkFLUausQQgrG0Pq6nDbnA9PdX6utWrFCac5tM9ht1GwzABx/Q+ksvURqryQR88onzr18XW7YAFRUkSLt1s7/f8uXA+fNUL9jchIQo/RVnzyaxA9B7tGoVsG5dsw2t2Vi2jJZXXw2EhdV83Fb6aWEhcNllwPPPU+sTSSLxPXUqfSZcwcKF9Fm++mrg1Vcbt9a2OiUliuvrl1/SZxho1UKxqKjISjPo9foGH7OiogILFy6ETqdD//797e5XUFCAgIAAaDT0W7tt2zbodDpcdtll8j7Dhg2DTqfDVjE55SBtRiieO3cOjz32GJYsWQIvLy+HnjN37lw5t1en0yHOHX6kGYZhGMaNqagiEabVqIGSEgTnXAQAFDsbUaysJIEE1P8C8+qrKQU1PZ2iPhUVwLBhFMURx7Zk5Urg9GlKtUxKAh54gLZ/9pnrWxyISM+YMbXXbXl6AhERrn3thvD00xRV3L2bDHh+/JFSLCdNohYfJSXNPcKmw2QCli6l9epppwIhFP/+m3otGo302TpwgITlV18B27bRe7p6NXDzzcpnMy+P6mVnz6Z06M2bHU/5FWnNJhOlCl9/vf0JElcj6loFR47QshULxbi4OCvN4GhQyharVq2Cn58fvLy8MG/ePKxevRohISE2983NzcXrr7+O+++/X96WkZGBMBuTFmFhYcjIyHBqLG1GKO7evRtZWVkYNGgQNBoNNBoNNmzYgA8//BAajQYGGzMts2bNQkFBgXw7dOhQM4ycYRiGYVoOerNQ9NSogBkzMGbyCPTOOIFSUaOYmUnuma+9RtGpgwdtH+j8ebqw9fSkHoL1wcuLUjcBimp8+CE16z5zhlpQVD/3i36BDzxAPQuvvZYifjk5SuTIVYiWCaNGufa4jU1oKAnqqCjg2DFKtxSRRL1eEQVtgdRUqoP18iIhZos+fai1SXk59VdMSiIzIK2WorBJSRRd/PFHqmdcuRLo0gW44QagQwfgscfou3LffZTK+dhjdYtFvV6py33lFeW1du503d9uj4oK4L//pfW5c2nSRdCKheKhQ4esNMOsWbPqfaxRo0YhNTUVW7duxbhx4zBt2jRkZWXV2K+wsBDXXnst4uLi8Oqrr1o9JtmYfDKZTDa310abEYpjxozBgQMHkJqaKt8GDx6M2267DampqVDbaNyp1WoREBAg3/z9/Zth5AzDMAzTchARxYCqcuDXX6EyGHDNsW1KRPHqq+niePZsMop57DHlydu3AwMHUvRFpJ126EA1evVF1AJ9+y1FVgA63vr1wBtvKPvt2EHpoB4eSnqlRgM8/DCtv/OO6yIyJSXUGgMArrrKNcdsSsaOJYF/++10f/x4oG9fWj98uPnG1dQIE5uJE6ke0RaSRK6o3boBFy8C33xD2//3P2DIEGW/cePoMyn6Z65cSZ+Tfv2ozk9EJufPp+9ObWzbRmnBERG0r/DlsHDPbDSWLKEIfmQk8MQTwFtvKY+1YqHo7+9vpRm0Wm29j+Xr64uuXbti2LBhWLx4MTQaDRYvXmy1T1FREcaNGwc/Pz/89NNP8PDwkB+LiIhApuhbaUF2djbCnZx0azNC0d/fH3369LG6+fr6Ijg4GH369Gnu4TEMwzBMk7Bsx1nc9mkKCssrnXqevsqA7adycSa39tRCUaMYd3IfpY8CGH52P5ncHD9OKXcaDYlFgCJrOTm0/tprwN69VLvlKgOM8eMp4pOeTmYhQ4cCX3yhvJ6Iholo4q230kWu4IEHAJ2OBNDPPzdsLIJt24CqKmr7ERvrmmM2Ne3aAV9/TfV2v/8OJCTQ9rYUURSGPtOm1b7f0KHA/v1U9+rvD8yaBdx5Z839RowANm0C/vwTeO45SkVNTaV6w99/B4RT5r//TYLRHiKtefRoEqqiVi0lxZm/znEKC4FHH6VU5Pvuo21PPkmRzHvuoW0PPWT9vWIcxmQyWdU8FhYWIjExEZ6envjll19qlNQlJCSgoKAAO3bskLdt374dBQUFGD58uFOvrWnY0BmGYRiGaUl8te0MDl0sxJbjORjft+4Lt/S8Uvz710PYfCIHpRUGhPprkTJrDNQq2ylMIvW09yElza3/xWMwFhUphh5XXEG1WQcO0IXwr79SVOavv+jxHTuU3okNFYp+fhStEf3K5s+nC/d160gwXn89GW4IZ9QnnrB+fkAARRXfeAN4803av6G94ETaqWWfxJaKyLbq1YuWbSWieO4ccOgQRacdcdL38gJef51EXm2fH0kCEhPpVp2HHiLzmxdfpNu99wLe3jX3s6x/BaguF2g8obhkibVwHTECEDVzKlXjmEG1UIqLi3HColVKWloaUlNTERQUhODgYLzxxhuYPHkyIiMjkZubi48++gjp6em4yeyoW1RUhMTERJSWlmLJkiWyeQ4AhIaGQq1Wo1evXhg3bhxmzpyJT8zv/X333YeJEyeiR48eTo23zUQUbbF+/Xq8//77zT0MhmEYhmkyyiop4pdV5Jgr37Id5/DXoUy5xjC7SI/icvvGNEIo9jyopLl5GA2IO7UfJiEUJ0ygpUgLXbEC+P5765rBH3+kpSvS1USU4+GHSSQClPY6ahRFGadModceOZKiItV57DG6IN+1SzEJqY2cHLqgt1dLtnEjLVti2qk92ppQXL2alkOHUnTVURo6yfD885SOXVREUcbqFBbSRAugCMWhQ+l109IAG7VuDWbfPlrOmEGR+82blQkExopdu3YhPj4e8fHxAIAnn3wS8fHxeOWVV6BWq3HkyBFMnToV3bt3x8SJE5GdnY1Nmzahd+/eAMhzZfv27Thw4AC6du2KyMhI+Xbu3Dn5dZYuXYq+ffsiMTERiYmJ6NevH77++munx9umhSLDMAzDtDVEm4qsIsdcPPPLyK7/7hGd5JYXtaWtVlQZEVqch8izxwEAVRMnAQBGndhBtYeAUm8lhOJffylN7oWIFLhCKI4fTyY6H36obPP2plRSCwt5PPmk7eeHhipi07LmqjoXLgC33Ub7BwbSxfKUKdQzUVBertSKtYaIokAIxePH5ZTjemM0kvmKO7clE9FvW5G/xkSlAm65hdZFjaQlGzfSpEeXLsp3R6cDevak9caoUzxwgJbjxwPt27v++K2IkSNHwmQy1bh98cUX8PLywooVK3D+/Hno9XpcuHABP//8M4ZY1LLae77JZEKsRRp7UFCQVcRxyZIlCAwMdHq8LBQZhmEYpg1RZo4MZhU6FlEU0cOoQC/4e5FhQlEtEcUKgxEJZ80Rhvh4qMz1W7fs+wuSXk/RENFuKi4O6N6dnBL37aOL4IULrev2XGWAERZWM5rj709RmdGjgcmTyeXUHk8+SeNbt47cPqvz/fd0MS7MSgAyI/npJ6pNE+zYQWYlERG1909saURHU4uHqirg5MmGHWv5cmq3MX26a8ZWG0Yj9TB0pn+hwaBEFK+5pnHGVRuiFcdvv1EE0RIxLhFNFIj0U1cLRZNJcS4WhkZMq4GFIsMwDMO0IZxNPRVupX5aDfy9NFbbbKGvNOKKtFS6c/XVUI0ZDQDQGsxRpgkTFMEmSUpUESDB1r49GWAIRK1iYxEURDVdP/9cu7tqx45KtFNEPwVVVVSTVVREEcpdu4DiYnK7BID331faFVjWJzY0DdGdUKkAUf8k0k9TUuqXiiraka1aZb99iiOYTDXTf6uqlG3nz5PQGzSI2nw42qNwzx7g0iWqXxWpzE3JgAH0XpeX0+e2oAB46inaJqLm9oSiq+sUz56lz72HB036MK0KFooMwzAM00aoNBhRaaCLYUeFYqE5eujnpQjFolpTT6sw4kwq3Rk7FoiKQlpoB2UHkXYqsBSKt91Gy7vuIvOPdu0oAukuzJxJyy++oKigYMcOID+fxrt5MwkPX19yw7zrLhIgd91FokfUOLam+kSBZZ3i0aPA5ZeTqKlm7V8nlk3B33uvfmPJzKTPTnAwmRnddRfQvz85cYaFUcpo377K/+OXXxx3tRVpp2PGkINvUyNJSvrpggU0OfHeexTpVqupBU316LhIsd6xo2b/0IYg0k579iSxyLQqWCgyDMMwTBtBRBMBINvBGkWRemoZUawt9TT4xGFEFeWgysOThAKAfV3JuMHo4UFRQ0sGD6ZoR6dOimhs354iHxs3Ap6eDo2zSZgwgRrN5+RYiwohHMaOrSkc3nuP/p4TJ0iYtEYjG4EQikeOAJ9+SoKkooLcOWfOJHfM5ctJxNWGpVBcsoT6DzrL8uUUMczLo3YTX3xBLSqMRvr/rV5Njw0aRCISINOiktrbvwBovvpES0T66Y4dJMqjo8m5NzeXxufra71/7960rahIaWFSUkIp1R072jbGAej9qi3SKiK+3GquVcJCkWEYhmHaCOUVilDMLalAlaHuBvIizdTfywP+WlGjaCeiaDRi0mdvAwDODR8tW/fv7k+mLblXjK7phihJ1Oj++HHrpuX9+7vfxadGA9x9N60vXKhsF8LBVr1aYCD1G+zaldJcPT1JUApR1ZoQf9P+/dT+BACuu46Wn35KvTNvvJHep9rEhxCKXl5kjFNbz0B7COHz0EPkcPvqq+Sum5ZG4up//wM+/xzYupWicjExlEb5xhu2j7d2LX0eQ0IUsd8c9YmCHj1okgWgCZldu+i91els76/RKPu/8w71De3Th5bnztHnOi/P+jnr11NU9uab7f+/RESR6xNbJSwUGYZhGKaNUGohFE0mEot1oQhFJaJYaC+iuHgxuh7ZixIPL+x9TDFwOdp/OKbc9h/snW0njVClopS5lsA995C4XbuWUv3y8hSDEHsRplGjSAjn5lLK6urVtddDtlSEUNy3j9owREZSm5PffwduuIFSIj096XHRUsEWIoIoelp+/LFjkT5BeTmZDgHkVvvAA8Ds2TSG2FhgyBCqKb3zThqPjw/wwQe0/7vvkuiyxGSiGsB//qH/IUCR8U6dHB9TY/DttxQpXbsWCA+ve3/RbP2rryiSePo0CeTOnSnK+/zzyr4//UQpuxcuUKRyyRLbx+SIYqumFf5KMQzDMAxjC0uhCDjmfGqZeupXW+ppRgbw7LMAgPeuuB1V0YoJja9WjT3RvZDv1Qp6q8XGKvVfzz5LgsRoJJHkTvWUzUHXrtapt3feSffHj6do3l9/kZspYO0Oa4nJpEQUZ84kEZOfTzWEjrJhA1BWRim/jka6Jk8Gpk6lCOZNN1lH1zZtImEremlevOhYP83GpmtX4I47HE/Pfuwx4NFHqRZ4yhTg5ZdJ6H3+OT2+cCEJ5pkzKTqp1ysOxE8/Te9JSQnw5ZfkbFtZqZgVcUSxVcJCkWEYhmHaCJY1ikDdvRT1VQZUmNNTycyGUk+L9TZST19/HcjPx6mYnvhi0CRoPZRLDF8tiYeSCvu1jS2Kt98mAfTzzxSpApq3Xs1d8PAg8SIQabqWiJYX335LArs6BQWKUVBkpPX+jvLHH7QcP95xZ1lJovTYzp0p0iZMiAAl2jhjBtU0RkS0TMfa8HD6W0St6L//Dfj5kQOvcBp+/HF6H4xGqi09dIgmQbKyKAW1Z0+aABg1Cti7l8Sin5/r2tgwbgULRYZhGIZpI5RVjyjW4XxabBE59PXUIKC2iKI5svDbqJtgUKnhqVZZPRcASmppq9GiiIsDHnmE1kXqXXPWq7kTIv101Chr0SiYMIFqUdPTlZYhlohoYmAg1SgK05bkZGpJ4QiiPlG0M3GUwEBKs/T0pEmARx+llOGVK+lx8T9vjbzzDkUFY2OprnP1aoowentTjSdA29LTaf3cOcUEqE+flimcmTphocgwDMMwbYQaEcU6Uk9FfaKvpxpqlVS762l+PgDgkjm91HZE0YW2/M3Nq68qdWGenhSVYYDbb6eUz1desf24lxeleAK200+FUIyIoGVcHBkbVVZSFKwuTpwgcafR1Owl6AgDB5K5DUDLQYMoujZ2LDmHtlaCgsiEKC2N/u6xYxXxN3Ik1YsGBlIU8scfabvod8lpp60WFooMwzAM00YorZb6WVfqaZFFD0UAcuqpTdfTggJaePgAADwtzGl8tbTeaiKKALlLvvsurY8fX7MdQVtlyhSKOo0caX8fkU76ww/UPsOS6kIRUKKK335Laan/+Q/wf/9n24lTpJ1ecYW1i64zzJxJUcTAQGonAVB9X1vmvfcoovvyyyT0LfufspFNq4WFIsMwDMO0EcqrRRSz60g9FUJRCEQ/bS0RRbNQzPckoWgzoqhvRRFFgKJnu3aR8yTjOKNGUTT20iVyH9VbfA6F46mlUBTN5devp4jfs88CDz+spERaIqKO48c3bIzXXUc1eJMmkbB1No21NWKZXvrBB1SbCADx8c0zHqbRYaHIMAzDMG0E4XrqqaHTf501inrF8RSA/dRTk0kWinka6p1oXaPYCiOKgkGDKPLEOI5aFtLnPQABAABJREFUTTVxKhWJ7DFjyCwFUCKKkZHK/jEx1NrBZKJ0Rx+ajMDjjys9DQF6bMMGOr6IQjaE2FhyW126tHW2M2kI0dEUvV2wgPo4Mq0S/tQzDMMwTBtBCMWYILrQriuiKNxN/etKPS0rA6pIBOZ61BJRbC2up0zDmTGDTGd0OmDLFup1CNhOPQWoPYNaDVx/PdXRTZ9On7kbbyRjFYD6LQLU6iI6ukn+jDbN5ZeT8Q0b2bRaWCgyDMMwTBtBpJ7GBCtC0WSrzsuMZQ9FALLrabG+yvp55mgiVCrkqainm2VEUedNAjO/1EZtI9N2ueYachcFKK3UsodidaF4ww1AaSk1gg8LAxYtAgYMALKz6bHsbOrvByiik2GYBsFCkWEYhmHaCCKi2DGIjFcqDMZaxVtRjdRTEnxGUzUHU7PjKQICUGEgASnSWwEg1F8LoO4IJtMGGTaMHEovXaLIoD2hCFg3lvfxIcOZkBBg9246TlER0K1b/dxOGYapAQtFhmEYhmkjiPYYOm8PBPqQ6KutTrG4muupl4cKahWlmVmln5ojiiadDvoqaqKu1Siup0Io5hTrYTTaj2AybRCtllpgAGQeU5tQrE5MDPD995SSeuoUbfvXv7iekGFcBH+TGIZhGKaNUGaOAnp7qhBmFm+1tcgQZjb+5oiiJNnppSiEYoBO3mQZUQz2pdeqMpqQX8bpp0w1hGvmzp2UQgo4JhQBclAVbUq8vIA773T58BimrcJCkWEYhmHaCIpQ1CDM3wsAkFVoP6JYvT0GrdsXikadIhS1FkLRU6NCO3MEk9NPmRoIofjnn1SnqFZTSqmjPPYY1SeuWkWN4xmGcQma5h4AwzAMwzBNQ6k59dTbQy1HFLOL6xaKIvUUAPy1HgDKbKaeGv2VBueWZjYApZ/mlVYiu0iPHhH+Dfo7mFbGgAG03L2bluHhzqWPShK5qDIM41I4osgwDMMwbYRyc0TRx1ON0ABz6mktEUXRHkOY2QB2IopmM5sqs1D0VKugUllb5suGNsX2U12ZNooQisJJ19G0U4ZhGhUWigzDMAzTRiitJHHn7alWUk8dqFG0iijWknpa5UeRQsv6REGoHzufMnbQ6YDOnZX7LBQZxi1gocgwDMMwbQTRHsMy9TSzsBahWG5tZgMo9Yq2Uk8rAyiiqLUlFLlFBlMbok4RYKHIMG4CC0WGYRiGaSNYpp5Gt/MGAJzPK7O7v7MRxQpfc+opC0XGWVgoMozbwUKRYRiGYdoIlmY20e18AAAXC8tRYe59WB3ZzMZGjaIQkQAshKIfgDqEYi3mOUwbRtQpAkBkZLMNg2EYBRaKDMMwDNNGUNpjqBHi5wkvDxVMJuBiQc2oYkWVEXqzgLRuj0HrhTZST8t9SCjaTD31o5pIjigyNuGIIsO4HSwUGYZhGKYNYDCaZOHn7aGGJElyVDHdRvqpZcTQMqIo1m25npb71mJmw6mnTG1ERioCsX375h0LwzQSGzduxKRJkxAVFQVJkrBy5Uqrx2fPno2ePXvC19cX7dq1w9ixY7F9+3arfRYuXIiRI0ciICAAkiQh3/z7a0leXh6SkpKg0+mg0+mQlJRkc7+6YKHIMAzDMG2AcnPaKQD4eJLYE3WK5y6V1thfGNn4eKqhtmh1odQo1owolnqTUNRq1DWOJ4RiXmml3VRXpg0jScDHHwPPPQdcdllzj4ZhGoWSkhL0798fCxYssPl49+7dsWDBAhw4cACbN29GbGwsEhMTkZ2dLe9TWlqKcePG4YUXXrD7OtOnT0dqaiqSk5ORnJyM1NRUJCUlOT1eTd27MAzDMAzT0hGOp4CSGiqEoq2IYpGNHooAECC7ntasUSzz8QNQDE91zXnoQG8PaFQSqowm5JboEanzrv8fw7ROrr+ebgzTShk/fjzGjx9v9/Hp06db3X/vvfewePFi7N+/H2PGjAEAPP744wCA9evX2zzG4cOHkZycjJSUFFxmnnRZtGgREhIScPToUfTo0cPh8XJEkWEYhmHaAOUWRjYqc4Swgzn19Fye/YiipeMpYMP11GQCCgsBACVedDytR83LC5VKQgj3UmQYphVSVFSEwsJC+abXN/w3rqKiAgsXLoROp0P//v0dft62bdug0+lkkQgAw4YNg06nw9atW50aAwtFhmEYhmkDlFq0xhA4UqPor60uFD2sHkdJCWCgY5d4m11PbUQUAa5TZBimdRIXFyfXA+p0OsydO7fex1q1ahX8/Pzg5eWFefPmYfXq1QgJCXH4+RkZGQgLC6uxPSwsDBkZGU6NhVNPGYZhGKalkZ8PLF0K3HILEBzs0FNKK0jYeXlYCkWRemojomijh6Ll/aLySphMJkjCIEGtRqmahKAtMxuAhSLDMK2TQ4cOob2FCZNWq633sUaNGoXU1FTk5ORg0aJFmDZtGrZv325T/NlDkqQa20wmk83ttcERxVZCQWklkhZvx/gPNsFoNDX3cBiGYZjGZN484OGHqZ7LYKhzdwAoq6wZUewQRBHFzEK9ldkNoKSW+ms9rLaL1NNKg9lF1VyfiMBAVJjPP7bMbAAglFNPGYZphfj7+yMgIEC+NUQo+vr6omvXrhg2bBgWL14MjUaDxYsXO/z8iIgIZGZm1tienZ2N8PBwp8bCQrGV4KNVY9PxHBy+WIi80ormHg7DMAzTmOzeTcvNm4F333XoKZY9FAXtfDxk4Xgh3zr9tMhOjaKfpwZiUrqwvFIRijqd7GZaZ0SxmIUiwzCMI5hMJqdqHhMSElBQUIAdO3bI27Zv346CggIMHz7cqddmodhK8FCrEOLnCYBmhhmGYZhWzD//KOsvvwzs21fnU8oszGwE1EvRtvNpsR3XU5VKgp+nhaGNhVDUV9FraDn1lGEYpgbFxcVITU1FamoqACAtLQ2pqak4e/YsSkpK8MILLyAlJQVnzpzBnj17cO+99yI9PR033XSTfIyMjAykpqbixIkTAIADBw4gNTUVly5dAgD06tUL48aNw8yZM5GSkoKUlBTMnDkTEydOdMrxFGCh2KoI8/cCAGQWlTfzSBiGYZhGo6QEOH2a1keNAiorgenTFcFmh1IbEUXAvvOpcD3196ppZyC2FVcTiiKiyEKRYRimJrt27UJ8fDzi4+MBAE8++STi4+PxyiuvQK1W48iRI5g6dSq6d++OiRMnIjs7G5s2bULv3r3lY/zvf/9DfHw8Zs6cCQC48sorER8fj19++UXeZ+nSpejbty8SExORmJiIfv364euvv3Z6vG3GzObjjz/Gxx9/jNPmk2vv3r3xyiuv1NrLpKURFqDFoYtANkcUGYZhWi+HD9MyLAxYtgzo3x84dAiYMgX44w/A09Pm08pt1CgC9nspFgkzG23NSwU/Lw1QYCui6KBQ5NRThmHaICNHjoTJZN9LZMWKFXUeY/bs2Zg9e3at+wQFBWHJkiXODq8GbSaiGB0djbfeegu7du3Crl27MHr0aFx33XX4xzJ9p4UTLiKKhRxRZBiGabWI81ZcHInF334D/PyAdeuAu+4CjEabTxMRRUvXU0BpkXHuku2IYvUaRUBpkVFUXkkOrACZ2dRVo8hmNgzDMC2GNiMUJ02ahAkTJqB79+7o3r073njjDfj5+SElJaW5h+YywgPoBMyppwzDMK0YIRRFKtLAgcDy5YBGA3zzDfD55zafVmajjyIAdAiyV6NoP6Lo72WvRlFEFO24npojiqUVBpSIPowMwzCMW9JmhKIlBoMBy5YtQ0lJCRISEpp7OC4jLEBEFHmmlmEYptVy6BAtLWpWkJgIiFQkO3UoSnsMa+EnIor2hGKAOXoIo5Eilg89BH+zeHTW9dRXq5GFKkcVGYZh3Js2JRQPHDgAPz8/aLVa/Otf/8JPP/2EuLg4u/vr9XoUFhbKt6KioiYcrfOEmWdqs/jkyzAM03qpHlEU3H47LTduBGz00CqtIOFXM/WUIoo5xXo56gjYSD09eBD44gvgo4/QXk/isKCs0qbrqT2hCADBZofu3BI+VzEMw7gzbUoo9ujRA6mpqUhJScEDDzyAO+64A4fEzKwN5s6dC51OJ99qE5XuQLg5opjFNYoMwzCtk+JixfG0+jkpJgYYMgQwmQAbhghlFRTtq556qvP2kCOE6RbOp4Xl1VJPt2yRH+uaSWPILalwyswGAAK9SSgWlFXa3YdhGIZpftqUUPT09ETXrl0xePBgzJ07F/3798cHH3xgd/9Zs2ahoKBAvtUmKt0BWSgW6WE02ndUYhiGYVoolo6nISE1Hxe9tn78scZDZZUk/LyrRRQlSUKnUF8AwMnsYgDU4LmovFofRQuhGHPhFADgUnGFlZmNvo7UU4CEKQDkl7JQZBiGcWfalFCsjslkgl5vP/VFq9UiICBAvvn7+zfh6JwnxM8TkgQYjCaa5WUYhmFaF7bqEy258UZarl8PZGVZPVRmp48iAHQLo/Pb0QwSihcKyqGvMkKjkhBmNkqzFIrh56jR86VqEcWKOsxsAEDnQ0KRI4oMwzDuTZsRii+88AI2bdqE06dP48CBA3jxxRexfv163Hbbbc09NJehUasQ7Gt2PuX0U4ZhmNaHZWsMW3TqBAwaRMYzK1daPSTaY1SPKAJAjwg/AMCxLKrFP3yhEADQNcyPRN+FC0rKK4B2p44CAHJK9E6Z2QAcUWQYhmkptBmhmJmZiaSkJPTo0QNjxozB9u3bkZycjKuvvrq5h+ZSRIsMdpNjGIZphdgzsrFERBWXLbPaXF5puz0GAHQLp4jisQyzULxIQrFnhDmTRkQTAwMBAL7Hj0IyGWtEFIWZTe01ihxRZBiGaQm0GaG4ePFinD59Gnq9HllZWVizZk2rE4mAUqfIEUWGYZhWiCNCcdo0QKUC/v4b+OoreXNpLamnPcxCMS2nBBVVRhwxC8ZekQG0gxCK06YBWi1UZaWILshCQYkepkISldDpUGFwPKLIQpFhGMa9cWuhWFlZiXPnzuHo0aO4dOlScw+nRSAiitxLkWEYppVRXAycOUPrtQnFzp2BV1+l9QcekA1wRB9FW6mnkTov+Gs1qDKakJZTIkcUawjFq64CevWix7JPw7eiHJLJbJ4WGAh9pVkoqmuJKHKNIsMwTIvA7YRicXExPvnkE4wcORI6nQ6xsbGIi4tDaGgoYmJiMHPmTOzcubO5h+m2hPqbI4pFHFFkGIZpVVg6ngYH177viy8CY8YApaUUBSwtlc1sfDw1NXaXJAndwqlOcd+5fKTllgAwC8WSEmDvXtpxxAigTx8AQL/8cwjQk/kNPD0BLy85oujlUVtEkdpj5Jey6RrDMIw741ZCcd68eYiNjcWiRYswevRorFixAqmpqTh69Ci2bduGV199FVVVVbj66qsxbtw4HD9+vLmH7HaIiGIWRxQZhmFaF46knQrUamDpUiA8HDh4EPjxx1rNbACgh7ke8df9F2AykZN2qL8W2LEDMBiA9u2Bjh1loRh36RyuPLWHntyxIwBYRBRrcT3l1FOGYZgWQc1pxWZk69at+Pvvv9G3b1+bjw8dOhR33303/ve//2Hx4sXYsGEDunXr1sSjdG/C/UUvRY4oMgzDtCrqao1RnfBwiibOnw/TgQMoU48EYLtGEVBaZGw5kQPAIu00JYWWI0YAkgSYz9E9Lp5Al9PmMT38MADIEUVtLRFFTj1lGIZpGbiVUPzhhx8c2k+r1eLBBx9s5NG0TNjMhmEYppXiTERR0KMHAMB4+AjQZyQA+0JRRBSN5pJDWSiKusiePWlpjii2zzwLACgLDIb3zJmoMhhhMD+5thpFy4iiyWSCJEmO/z0MwzBMk+FWqae22L17d3MPoUURZtEeQ5ywGYZhmFZAXT0UbSHE3bGj8iabqafbtqHvmpVWm3pFmltjZGbSMjyclh06AAEB8n67ptwB+PjI0UTAsYhipcEkp8MyDMMw7ofbC8UbbrihuYfQogj29YRKohnh3GKuU2QYhmkVOOp4Wh1zRFF16hQ8DJXw1KigVlWL4BkMwHXXIeCBmRiRd0re3DPCLAYzMmgZEUFLSZKjigVaX/w9mvo2VlQpQrG2iKK3hxoeahpDPqefMgzDuC1ukXo6bdo0m9tNJhO3xXASjVqFED8tsor0yCrSI8ycisowDMO0YITjaXh43Y6nlrRvD/j6QiopQcf8DOR26Fxzn127gOxsAMDY/FPY0q4zPNQSuoSSC2qNiCIAXH45sHUrPh1yPS6ayMVUbxaKapUETS1CUZIk6Lw9kVOsR0FpJdoHejv+9zAMwzBNhlsIxTVr1uDrr7+Gn5+f1XaTyYSNGzc206haLuEBXsgq0iOzsBx92uuaezgMwzBMQ6lP2ilA0b8ePYA9e9AlNx1lnW0YwP3xh7wan3US6DQWXcP84alRASaTIhRFRBEAXnkFW7sOwoIT3hhSTG0uRESxtmiiQOetQU6xHvll3CKDYRjGXXELoThy5Ej4+fnhqquuqvFYfHx8M4yoZRPmT3WKmdwig2EYpnVQHyMbQc+ewJ496HzpPE7YMrJJTpZXu5w9AlwGDO9ijloWF1MvRsA6oujrC4weDdPJ7cgtoXONvorqDT01dQvFQB9PACUo5NRThmEYt8UthOKKFSvsPpZscQJjHEOkm3KLDIZhmFZCQ4SiuU6xS256TSObnBzqk2jGL+0EVt3ZD127RNEGEU309QWqZf0E+9Kk5KUSigqK1FOtA0JROJ/ml7JQZBiGcVfc0swmQxTOM/WiHfeoYhiGaV0420PRErPzaedLNoTiX39Remm/fkB0NCSTCX2y0uAl9hPnY8toopkgX6pNzC+rRJXBKAtFhyKK3nyeYhiGcXfcUigmJiY29xBaNAHmE3BhWVUzj4RhGIZpMJaOp87WKAJKRPFSOryqiziRtTNuHDBkCK3v2qU8bqs+0YyYlDSZgLzSSrlG0aGIovm57HrKMAzjvrilUDSZuP9fQwjwMgvFcj4BMwzDtHhENNFZx1NBt24wSRICy4sRUl6kbDcaFaE4fjwweDCtWwrFWiKKGrVKFouXSiosIoo26iCroeOIIsMwjNvjlkJRkqS6d2Ls4u9FpadsEsAwDNMK2L2blvVJOwUAHx8Uh1PNYUz2WWX73r3UFsPPDxg+3LZQtNUawwKRfppboncqoiinnnKNIsMwjNvilkKRaRhy6mk5p54yDMO0aMrLgXfeofWxY+t9mDxz/8ToLAuhKNpijB0LeHoCgwbR/ePHgfx8Wq8l9RRQDG1yiyuccj3VcS09wzBtkI0bN2LSpEmIioqCJElYuXKl1eOzZ89Gz5494evri3bt2mHs2LHYvn271T56vR6PPPIIQkJC4Ovri8mTJyM9Pd1qn7y8PCQlJUGn00Gn0yEpKQn54nfdCVgotkICOKLIMAzTOvjwQ+D0aaB9e+DRR+t9mJz2sQCAqIwzykbL+kSA0lo7daJ1EcWsJfUUAIL9KKJ4qaTCyYiiMMLhPooMw7QdSkpK0L9/fyxYsMDm4927d8eCBQtw4MABbN68GbGxsUhMTER2dra8z+OPP46ffvoJy5Ytw+bNm1FcXIyJEyfCYDDI+0yfPh2pqalITk5GcnIyUlNTkZSU5PR43aI9RnU8PT2bewgtGiWiyEKRYRimxZKdDbzxBq2/8Qa1qKgnWVEkAMMumoViXh6wbRutC6EIUPppWhqln44ZU2dEUUk9rZAFoiNCMYBrFBmGaYOMHz8e48ePt/v49OnTre6/9957WLx4Mfbv348xY8agoKAAixcvxtdff42x5iyTJUuWoEOHDlizZg2uueYaHD58GMnJyUhJScFll10GAFi0aBESEhJw9OhR9DAbnDmCW0YUd1nWRzBOI8xsivVVMBrZGIhhGKZF8tJLQGEhEB8P1GMm2JLzkbEAgA6H9wIlJcCaNWRm06sXEBOj7Fi9TrGuiKKviCjqnWuP4cN9FBmGYWqjoqICCxcuhE6nQ//+/QEAu3fvRmVlpVWHiKioKPTp0wdbt24FAGzbtg06nU4WiQAwbNgw6HQ6eR9HccuIItMwhJmNyQQU6atkdzmGYRimhfDmm8DChbT+3/8CqobN6x7p1h9nAiMQk58BfPGFklpqGU0ErIWiyVR3jaKfUqMYEyRSTx13PS0qr4LBaIJaxSZ2DMO0XIqKilBYWCjf12q10Gq19TrWqlWrcMstt6C0tBSRkZFYvXo1QkJCAFCveU9PT7Rr187qOeHh4XIf+oyMDISFhdU4blhYmNO96t0yoggAd9xxBz7//HP5/pkzZ/DHH3+goKCgGUfVMvDyUMupP1ynyDAM08J4913gxRdp/a23gFGjGnzIMgPw6ZDr6c5771m3xbBk4EBanj4NnDpFZjqAA66nFmY2agfMbCwmMPk8xTBMSycuLk42jtHpdJg7d269jzVq1CikpqZi69atGDduHKZNm4asrKxan2Mymay6RtjqIFF9H0dwW6H4559/omfPngDIuWfgwIGYMmUK4uLicPTo0WYenfvDdYoMwzAtkC1bgGeeofXXXweee84lhy2vNOCHvmOh17UjAXjxIuDjA1xxhfWOgYFA9+60/vvvtPT3p31toKSeWpjZeNR9aeGhVsHXkyKP+SwUGYZp4Rw6dAgFBQXybdasWfU+lq+vL7p27Yphw4Zh8eLF0Gg0WLx4MQAgIiICFRUVyMvLs3pOVlYWws0TehEREcgU2SAWZGdny/s4itsKxYKCAkRHRwMAvv/+e0RFRaGgoADTp09v0JvfVlCcT7lFBsMwTIvh779pecMNVKPoIsorjSj38ELatDuUjaNGAV5eNXcW6aerVtGylguLEH9KrbqQXyYLPkciigAQ6EMikw1tGIZp6fj7+yMgIEC+1Tft1BYmkwl6vR4AMGjQIHh4eGD16tXy4xcvXsTBgwcxfPhwAEBCQgIKCgqwY8cOeZ/t27ejoKBA3sdR3FYodujQAWlpaQCAFStW4I477oCnpydmzpyJLVu2NPPo3B+OKDIMw7RAUlNpefnlLj1sWSWlhZ6//R5FHFavTxQIobh+PS3t1CcCQJdQP3QM8kFphQG/7LsAwLGIIqCkn+aXcosMhmHaBsXFxUhNTUWq+bc+LS0NqampOHv2LEpKSvDCCy8gJSUFZ86cwZ49e3DvvfciPT0dN910EwBAp9PhnnvuwVNPPYW1a9di7969uP3229G3b1/ZBbVXr14YN24cZs6ciZSUFKSkpGDmzJmYOHGiU46ngBsLxTvvvBMPP/wwZs2ahXXr1uH6668HABgMBhQXFzfv4FoAwvmUaz8YhmFcjKkR3aSFUDQ73LmKsgoSiurwMDLHSUwEbrvN9s5CKFaYBVwtEUW1SsIdw2MBKA6mnuq6zWwARShyRJFhmLbCrl27EB8fj/j4eADAk08+ifj4eLzyyitQq9U4cuQIpk6diu7du2PixInIzs7Gpk2b0Lt3b/kY8+bNw/XXX49p06ZhxIgR8PHxwa+//gq1xW/v0qVL0bdvXyQmJiIxMRH9+vXD119/7fR43db1dNasWTCZTPjrr7/w1ltvoWvXrgCAnTt3omPHjs08OvdHiShy6inDMIzLuPVWYPNmcgV1stajToqKgJMnad3FQrHcbDTj7aEGHnyQbvaIjwckSRHEdfyd0wZHY97qYyjW0/nGkfYYgNIig4UiwzBthZEjR8JUy2TjihUr6jyGl5cX5s+fj/nz59vdJygoCEuWLKnXGC1x24iiJEl48cUXsWHDBjz11FPy9szMzBrNKJmaKDWKLewE/NZbwJ13KpbsTOugqAjgTACmpWMwACtWAOnpwFdf1f84Z88Cn31Gx7Nk/35atm8PmK3QXUW5OaLo7elAtM/Pj/orCmpJPQUAfy8P3DgoWr6vdVAoyhFF7qXIMAzjlritULTHM888g5dffrm5h+H2tMgaxZUrgVmzgC+/pNQn0eeLadmUlgI9ewIJCdTgm2EaC4MBWLsWaKw2SufPK+mYX35Z/xTUu+8G7rkH+Ogj6+379tFywIB6D9Ee5WZHUi8Px9JC5fRTwKHI6Z3DYyFc1x2NKOrMEUV2PWUYhnFP3Eoonj171qn9z58/30gjafkoNYotJPU0Nxf4179o3deXZuwvv1xxAGRaLsePAxcuAAcPAocONfdomNaKwUA1d2PHAv36ASkprn8NkRYKAP/8o9QTOkN2tvK79tln1o81Un0ioNQoetdHKNYRUQSA2BBfXNs3EgDQOdTXoZdQzGxYKDIMw7gjbiUUhwwZgpkzZ1rZuVanoKAAixYtQp8+fRzK422rBHibU09bSkTx0Ucp3TQujnp8XXMNNXp+993mHhnTUM6dU9Y3b1bWU1LIfv/QIaWpN8PUB6MRmDkT+O47un/2LPUHXLDAta9jKRQBoB7GAPjlFyWynppqLTYbKaJoMplk11NHHUmdjSgCwH+n9ccfj12BhM7BDu0f6kf28VlF/P1nGIZxR9zKzObw4cN48803MW7cOHh4eGDw4MGIioqCl5cX8vLycOjQIfzzzz8YPHgw/vOf/2D8+PHNPWS3pUW5nq5bB3zzDaBSAV98AYSFAXPnAn/+CWzaBFRVARq3+qgyzlBdKP7rXxRdHDFCuWD28wO2bgX69m2eMTItj6Ii4OmnSRRmZgJ799JvyGefUaP4778HHnkEuPpqwEk7cLucOkXLzp1pfelSGsO8efQb9cYbNIbaEBOcnp6UxvrllyQMDQbgwAF6zMURRX2VkvLtcERxwADAwwOorKSaSQfQatToFRng8Lii2/kAANLzyhx+DsMwDNN0uFVEMSgoCO+++y4uXLiAjz/+GN27d0dOTg6OHz8OALjtttuwe/dubNmyhUViHYgaxaKW4Hr6ww+0vPtuYMgQWu/XDwgMpIvBPXuabWiMC7AVUfz+exKJgYGAjw8Z3Sxd2izDY1ooS5cCCxcCyckkEiWJJpruuANYtozaPwDAt9+67jVFRPH++4HQUCArC4iNpcyHt94Cfvyx5nMyM2mchYVUO7lmDW2fO5eWS5aQYDx+HCgro9T7Ll1cN2YA5ZWKaY7DNYre3iRi338fiI6uc/f60CHIGwBwPq8MRmMjthxhGIZh6oVbCUWBl5cXpkyZgnnz5uGnn35CcnIylixZgqeeegp9+vRp7uG1CGTXU3dPPTWZgD/+oHVzr0wAgFoNXHUVrYumz0zLxFIonjlD95cvp/vz5wOLFtF6cnLTj41puWzdSstp02ji4Z9/gKQk2iZJwO230/q33zpmOrNvH/Dqq0BJif19hFDs0QMQ7tuVlYpD6auv1nQyfeYZEpYTJpCQrKggR9FHH6Xav5wcioCKFNS+fen3z4WUV1JEUaOS4KF24rR/663AY4+5dCyWRAR4QaOSUGEwIpPTTxmGYdwOtxSKTMORXU/dPfX06FESD1otMHKk9WPivi1Dm8xMIC+vsUfHuAJLoQgAixdTXaKHBzBxIqUGShJdqF+40DxjZFoeQijefTdw003W7RwAmnjy8gKOHas7K8FgoGP8+9/Am2/a308Ixc6dgZdeAh54gCKbx48D7doBR45QGr3lcX//nda3bFEMu6ZMoVRVIWyffRb49FNabwTHU1Gf6HDaaROhUasQGegFADh3idNPGYZh3A0Wiq0UUaNYpK9y75QeEU288kpKubJk1Chabt5Ms/aCnBwyvRk2rObsPeN+CKE4cCAt//MfWo4ZQ6mnoaGKccaffzb58JgWSGYmiTZJAi67zPY+/v7ApEm0Xlf66Q8/kNgDKMptaxLq0iUgP5/WO3emKOJHH1FkMTCQIocA8Npryu/Vrl3k6OzrS6mcVeZSgClTaPmvf5HAPH6c2noA9apP3Hs2DwfP228JIhxPvRzpodjEdJDrFEubeSQMwzBMdVgotlL8zamnJhNQXOHGdYpCKNqqOe3bly6iiouteyquXEkXbceOUW0S474YjdTqBKA0NoD6KgLA1KnKfuL/z+mnjC0MBuC995Qo4rZttOzdm0SaPUR66LJl9nt4Go1kQgNQymdREfDhhzX3E9HEiIiak1oAGeeEhtJ+X31F28Tv27hxlG7t4QH06QPEx9P2zp2Bw4epXjE2FtDpbP8W1kJBWSVuWZiCWxemoKLK9t9YXmUWio46njYhQihyRJFhGMb9cL+zhgOk1qd3VRvDy0MNrbnpsdumn5aUABs20LqtiyOVynadoqhvA4C//mq04TEuIDubarIkiWrJBCoVcN11yv1x42j5119K1IVhBF9/DTz1FHDDDYBerwjG4cNrf9748SS+zp9XUkCr8+uv5MIbEEARQgD44AMyn7FECEV7RjN+fsBzz9H63Ln0ORYTH+PH0y0tjTIkRGd6gFpPPP88uajm5QExMbX/TdU4dKEQ+iojivRVOJ9vW2yVO9tDsQkRhjbnOKLIMAzjdrQYoVhQUICPPvoIAwcOxKBBg5x+/ty5czFkyBD4+/sjLCwM119/PY4ePdoII3UflDpFN73wXr+eRERMjH37epF+KoRifr6SogWwUHR3RNppRATQsaNykX3llRR9EQwdStHj/Hyglj6qTCtm4UJKF61uXmUykfMmQC6jP/ygRBTrEoparRK5njSJ6mF//VVJWS8ooLpEAHjoIeCee4CePUmwCdEoqEsoApRKGhxM+378sfJZFhMh7duTcLWFJFkLSAc5dFERtGdybRvxKBFF9xOK0XJEkYUiwzCMu+H2QnHdunW4/fbbERkZifnz52PChAnYtWuX08fZsGEDHnroIaSkpGD16tWoqqpCYmIiSmpzuGvhuL3zqWXaqb0LJGFos3kzpZuuWkX1P2FhtH3rVkoVY9wTIRQ7dKDlxIm0FCYeArVaaWfA6adtj4oKcgwtLlZqWAUbNiiN6AHqWbhzJ60nJNR97LffJmMblYpaU0yeDHTvDsycSZMXe/ZQi5YnnqDP4axZ9DzhxitwRCj6+gKPP07rTz9NIrdvX4f7ENaHw1ZC0bbYKquglFR3FIoiosi9FBmGYdwPtxSK6enpmDNnDjp37oxbb70V7dq1Q2VlJZYvX445c+YgXtR3OEFycjLuvPNO9O7dG/3798fnn3+Os2fPYrdl7Vsrw+2dT0U/MTHbbos+fWiGv6SELOZF2ul99wGdOpFoFOmrjPtRXSjOnUvRoLvuqrmv+BysWtU0Y2Pch59+AjIyaP3PP8msRiCiiVOnUpP6PXso/TQ4GOjWre5jh4TQ8U+eJMOZdu0ozfPTTym9NC6OHhcR7htuIEfSU6fIkVngiFAEgIcfpjTWigq638g9fw9dcEAouqnrKaDUKF4sKEOlwU4dKcMwDNMsuJ1QnDBhAuLi4nDo0CHMnz8fFy5cwPz5813+OgUF5BAXFBRkdx+9Xo/CwkL5VtTCIlfC+bSw3A1TT3NzqTUGAFxxhf39VCqqT9JoqAfZzz/T9qlTlQjU6tWNO9aGUFlp30SjLVBdKHp7k1utrQjyxIkU0dm7l4yKmgOTybGee4xr+b//U9YNBsWl9NQp4JdfaH3OHODmm5X9hg93LlUzNhZ45x0yV1q4ELj3Xjr2gQPKbwlA6a9DhtC6ZWueU6doWZdQDAykNFZBIwrFiiojjmcp56Wzl+yknla6r5lNqL8WWo0KRhNwMZ97KTIMw7gTbnfW+Ouvv3Dvvffitddew7XXXgu1ixsPA4DJZMKTTz6Jyy+/HH369LG739y5c6HT6eRbXFycy8fSmLh1RDElhZY9egC1iHUA1DphzhxaN5nIKbB/f+Caa2ibu9Yp7tpFkQWtllLc7rgDKGtj6VXVhWJthIRQDRlQdzuDxuCff+j/9eqrTf/abZkDB4BNm6zTPr/+mr7rc+bQctw4yix4+GHleXXVJ9rDx4fSThctorpFlY3T4OjRtFy3jpbl5WSIA9QtFAFKPw0Opu99fcfpACezi1FpUCY2TtuJKJa7cURRkiREt2NDG4ZhGHfE7YTipk2bUFRUhMGDB+Oyyy7DggULkJ2d7dLXePjhh7F//358W8fF6KxZs1BQUCDfDh065NJxNDZuXaMohKIjNUYApYwJY5tp0yiSMGoUXVweOQKcPds442wIn35KF5hVVSSYvvoKeOUV5fGvv6Zba8YZoQgoLTSWLWv6yN5PP1GN3NtvW6c+Mo2LMI254QbgyScpe2DPHor4ff45Pfbss7QcOpS+9ypV46Z0it+adevoc5iWRkt/f5rQqIuwMODQIYqOe3o22jBF2mn7QBJaZy+V2uybq0QU3U8oAoqhDfdSZBiGcS/cTigmJCRg0aJFuHjxIu6//34sW7YM7du3h9FoxOrVqxuc/vnII4/gl19+wd9//43o6Oha99VqtQgICJBv/v7+DXrtpsatXU+Fa+GwYY7tr1JR/8QvvgBeeom2BQYqzbYdbdRuNFIKmV7vxGDrgdGopMkuWQIsXkzr771HInnOHGDGDLq5o8h1Fc4KxeuvB7y8SPxbGpg0BeL1KiqsUyGZxqOwUJksefBBEmETJtD9zz6j5fvvK8INoO/V0aP1akzvMMOHk8A7fx44cYLaZwAUTXQ03TUsrO5siQYiHE9H9wyDRiWhosqIzKKa6Ztlbi4U5RYZTvRSXL47HQ8s2Y3sokb+LWcYhmnDuJ1QFPj4+ODuu+/G5s2bceDAATz11FN46623EBYWhsmTJzt9PJPJhIcffhgrVqzAunXr0KlTp0YYtXuh1Ci6WUTRYFBs4x2NKAKUFnjHHdbNrkVUoS4DlNRUilaFh9PFXmQkpbFt3qw0gHclO3aQOUdAAHDTTcDddwO33UYCcsIE4OWXlX1Feltrw2AALlygdUeFYkAAcO21tN7U6aeW/Vk/+og+F3l5JPIvXWrasbQVvvuOjKp69FAcjmfMUB5/6SXgscesn+PvD3Tt2rjj8vZWUkb//BOYPZvWxRjdBOF42jdaJ6dvns6p+XtWXkl10t6ebioURYsMByKK+ioDZq04gKd+2Ic/Dmbg59TzjT08hmGYNovbCkVLevTogXfeeQfp6el1pova46GHHsKSJUvwzTffwN/fHxkZGcjIyEBZK64ZC/A2p542V42iyQS8+aZiRiE4dIhaWvj6Ar17N+w1Jk2i5erV9uv/ioup9m3ZMiAnhyICeXkUNbriCrrw7NsX2LixYWOxZOVKWl57rZJ69sEHJFTz8uh+z560bK1C8eJFEosaDfVRdJRbbqHlsmVNZwRUVESRI4AmEXJzqQn6wIGUAmlposK4DhFpv+ceJVI3eTK953PmKD0OmwMRxXzxRfrNCg62nuBpZkwmkxxRjIsMQMdgmkCzZWgjRxQ1bioUgxzrpWgwmnDHZzvw7Q4lC+PwxZZlMscwDNOSaBFCUaBWq3H99dfjl+rCwwE+/vhjFBQUYOTIkYiMjJRv3333XSOM1D1o9ohiSgpdZN14I11oWW4HqN6ooWZF/fqRYURZGbB2re19PvyQBGKXLiQGS0spSiAijEYjpZZ9+GHDxmKJEIrXX69sCw4GvvyS3BfffltJb1y7tnU6bYq006go5/7P115L4v3sWeCbbxpnbNU5cICWUVEkEAFg/nzg9GlaX7OGos+M6zh4ENi+nSYSLKOIHh5kNPPii/VqQO8yhKFNobn9xNtvN3oqqTNkFJYjv7QSGpWErmF+iA0msWXL0Ka8wmxm4+mep3wRDa2rl+LB8wVIOXUJXh4qzEiIAQAcySis9TkMwzBM/XHPs0YjYDKZbN7uvPPO5h5ao9HsNYpCHFZWksugiA6J+kRn0k7tIUlKVNHWBEJ+vtLA+7XXKILo5UV2+N98Q+mhP/1Ejwux0FAOH6YaKk/Pmj0ir7mGjDGefZZS27RaSs9srnYQjYmz9YkCb29qfg5Qv0zLlNDGwvwa5X36omLGnYogmDwZmD6d1l97rfHH0VIpKVFEtaOIaOKkSTRh424MHUoOqQDVQtvq/dmMCCObLqF+8PJQo6M5KnfWllCscvMaRXPqaVaRXjbescWpnGIAQP/oQNx7eWcAwPHMYlRx/0WGYZhGoc0IxbZIs7ueHjmirG/dSr3LACWi6KiRTV2ImtVff62ZqjhvHonFuDglpbE6whDnxAnXtK8Q0cQxY6jmzh5eXsCIEbRuLxrakqmvUATIHXbcOPp/XH89tawYNoz+V9995/qUVLNQXFykw5wNZ6ldw6pV9L98802KenFU0T633koRe2HgBABbtgBLl9reX69XTGzuuafxx1cfPD2B228n06z//c92G41m5EgGpVz2iiSTtRhz6ukZW6mnFe4tFAN9PBDkSyn6B84X2N0vLZv+ts6hvohu5w1fTzUqDEak5djuH8kwDMM0DPc68zEuRUQUC5qrRvHoUVoOGEDLZ58FHniAIm6A64TiVVcBfn4UHdy9m1pSrF5N9U3z5tE+s2fbT3+MiKC0UKPROkW2Ng4eJJdMQ7XZ76oqcjkFrNNO7VG9X1trQryXMTHOP1etpohv167AmTP0v9y+nUyCbrkFGDSIUndFE/QGYjI7nh4K7YStJ3NpYuHaayliHRNDZkQAMHs2fj9wEbd9moID6fYvaF1Gejrwwgv0HrgrBgNNdBiNJPouXiRRPWoUCS2RQWDJTz9RHWhUlNIP1R355BMgK0v5DXMjsgrJ3VS0lhCpp2dySmGqlsoum9m4qVCUJAmXd6W2I+uPZtnd75RZEHYO8YNKJaFHBInkwxlcp8gwDNMYsFBsxYT6awEAReVVKNY3Q/qpEIpvv01plkVFNDMPUPQhNNQ1r6PVKimeDz9MEazERIpCFRWRqJg61f7zJYnMbADFBr82/viDaiMHDKBow6RJSvRswQISSO3a1f6agjFjaPn3301n3NIUGI30PgGKGHaWdu0onTghgepcFy8mwRgQQBHAhx+mz9FVV5FAry9VVTAKoRjeGWdyS2qmsr3wAkwaDbB2LT54fwW2nMjF8j3pyuM//kif8a1blW0nT1KtXfXJBEcxmcgpd+5cMmOy5bx69izV3f76K002NMdn6NgxxTk4N5f6Id5wA6WcA8APP1jvn5tL/RIBEpYaTdONtT54eDT3CGwiJgB15glBYQhTpK9CXqn15KC7t8cAgJE96Hyw/qj9vsmnzBHFTiEUPe0ZSRkbRy5ynSLDMExjwEKxFRPg5YEQPxKLp7KLm/bFKyuVaE+vXhRhWLKEooo33AD897+ufT1Rp7hjBxnXREVRbdn8+RTtqCttTAjFuuoUz58n4w2TiS4gi4spRXHUKHpt4Yr49tsUpayLwYPJuOXSpabvG9iY7N1LkSVfXxJy9aVXLxJfP/xAUb2XX6bP1VtvAVdeSZHHjRuBv/6q/TiFhcDy5eSmef31QGam/JDh6DGo9XqUeHjhTGAEKg0mnKtuqhETg739LwcATDlI0d/ckgp67Ngx+kxs20bHPnuWtiUkUI2lvfTLuli6VHHiPX4cmDKFUjaPHKF+nEOHUrTzqqso/XrMGPpuFTRBpNOSvXtp2akTpVNv307fC9GndsUKxazJZKJ65YsXqSWGMA5inCa/mlD08lAjUucFADida52KKer+3DWiCABXdieh+M+FQmTZ6AVpMpnkFNPOoSQUe5kjikc4osgwDNMosFBs5XQxn1BPNrVQPHWKojw+PkD79mRQctttJKBWrACuu861r3fDDRS5uuYaqis7e5YutB9+GNDp6n6+I0LRYKC/IScHiI+n2sddu+gC+eRJSqUtLiaB4GjdlUajCKkJE4A773Rtm47mQvS1TEykiK8rCQ4GnnsO2LCB/r8A8NVXtvctKwPeeIMmDkRU8uefqfWCmd2//g0AOBHeCTFhFKE4mWX9fSksr8THMSQUbz22EWqjAbnFevqMz5hBryNJQHY2fbavvprWASWy6gz5+cDTT9P6PffQZMKGDdSQvlcv4KmngJ07aQKkWzdgyBB6n3/5hQSkiOY3BUIojh8PvP8+rQ8YQOPz8aG0WbHPZ59R2qmHB6UWC7MYxmnkiKKPEvG0Z2hTLkcU3feUH+KnRb9o+q3eYCOqmFFYjrJKA9QqSY6eiojiYY4oMgzTQti4cSMmTZqEqKgoSJKElcLXAkBlZSWee+459O3bF76+voiKisKMGTNwQfSkNnPy5EnccMMNCA0NRUBAAKZNm4ZMiwlwAMjLy0NSUhJ0Oh10Oh2SkpKQn5/v9Hjd96zBuIQuYX4AgJNZTVzsLy5Ue/RoGhMIf3+KHCYn04W6s203+vShZXWhaDKR0Bg1iqI3GzZQPeR339FF7qBBlDYaE0P7qtXOG1/cdx8dKyOD2mdMmKCk8rVUhFCcOLFxXycpiZYrV5K4smT9eupV+dJL5MrZtSuZrgAkWHJzAQBn11INnTp+AHpH0YWncFcUXMgvw/rOg5DnE4CA/BxckbYXOcV6mvjYvp0mIzZuJCGXmkoTFcI5dc0a51NCX3mFop49egAffUQRVbWaJiK0WpoU+b//o8jcsWMUzd60idKujx2jCYemYs8eWsbHA/ffTzXI27dT7e/48fTY8uUUFX3sMbo/Zw71qGTqTfXUUwDoHEq/99WFU0tIPQWAkeao4vpjNYWiMLLpGOQDDzX9vooaxYsF5cgvrWiiUTIMw9SfkpIS9O/fHwsWLKjxWGlpKfbs2YOXX34Ze/bswYoVK3Ds2DFMFqaN5ucnJiZCkiSsW7cOW7ZsQUVFBSZNmgSjxbXG9OnTkZqaiuTkZCQnJyM1NRVJ4prJCVgotnK6mC8cql/4NjrC8bRHj6Z93foihOLFi7KAAEAX3y+9RKLj/Hm6SF+8mKI4gpgYEouTJ5P5Rb9+zr32pEn0mqtXU7P3khISpJbs30/7dejg/s6bFy9SpBUgQ5jGZOBAMp7R66lOUPDXXyRSzp6l9+ybb0hALV1K0a7SUuDjj6GvqETMkVQAQPtRCfL3pfrEyvm8MlSqPbBp8NUAgKkH12Lw1j+pDhagFOfLLydB5+lJvT23b6fU25wc+v85yvr1VOsKkBj09KRI+a5d9Fh+Pk2KPPggEBamPG/IEHocIOFY1ATpeCaTEi0Uwq9nTxozQOmyAP1vbruNPtsjR1JElGkQBaU1heKwzjQ5sfF4jtW+spmNp3sLxat60Od507HsGnXCipGNr7wtwMtD7sHI6acMw7QExo8fjzlz5mCKOD9aoNPpsHr1akybNg09evTAsGHDMH/+fOzevRtnz54FAGzZsgWnT5/GF198gb59+6Jv3774/PPPsXPnTqwzGyMePnwYycnJ+PTTT5GQkICEhAQsWrQIq1atwlEnM45YKLZyRC1Hs0YUWwL+/kBsLK1bGtp89BEtb7iBauUuXACmTav5/E6dKKWxvlb/Xl7A2LFKBE6kKxoM5BQ7YABF6dLTKWLqzn0Xf/uNlkOHNn5/PElSmrWL9NM//iDRXl5O4vrIEYokShLdnnmG9ps/HyV334ch6f/AIKkQOG6s8n2plqp9Pp9qFvePppTpcce2Ys6Pb9H/5+67yd0TIBF0+jS9ZteudB+gSQBHyMtTamDvuUcxOwLoM3DVVfRZsUfnzjRxYTSSWGxszp6lMWs0QO/eNR+/9lpKMz12jFJRAwPp/+RsxJ+xwmQyyRHFQIvUU+EceviidZ1fS4koDugQiEAfDxSWVyH1XL7VY9WNbAQ9I9jQpjWSWViOmV/twtYTOXXvzDCtmIKCAkiShMDAQACAXq+HJEnQWpT1eHl5QaVSYbM5kLBt2zbodDpcJtq/ARg2bBh0Oh22WpruOQALxVZOV3OEJC2nBAajqY69XUhLE4pAzTrFjAxKmQMoFTAhQUknbCxEqp4Qij/+SKmsJhMJ1KFDyfhmwgSlBs4e+fnArFnA778rZiJNQS1pp9tO5uKOz3bIwssl3HYbCcBNm4ArrqD3Rq8nQf3jjzXr4G66iSJ+WVkIWvoFjJDwyZ0vQerVyyICXy2iaB6vIT4ept694WE0QAUTyu6ZSc6mkqTsHBlJNbkA1SoCjglFkwn417/IQbdrV6Xez1mGD6elkycDmXPnqAXJk0/W/bkR0cTevW3Xoup0ynsAUMS9Pn01GStKKwyoMv+eW0YUg/206NOehNMW8wW2wWhCRZV7t8cQqFUSruhG6ad3fbETT3yXKgvGNHNWjEivFYg+khxRbF18uukUVh/KxEfrTzb3UBjGIYqKilBYWCjf9Hp9g49ZXl6O559/HtOnT0eAuS/3sGHD4Ovri+eeew6lpaUoKSnBM888A6PRiIsXLwIAMjIyEGaZcWQmLCwMGRkZTo2BhWIrJyrQG1qNChUGI9LzmrDurTUIxU8/JbOS4cObro/amDEUnTlxgm4iBfGll6gu8pdfFPOckSOVnpS2mDOH3EGvvZYEVH2FgzNUVCiiyIZQ/GxLGjYcy8ZX20677jWjo5XI2+bNFK265x7g+++VFEhLPDyAJ54AABglCc9MeBz5N94CQInAXyqpQF6JUvN03uyC2r6dD6QnnoBRkvDJ0Ck48/p/aq9HFSJp0yaKcL73HrVy+c9/av7vvv2WxqxWU4qsn1/N4zlCfYWi0Ui1nv3702dt3ry6o5JCKMbH29/n3ntpOXOm7Wg84zTC8dRDLdUQf0JobTpGQlFfpbRncWczG8Gdw2MRHqBFUXkVftp7Hjd/sg0X8svkyRt7EUXupdh6MJlM+PMfMuY4kdXEZTMMU0/i4uJk4xidToe5c+c26HiVlZW45ZZbYDQa8ZHIbgMQGhqKH374Ab/++iv8/Pyg0+lQUFCAgQMHQm2RrSNZTmCbMZlMNrfXhps3sGIailoloVOIL45kFOFkdjFign3rflJDuXSJ6rIAoHv3xn89VyHqFA8eJIH4ySd0/8EHm24MAQFU67Z+PRmlbN5MwvGBB+jx8HCKEI4aRf0aBw+miGP1AmWTSYmGShKwZQu1k1i0CLjrrsYb/969VP8XHEyCoxrnLtFkxd4z+a593TfeIOfRkSPJUKWuqNW//gWkp+OdomAsb9cPH5hNbHw8NYjSeeFCQTlO5RRjkC9FkEVEsX2gN3DPPZicHY2D+VXoU1Jp9yUAkENpVBSlLE+dSv87APjzT2oVc9999P/LywMef5wee+UVihzXFyEUt20j8VeXsdKdd5ITaVGREkH09CTR//HHgEXqSg2EkU1txjQ33ED1vZGRDv8JTO0o9YmeNU76V3QLwcfrT2Lj8RyYTCaUVVgIRY17RxQBYFBMO2x7fgz2nM3Da78ewoHzBfhw7XH5t0M4eQt6miOKxzKKYDCaoFY5dxHEuB9HMopw1vz/zigsR1F5Jfy93LOfKcMIDh06hPbt28v3tQ1wfK+srMS0adOQlpaGdevWydFEQWJiIk6ePImcnBxoNBoEBgYiIiICnTp1AgBERETUcEEFgOzsbIQ7WRLk/tOLTIOR0+mym6hOUUQTo6PrHxVpDkREcdcuuthOTycXyxtvbNpxiPTTTz+l5dSpJDYEPXuSs+aYMSTKZsygC31L9u6lWjkfH6oPu+UWpZ7unXcab+zCaGfEiBoCxWQyyZG5fen5cjqcSxg6lF57zhzHUhu9vGB45z/4MowiYcLtFFBS2yzrei8IoWg2zvAPIhv/nOI6UkskiWpPAUUk3n8/mdOoVMDChcDcudRPMDubjHka2luwXz/6vxcU1B5xBqiNzZdfUp9Jk4kmJZ56ipxaAWDZMmtzp+o4ElEE6PPr5CwmYx/F8bTmXO+gmP9n77zDo6q2Nv6e6amTXgkp1IQSQmihCAiEIthFReGKgu1auZ8Fe+fqVcSGCoINVFREFJGm0gk9tJAQSEJ6723698c++0zJJJlJJskk2b/nyTOTM2fO7Gln9trrXe/yhotUjNJaFVILa9DIf8/kEhFE3SSIEok4jIrwwfI5gwEAPxzPgd4AuMnE8Pcwn3xF+LpBLhGhQaMTggtG92bnBXNpXKfNXRiMduDh4QFPT0/hr62BIg0S09PTsWfPHvi20JPbz88PXl5e+Pvvv1FcXCy4oyYkJKCqqgrHTFRBR48eRVVVFcbTxWQbYYFiL6DTeyl2N8dTyqBBJDBUq4nxBkAyT47uA9gaNFCk0F6BpgQGkqwUzXY++KD5hP6XX4zH6t+fuH4+8wzZ9swzxLm1IzANFC2obtCiRqUFAKi0+i7vfZZZWosGjQ4uUjEi/YwLGsL3ha+JUmv1KK4hAWGIFwkUfd2JpLWs1gZLftMavfffJxnEHTuIoykAPP88yfQC5DZrcll7kEiMWcDW5Kc7d5LL8eNJTW5tLfDuuySrHRdHaj2/+sr6fQsLSaaQ46xmjxkdR1UD+dyZ1idS5BKx4H56IL1EyCg6u5GNNRKifDEmwlgXHuXv3iSDKhZxQpuMrjqnHLpcivI6G84FDJugslO6rsHkp4yeRG1tLZKTk5GcnAwAyMzMRHJyMrKzs6HVanHrrbfixIkT2LhxI3Q6HQoLC1FYWAi12niO+fLLL5GUlIQrV65gw4YNuO222/Dkk09iED/vjo6OxqxZs7B06VIkJSUhKSkJS5cuxdy5c4V9bIUFir2ATu+l2B3rEwFSu3bsGDFA+eEHkqV78cXOH8fQoQCVL8TGWg26AJBatpUrSRaquBh49FHjbVR2Su2XOY7UKz7/PPn/vfccb3BjMBCJK0ACDQtyLGpkT2VXOPbx7eRCPplURgd7mMnVLDOKhVWNMBhIRsbXjQRxfu5k8aDVjCJAMtJLlxK3TyovBUhwT/sKAqSuctKkdjwjE2ytU9y1i1xedx1ZfKCLIhxnlDt/9pl5H0itlgS28fHk/8GDiWswo9MwOp5aX1QQ6hTTS9HIO546u5GNNTiOw+PTja2ILOsTKdE2OJ9WN2rw9o5UvLEtBSt3peHv1KayrLZwML0Ud31xFI98d8ohx+vt5JTX42JBNUQcMGcYkatf7qxFbgajEzhx4gTi4uIQxytxli1bhri4OLz00kvIzc3Fb7/9htzcXIwYMQLBwcHCn6lbaVpaGm688UZER0fjtddew/PPP493333X7HE2btyIYcOGITExEYmJiRg+fDi+/fZbu8fLahR7AUJvuM442SYnG2v77O0n6AxERpK/roTjSLuFt98mMsSWJHtyOcn4JCQQM5RZs0g/vdRUkpmyNJR5+mnipnnxIjFYueYax407PZ3IJ+VyYxBhgqWZ0smrFVg8oeteaxooDglRmm03SrXJ9yW3kow71MtFyGbQgNGmjKJCQSSm1njvPVKfeOkSeb8dBV1caClQ1GhIP0aASGEtWbAA+L//I6ZK27eTz5LBQD6bmzaRfSIijN93RqdhlJ5ar9uaOIC0yTieVY46PovfHYxsrDG+ny/iw71x8moFBgZaL2WgdYotGdqs3HUJXx3OEv4XcUDSc9MQ4NFCuxkbOJ5VDgA4fKUMOeX1CPNxbeUejJagstMxkT4YHeGDbWcLWEaR0aOYMmUKDC0s1Ld0G+W///0v/vvf/7a4j4+PDzZs2GD3+Czpnr8cDLugq7BldWpU1jtYHnPsGHDttcRK/8cfST1WZSXJaFgarDBs5403gMxMUlvYGqNHkwAQAP71L9JDECDvhUUBNDw9SU9BwPETfJpNHDPGqlw3l69PpDVGp7MrHfv4dnI+rwoAhHYCFOp8ml1eD41Ob+J46iLs48tnFMvq2ml/LRaTGsEjR4gBkKMYN45cXrpkNJay5OhRYmDj52e9xtDNzehYev/9QFERWZTYtIlk31euJAsSjsqCMmymsr7lQLGfvztcpGI0avRI4bNs3VF6CpCs4gd3jMCj1/bHwnERVvcReikWWs8oFlY14rtjpFn1nWPC4OUqhd4AZJe1v6bR9DF/P5vf7uP1dnalkEzvzCFB6C+ooVigyGB0FSxQ7AW4ySUIVpJV0ytWisLzKhuw4s+LOJrRgmlFc7z1FvDPP6T26vbbSZ3cqFEkA2HZv45hOxIJydbYyquvkuyPSEQyQAAxwbHGgw+Sy59/bj6IaAst1CcCRsfTOUODIOLI566wqtHqvh2NwWBoNqMY5KmAq0wMrd6Ay8W1yK8kYwz1MgaKfnyNYqktGcWuwNub9DYEgJ9+sr4PrU+cMaN5Z9TXXiPS5oIC4l762GPG7U8+2fn1uwwArWcUxSIOMbxB04mrROLtIuuegSIA9PF2xX8SB0Hpav35DuZrFHPKG1DT2NSJ+LN9V6DW6jE6whtv3TRM2N8R/VxN+zduPd15geL5vCr8fqbnBaaXisjrOS7KVwgUr5bXO9b8jMFg2AwLFHsJVE5nWuzfoNZh5a40XPvuXny+LwOv/J5i30G1Wmj++hsAUDF1BpmcjhlDJqBKZSt3ZjgUqZT05jt8mPR8HDiQTOytER9P/tRqElzedBOpMzt/vn1joIGilfpEwJhRHBjkIWQAuqpOMa+yAVUNGkhEHAZYyNmo4yIA/JNWjDxeehri1TSjaFONYlfxwAPkcsUK8l4DJBv44osk60/rExMTmz+GmxtZUHB1JVnP2lqSQXzqqQ4dOqNlWgsUAaOT78ks8h3rDq0x2oq3mwxBnmQxlAYaFNNs4hPTB4LjOOG7TBeB2kqdSourfFZSIuKQVlTTbFbT0Ty08SQe/f40zuZWdsrjdQaNGp2QLQ9RuiDAQw53uQQ6vQFZZcz5lMHoClig2EtI6Edkbb+cyhW2Pfr9aXz492Wo+JW69KIas+bMraE7dhzS2hpUKtzx7sPvkP6JR48CPj6t35nRMYwdS1oWpKaSwL05aBDx9dekyXpaGrB+fdsft6SEyBwBo5GKBdTMJszbFfHhZGynrloPFMvr1LiQX9X28bTCxQIymRwQ6AG5lQl0YgzpM7Q7pci8hyKPnz2up13F0qWkd2FODvDll8BvvxEp8xtvEMMk6uzbUqAIkF6QVKbs6UlMecQ9N+joDtgTKBZWk2CoO2cUbUGoUywwDxRNs4nj+d9B+l2mi0BtJY0PSgM85JgWHQAA+LUTsoqFVY3IKedbDeVUdvjjdRZF/GdVIRXB00UCjuMEMz5Wp8hgdA0sUOwl3DaqD6RiDqeyK3E+rwqnsyuw52IRxCIOnywYCU+FBFq9wS5n1MsbSe++w32HI72s/RIehgNprWfdnXcSSWFwsLF9Q1JS2x+P1icOGWI1QDUYDEJGsY+3C0aGewEAjvFGEJbc/80JzP3oIE40c3t7SS8mE7zmzDFm8IFick4lUniJqrUaxQaNDvVqbYeMsd0oFMaejK+9RkxoANLbNC+PGNMMHWreo7M57r6bKAUOHbJPEs3oEIyupy0Fiuaqju5qZmMr1uoUrWUTATgso5jKB6WDgz1x4wjiVP37mXzo9Q52lLbgjEkWMaWL2ww5ElqKEOSpEN6r/v4sUGQwupKe/cvBEAjwUGDWUGI1vSHpKj74Kx0AcHNcKK4bHozBweRH1tY+VAaDARpeunYoYgQrNu9uuLsDFy4A+fnA6tVk28mTpG9eW/jxR3I5ebLVmyvqNajn+7mFeLlgXJQvJCIOZ3OrsDvF3KY+t6IeJ65WwGAANh3Padt4WoFOOgYEWA8UAz0ViA3zgsFAxg6YZxTdZGJh4u30WcWgIPI+19SQ9yc3l7TlEIuBxYttP1ZiIgksGV2OLRnFAYHukJi0femuZja2Em0lo2gtmwiYBortW+CkQWl0kAemDg6Au1yCvMoGXOxg+alpFpEuZPUEaPY70NPoRNufZRQZjC6FBYq9iIXjwgEAm0/lYm9aCcQiDo9c2x8AEGNnoHj8fDYGZlwAAByMGIGyOjUqWMPh7km/fsT5Uq0mslWABBM//WTea7G6Grhypen9CwtJHRtAegFagRrZBHjIoZCKEax0wX2TSGuMl7eeFyz8AeCvi8XC9e3nCoSG4Y6ETjr6BzTf/4/KTwGSoA1SKkz+5+DrRrKKJc5cp+jiAixfTq6Hh5P3VKkkLVLq64lbMaPb0ZrrKQDIJWIMCDR+vrtjH0V7iOZ/w9IKa6DXG5rNJgJAqBf5LttqZpNTXo/1BzOh0Zkbqhgzih5QSMWCTJLKQjuKs7lGWX5qYQ20up5h9EKlp6bnWhYoMhhdCwsUexGjI7wxKNADGh2Z/N84IhThvqQVgLAaa+NK6KH1WyDTa1EeEAJNOJnwd0qfRobj4TjShxEwyk/vvBOYPx/44gvyv8EAzJ4NDBoEnDljfv+1a0lPvoQEYORIqw9BZaemPcYenzYAfbxdkF/ViFV7LgnbTTOMdWoddqUUtvMJmqPn3UwB4yTEGqaBYqCHAlKx+emyW9QpAsAjjwAbNxKzIX9/43aZ9WbtDPv575+pWPZjsk39r9qLXm9ANe/s2ZwLKIXWKQI9P6MY6ecGmViEWpUWSRll+HTvZavZRAAIVpKMYk2jVngtW+LZX87itW0p2HIqT9hmMBiE30sqew3hA5zCqo4LFPV6g5n0VKXVI6O0Zxi9FFaRRbcgKxnFjNLaDpf0MhiMprBAsRfBcRwWJpCsooiDkE0EjKuxFwtqWp3sNKh18Di0FwAgSZyBfvyqNVvx68bQvntHjhBjG+pgumoVCRL37iWOqjqdsdk6QAJEanTyyCPNHj6XN7LpY1Ln5yqT4PUbiJRx/aEsnM+rQnWjBkl8m5Z5saR2bsvpPDiSgupG1Kt1kIo5hPs238Klf4C70IPUtD6RIvRSdOaMIkBaXyxYAPTp09Uj6ZHUqbT4bN8V/HIqT1gQ6UhqVFoh0d9SRhEwDxR7ekZRKhZhEN/2YsEXR/H1kasAmmYTAdIyitZ3FrRSp1jVoMHRDFIrfTavUtieV9mAmkYtpGJOcBWnmbCCDmz7k1lWh5pGLeQSEWLDvAD0HPlpkRXpaZi3C+QSERo1euxPL+mqoTEYvRYWKPYybhnZBzeOCMHz18UIk2AAGBjoARFH3CZLalqe+BZWN2JiZjIAwGPubCYN6QnQjOKRI8TVkpKSAuzZA7z3nnHb778br2/dSoxRAgKa79sIo+NpH4uAa+rgAFw3LBg6vQH/99MZ7L5QBK3egH7+blg2YyAA4EB6KYprHDfxSuedCiP93JpkCU3hOE7IKob7NA0ofd34jCKTXPdqMkx603ZGu5QqXnaqkIqsOvaaMjTUaGjT081sAOC1G4ZgRkyg8FzHRfk0ySZSQpS21SkeSC+Bls9kpZn0TKSy037+7pBJRGbH7MhAkbbDGBqqRGwf8v72FEObQivSU4lYhAVj+wIAXvj1vPOahzEYPRRJVw+A0bm4yMRYdUdck+0KqRiRfm64UlKHlIJqBJis6FlSejkLo0uvQs9xEE2bhn6XyUSJSU+7MaNHk8xTTg7w2Wdk26BBJLv49NNAcjKRqHIc6beYlUXcLz/+mOy7dGmLzdcF6al304Dr1RuGICmjDKmFNXhpK+nlOCMmCJF+bojr64XT2ZX4LTkfSyZFOeSp2iI7pTw8tT8MAG4fHdbkNj+PbtBLkdHhZJQaz3ulnSBDFhxPXVqXDkcHe4LjiCigp0tPASCurzfWLhqFBrUO5/KqMDjYo0k2kRLi5YKUgmqhTrGouhE55fXwcpXCz10OL1fy+v6daqyZTi0kihuO44xGNsHGrK0xo9hxmeUzOaQ+cXgfJQbxap6eklGkrqeBnua/Jf9JHIRdF4qQW9GA93dfwvPXxXTF8BiMXknPX2Jk2Iyp/LRF9vwNALgaNhDw8zNmFFmg2H1xdweGDyfXy8sBLy+jQU1yMrm8/npg4kRy/fffgf37gX37AKnU2JexGYytMZoGin7ucrx5E5Gg1vHGNTNiSE+ym+KI5bylM2p7SC9q3ciGonSR4rk50YK0zBSaUeyM4IDhvJg6PneGDNkWx1OKu1yCCL4Ovaf3UTTFRSbGmEgfeCqaf42ooU1+ZQPqVFrMXLUft352BNNX7seI13bjl1O50OkN2JtmlDvWNGqFbOFFPrs4OMh4Hgnx6njpaTLveDoizAsxvLQ4paC6U+pjOxK93iAoRwItFqrd5RK8wf9GrDuYKbwGjO7H5eJaPLkpud2Ow4zOgwWKDAEaKKa2YmjjfvAfAEDWCCJXpIFibkUDGjXtc6isrFcLDpmMTobWKQLEzGboUGDOHOO2//wHmDuXXN+2DXj5ZXL9vvuAsKYZNwrpoWhdekqZNTQYN4wgNYm+bjKMCCO9GMdGEtnYubwq6BxkZEAXNJprjWErft2lRpHRoVwxkZ52hgy5soE8hi2BIgBMHkgMjAbYsDDSmzBtkXH4Shkq6zWQiUXwUBCh1Su/XcCei0Uor1PDQyFBFF+qkcZnFZOzKwFACNYAIIiXnhZVN3aI8YpaqxdkprF9vDAw0ANiEYfyOjWKqrv3eai8Xi0Y7QV4NFU0TR0UgBtGhEBvAJZ+cwJXy3qGgU9v49O9V7DldB4+32fFQZ3hlLBAkSFgU4sMgwEhJ0hz9bJxkwCQib2XqxQGQ/vkp0XVjUh8fz9mvL+v1TpJRgdA6xQB4F//IpdPPUXkphMmkGzivHlk++7dxOBGJgOee67Fw5bWqtGo0YPjjJMza7x2/VDcGt8Hr1w/BGK+/1v/AHe4ysSoV+scIm02GAxCjaIt0tOW8O0urqeMDsX0c9kpNYoNtjmeUl6cG4Ojz03DmEifjhxWt8MYKDZi3yUiL719dBhOvzgDw0KVqG7U4okfkgGQYJsGhKmFNcgsrUNeZQNkYhFGhRtf1wAPOTgO0OgMKK1z/GchrbAGaq0eShcpwn1dSUsOfxLAphRUtXJv54Ya2fi5y4SaT0teu2EoBgd5oKRGhYXrjqG4uuMyt4yOgSYiknO79+e1N8ECRYYAzSheKalrPjOYlgZlWTFUYim04ycAIKYfVJpnurpuSkWdGsezypuVx6i1ejy04SSKa1Ro1OjNGgozOolp04gEddw4YMwYsm3KFODcOZJB5DhSt9i/v7G/4gMPtJhNBIz1Ov7u8mYnAACZ+L57W6zgdgoAYhEnGHI44jNRUqNCdaMWIg5mZk5tQcgodsCEkNE90OkNyDRpTdAZiwb2SE8B8h2ylPIxjE7GeZUNgrx0yiB/SMQirLh5GMQiDg387+C1gwMEiWlaYTUOXS4FAMSHe5tJeqViEQL42uXCDpCfpheTRa6YYE+h9pIu8G5IysYn/1zG36mOk+l3JtYcTy1Rukjxzb1j0NfHFdnl9bjny+NNelsynBetTo90Xqp/Mb8aKq3jeyQzHA8LFBkCgZ5yeLlKodMbkFrYTJ3i7t0AgON9YhAQ6CVs7u/fsvPpUz+fwW2fHcEXBzKt3v76thSc4qU8QOvyV0YHEBoKZGaS99jUAGLIEFKzCJDtNKuoUADPPtvqYfN5+/ngFrKJLUGd/c46YAWSfj7Dfd3abe5BJ4RldeoONa9gOC/5lQ1QaY0T1c5YNKCup7YGigzrhHoZA8XcCpIdTOAdUoeGKrFkIukPzHHAlEEBGBRkzCgeSCeB4sQBfk2OG6Q0ZiodDXUFDfYyBlN0Ie3v1GL8b2ca7vv6RLcs37DWQ9EaAZ4KbLhvLHzcZEgpqMYPx7IBkBKAxPf34Z4vjzmsTIHhWLLK6qHmz5dqnb51PwyGU8ACRYYAx3FIiCI/lH+eK7C+0549AICDEXEI8jRO/KmM74qVQLFBrcP+S+SH9e0dqU0yQ/+kFePbJNLzahL/w3uxuUCV0bH4+ZGsYkvcfz/Qty/w5ptASEjL+8KYUQxRti2rMbyPFwCjLXx7oKuZ1sxp7MXXXY4xkT4wGICNSdntPh6j+2Fp4FVa05mupyxQbA/+7nJIxcYFsTGRPnCVGY3gn5g+ENcNC8aj1w6Aj5tMyCheKanFkSuk1+vE/k0DRXqeK+yAxaPi6qbB1G2jwnDfxEjcGt8HwUoFDAbgWGa5wx+7o6FBcKANvxN9fV3xxPQBAIAP/kpHrUqL57acw6WiWuxNK8H3x9j52BlJs5jXJWdXdNFIGPbAAkWGGffVXcLjB7/DttM5TYvxNRoY/iFGNgcjRiDY5ITeUi/Fo5llUPPyEK3egEe+P4XqRo1w+5eHsgAA94yPwFK+BUKLdZKMrmXwYODqVWDZMpt2pw6AQW0MFGP5QDGloP1SFSrdGhDY/kARIJ9ZAPj+WDaT0fRC6MIYlTF3SkbRzhpFhnVEIs7snERNfyguMjE+uWuk0M811MsFbjIxNDoDalRaKF2kZn0qKcYWGR2QUaxqKs9Uukjx4twYvHtbLK7nZfsnrnZcoFhWq+oQh9Ui+jtho0z6zjF9EeHritJaNRatO4qdF4yS2//tTGMmY05IGq8Uo4Il5l7bPWCBIsOITof4Fx/Hk4e+w5CT+3HUclXy+HFwNTWoUHjgSkg/eJlMVGigmFFai1qVeUNcKtOZMywIfbxdkFPegJd+Jf3yssvqsf8SqQ+5d0IkBgeTVdus0jo0qNnEuydAJ0y0GbW9hPm4wNtVCo3OIDS5bitCawwHZBQBIDEmEMFKBcrq1PjjbDNZeEaPJYOvTxwdQVx6y+vUDpW9/Xo6Dy9vPS/ITQGgkklPHYbpOWnKIP8W9iSB5UCTVhjj+/kKplvWjtnWQPH3M/m48ZNDglO0KYWt1PGNjiDGOsezHJ+p0ej0eOW3C4h/Yw/++2eqw49Pn5utgaJULMJTMwcDgFC28p8ZAxET7ImqBk2HjJHRPmhJ0zUDyHftDDO06RawQJFh5MQJcCUkaJuUdRpbk/PMb//tNwDA4fDhCPR2M2tk3MfbBZF+btDoDNibVmx2t4N8oHjdsBB8dGccRBzwa3I+9qYV4zteInLNQH/09XWFv7scvm4y6A3G7A+je1PA90syrauxB47jHCI/NRgMSOMdTwcFOaZVgEQswl1j+wIAvj5y1SHHZHQfaEZxFD9B1xtIix9H8fq2FHx95Cqu/+QgLvGfXXvNbBjNQ+sUQ5QKm1yQTXsmWqtPBEwzivZLTw0GA97blYbknEpsOZXX5HZq+NKcOiM+nCxYXC6uRXkbW7VsPHoVd6w5IvQ0BIDi6kbcuSYJXx3OAgD8fDLX4XWARXZITylzhgUhNswLAHnuD0/tj9dvJP0WfzqZK8w9GM4B/f2dP4oY4GWW1jn0fMnoGFig2NMpLQUqK23b948/hKuTMk/jj3MFRvdTlQpYvx4A8FvM5CY/VBzHYeaQIADAjvOFwvai6kakFdWA48gKbFxfbyyeQEwCXvj1PH46kQMAwmSb4zhjP0dW6NwjoCvrwW3MKAJGQ5v2rEAW16hQWa+BWMS1uzWGKXeM6QuZWIQzOZVMStPLoC7Pg4M84M0rLBzVS7G6USMc62pZPW765BBW7bmEYr51EAsU209/XoI+LTrQbOGzOQYFGgPFSf2tZyBDvNouPU0rqkFWGckkns0zP9fp9AbhvW8u6+btJhP6w568an9W0WAw4KO/LiMpoxxf8SUhBoMB93x5HCeuVsBDLoG7XIKyOjVOZNkmbz18pRT/pBZDo9NDrzfgxxM5GPfWX7hzTRJS8o0lJvZmFAEyX1h1+wjcOyESnywYCbGIQ3y4N+4cQwKRhzacZMZ4TkK9Wots3mRpbJSPINdnWUXnp1cFivv378e8efMQEhICjuPw66+/dvWQOpaaGtLOYNQooNGGH63t24WrEZUF8C7IMWYHf/kFKClBnV8g9vQfa3XSP2soCRT/SS0WAkwqOx0eqoS3G+k7t2zGQIQoFcitaEBZnRqBnnJMGxwgHIeu2l60OMHXqrT47mg26iykrQznRac3CBOAkDZmFAHHGNpQ2UsE33/MUfi5yzE3NhgA8MWBjBb3/eSfyxj31l+YsXIf7lhzBAfSSxw2DkbnUtWgEfomRvq5wZdvl+KoXorUuVLpIkVClC/q1Dqs2pMuHJ8Fiu3nnvERWHHzMDwze7BN+4/oSzJ2/fzd0NfX1eo+1PW0qLqxaZ1/K+w8b6yzszzXldWpoNMbIOJIr8HmoNltWwM5U3LKG4Tz9Y8ncqHR6bHvUglSCqrhLpfgt0cnGheELxS2dCj+ePVYuO4YFn91HOP/+zeu/+Qgnv75LAqrG3EkowxzPzqAl7eeR3mdWpBU2xMoAuS799K8GLPF65fnDcHoCG/UqLRY/OVx5Fd2vCu1VqfHi7+eb6rEYgAALhXVwmAgn10/d7mw+Jts4nbPcE56VaBYV1eH2NhYfPzxx109lM4hPR0oLweuXAG+/bblfQsKgJMnyfWYGADANVmn8fNJ/qT36acAgOPTb4ZOJLYqfRkeqkSQpwJ1ah0OXyEB4kF+Imwq03GTS/DaDUOF/+8Y3RcSsfGjOLiZjOJb2y/iuS3nsO6g9RYbDOejpIZMbsQiDgEe7QgUw8iPSnpx0xpYW6GF9IN5m3tHsmQiMWHafq6gWWt6tVaP1f9cRmF1I9KLa5GUUY6P/rrs8LEwOocM3vE00FMOD4UUvvxCWKmDeilm85mlSD83fHPfGLx3WyymDQ6ATCxCiFIhNIxntB1XmQR3jukLd7mk9Z0BjAjzwtpFo7Bm0ahm9wnwkIPjAI3OgNJmzI3qVFqrvYp3XjBV46gEOSYAFPHtI/zc5Wa/l5bQetnjbQgUj2aWCddLa1X462KR8Ht7++gwRPq5CQvCO88XtmpqczSzXJColtSocD6vGq4yMZ6aOQjXDQ+G3kAk+9d9eAAAoJCK4Oli23vREgqpGGsXjUI/fzcUVDVi0jv/4KbVh/DRX+kd1ncxOacS3yZdxevbUjrE7Ke7Q39/adnHCF4yfMYBbuaMjqVXBYqzZ8/GG2+8gZtvvrmrh9I5FJiYa/zvf4CuBXOYP/8kl6NHAwsWAAAmZZ7C36lFKDh8AjhwABCLsSOB9NCztuonEnGYOSQQAJGf6vUGHOQbE08aYC7TmR4TiEUJ4RgU6IG7x4Wb3WaaUaQnXI1Oj+18y47zeUyq0F2gdToBHnKrxg+2EuChQKiXCwyGtq9A0oyio+oTTYkJ8cSkAX7QG5rPKp64Wo46tQ6+bjK8fcswAMRqn9E9obLTKD8i9fPjM4qOclukMq2+Pq6QikW4Jb4P1t0zGmdeTsT+p6c6NCvOsJ0ZMYEttteRikVCj9VCK/LTqgYNEt/fj1mr9psFLTnl9UgpqIaIM7bYOGciyytspT6RQg1tzuVVWQ1GW4IGlzRwfnfXJRxIL4WIMzo8TxrgB1eZGPlVjTjXym8xlb8unhCBz+4eiWdnD8Zf/5mMf0/tj08WjMSG+8Yi0FNudMb2VNgkAbYFL1cZvlo8BoODPKDTG3A6uxLv7b6Ev1OLW79zG6CZ/tJaNUpqmOOqJWmF5LduUCBZqKW1paezK1jfSyenVwWKvQ7TQDE9Hdi6FSguBh5+GPjvf4F6k8wHlZ3OmQPMnAkAmJR7DiKtFvkr3ie3XX89UsXkS97cjxWVpexOKcL9355Aaa0arjIxRvKSHVNeu2Eodj55Dfz5H1VK/wB3iEUcKus1KOL7RiVllAnSFMveZQznxVif2PZsImVMJJkAma5620NaBwaKAPDg5H4AiGSrwkqd2j7e3XfyQH9cN5zY2JfVqc0cLRndh7wKsgjS14dIEH15OWCZozKKfKAYbiFxdJGJW8woMboeKj/Nr2waKK4/mIm8ygZkldWbLXrSbOKYSB+M5/szmtYptuZ4Sunj7YJATzk0OkOTnsWtQfsvPjVzEABju6tZQ4MQxn/OFVIxpg4ipSKmfgTWOM33yRsb6YNZQ4Px4OR+ZmUrEwf44c/Hr8G1fOnJgEDHnpvDfFyx44lrcODpqbiGb39i2cvPUVSYnMcvsPZeTUgroooe8h4PDVVC6SJFRb2mzb/pjM6B/dq0gEqlQnV1tfBXU9PNzFVooCjla1mWLweGDycy0uXLST+8tWuBnTuBXbvIPtddB8TFAb6+cG2ow+qt/0X8tu/IbQ8+KKyQNjfxHxPpAy9X8uXfc7EYEhGH5XOiIZPY/lFTSMXo508KnWmdIs0mAkSS1VHyEYrBYMCVklq7a0wY5uQLjqftl8mNpYFihv2SKq1Oj3R+0jO4gwLF8f18MSTEEw0aHb5NauqAui+NDxQH+cNdLkGgJ1kgyShlCx/dkZJaci4M4N9HXzc+o+igXoo0UKQTdEb3gWYECy2cT6vqNVhvUjph2oJqF98HcOaQIAzn67fOmcjyim00e+E4TqhTtEd+WlzdiKyyenAccGNcKCaZlIvcx0vrKTOHGo3rmpNZ1jRqBJdLawvFFB83Gdb9axS+XzoO79wy3Obx2kOYjysSonwBWO/17AhMXWZNTXoYBBqg0xYzUrEIs/jEAmst5dywQLEFVqxYAaVSKfzF8LV73QYaKN57L6BQAJcuAUVFpAaxb18gJwe4/35g1ixifBMQAMTHA2IxMH06ACAxPQkAkHbbPdBeO02wzG4uoygRi3BbfB8AQEKUL3Y8MQkLLaSltkDryFLyq6HV6c2a6Wr1Blwtq7P7mPbwxYFMTHtvH346mdOhj9PTMfZQbH9GcSz/Q5+cU2m3pCqrrB5qrR6uMjHCvDtm4s1xHO6/hkyovjyUiZpG4wpzQVUDUgtrIOKMPaSoZDGjpGM/ywDfGqSwBqv3XsZXhzJZDY0DKObVDlRm6Ofh2BrFHBPpKaN7YWyRYZ5RXHcoEzUmNdZHM0gmpaRGheNXSVCXOCQIw0JJoHg2t0r4rtJFWrrA1BLj+EW1/Xa0hzjGB5XRQZ5QukixKCECAKl5pG03KFMH+UMmFiGjtE4IBi05k1MFg4FkOANsCG4T+vkKhncdAXW6Tu+gQNG0zUMKyyiaUdOoEc6Lpo7j1ARux/lCaDt48d+ZaMlYU6PR4JlnnsGwYcPg5uaGkJAQLFq0CPn5+WbHKCwsxMKFCxEUFAQ3NzeMHDkSP//8s9k+FRUVWLhwoRDDLFy4EJW2dkEwgQWKLbB8+XJUVVUJfykpKV09JPuggWJsLPDUU+T6v/8NnDgBpKYCb74JJCQAI0YAQ4YAr78OiPiPxA03AAAavHxw7y0v4bGExSiqVUNvACQiDn5uzf9YPTNrMPY/NRXfLR2L/gFty95Q/fpn+67gy0NZKK9Tw8dNhhje6KajVgUpv5wmJj5HrjBJRHugNYrtaY1BifB1RYCHHGqdHqftrFOkq5kDAj0gaketZGtcNywYUX5uqKjXYP3BLGE7zSbGhnkJk6FIPmueWdqxgWJuRT2mrdyHmav2450daXjl95RWa4u6knq1FgvWJuHNP5z7fFvC1yRR6byQUXRAjaJWp0euhbSV0X2g/RkvmQRRVfUafMlnEx+eQmTqJ7JIfdb2cwUwGEgboFAvF0QHe0Ii4lBWp0Y+HyDaKj0FgCm8NPTk1Qqh72ZrUNkplfjPiAnETw8mYM3CpsY9HgopJg8iC16/n8lvcjsAnOJlpy1lEzsT2jYko6S2Q2riyuuMr/NFllE0g9ZsusnEZsZRCVG+8HGToaxOjSMZvWeu1ZKxZn19PU6dOoUXX3wRp06dwi+//IJLly7h+uuvN9tv4cKFSEtLw2+//YZz587h5ptvxu23347Tp08L+yxYsADJycnYsWMHduzYgeTkZCxcuNDu8bJAsQXkcjk8PT2FPw+PjpGsdRh0BSI4GHj1VaC2Fvj4Y8DFhfw99xxw+DBw+jRw/jzJLlJuvx3YuROas+eRFJOAtKIaPPED+QAGeipanGxLxCL09XVtV1H6gjF9ib11oxZvbr8IAJg5JFCQDVoLFE9klSO3wrrjpD0UVjXiIr8i2NGT+J4OrdFxRI0ix3EYx2cVk+z8UREcTx1cA2OJRCzCssSBAIipDa1V3MsHilMGGtvARPF9pDpaerr9XAEySuogk4jgqSA/0s4cKP51sRiHr5ThmyNXnTrzSTOK/rybL21Z4IiMYkFVI7R6A2RikU2BAcO5mMzXw+29VCK4136+/wpqVFoMDvLAkzMGwkMuQY1Ki5T8avzKt1S4YUQoAFJ+MZA/V1H5aZGNZjYAkVr2D3CHTm8wazqv0javxLAMFAFijNNclu/6WFJn/fuZAqvfU2pkM7KvV6vj7QzCfFwhk4ig0uqF+mJHUmGSUcwsq2NtvEyg/WBpCyGKRCwSXHS3nek98tOWjDWVSiV2796N+fPnY9CgQRg3bhw++ugjnDx5EtnZ2cJ+R44cwaOPPooxY8YgKioKL7zwAry8vHDq1CkAwMWLF7Fjxw588cUXSEhIQEJCAtauXYtt27YhLS3NrvH2qkCxtrYWycnJSE5OBgBkZmYiOTnZ7MXvUdCMYnAwwHGAm5vt9xWJgMREeIYF47+3DIeIA45nkRO/Iyb9reEiE2PdPaMxNNTYymD20GD041cFLQPFy8W1uO3zI5jzwQEhyGsr+y4ZXdEySuucerLq7Ag1rQ6y8h8b1TZDG+p4Oji44xd75gwNRnSwJ2pUWny2/wpqVVoc4t1/pwwyuv9G8RnFjpae0uzrshkDsWAskYE7cw3NXxeJzFyl1ZsZRNhCRkktlv9yrsOdkQ0Gg5BRpNJTXwe6nlLZaR8fl3a5BTO6hgGBHpg80B8GA/Dl4UwUVDUIbSaWzRgIqViEUXwbi59O5uB0diVEHDB3eLBwDFqneJZ3PqXGbrb2GZzKn2v+4Xshr92fgegXd+DzfVea7FtZrxYkpNQ1tTWmRQfARSpGdnl9k6bper1BMLIZGe4cGUWxiBMW59KLHe83YRooGgzG3xwGUFpDW7s0XXSgn/kdFwqh1vYe+ak9VFVVgeM4eHl5CdsmTpyITZs2oby8HHq9Hj/88ANUKhWmTJkCgASSSqUSY8eOFe4zbtw4KJVKHD582K7H71WB4okTJxAXF4e4uDgAwLJlyxAXF4eXXnqpi0fWARgMQCHvSBYc3PK+rXB9bAjemx8LOl+xZUXTEXgqpPjm3rEYEeaFkX29kNDPV9C3X7GYXCdllMFgAKobtVi47li7MoH/pBqboNc0aoXVsN7E14ezkPj+vna9jlqdXqhpdUSNIgCMjSQZxdPZlS2ujltCJ0Ed5XhqikjE4amZNKuYidhXd6FGpYWvm0yoPQKMNYqZpXUdappEA8W4MC/EhPC1v05aQ6PV6fFPmvH7Z0+j7CNXynDT6sP4/lg23tlp34qpvVQ3aIVJjSA95SdBdWodGtS2fTYbNTqs3ntZyOZQsll9YrfnvomRAIAfj+fgtd9ToNLqMTrCGzNiSAspWnO9gTe+Gt/Pz6yWb5hJoNio0QkS0kAbz6XUmXRvWgmKaxrx/p5L0BuAFX+mmhnqAOQcYTCQnp2WLuTN4SqTCM/FUn6aUVqL6kYtFFIRooMd37e2rfRvZqHZEVD1iAev2nDWc2xXQFuH+Lk3/WyNjfSFv4ccVQ0aYUG1u1JTU2NmgKlStX/RsLGxEc8++ywWLFgAT0/jd2nTpk3QarXw9fWFXC7HAw88gC1btqBfPyJrLywsREBAQJPjBQQEoJDGBjbSqwLFKVOmwGAwNPn76quvunpojqesDNDwq/FBQe0+3E1xfbBy/giEKBWYM6x9gac9+LjJsOXh8fjl4QmQikVC/ypLR9Jk3gZcLOJQWqvC3V8ctdqioDU0Or3Q+1HCR8a9TX5qMBjw+b4ruFRUi0/+aXtD+KIaFfQGQCrmrP5AtIV+/m7wc5dDpdXjTI71rNGp7Ap8cSADn++7gk/+uYz//pkqTLypSVJHM3VQAMZE+ECnN0CnNyDUywVPzxpkJtnu4+0CqZiDSqtHfpXjpVAAqREtrG6EWMRhWB+lUOObWlDjlL2rTmVXmtVU2Roo/no6D4vWHxXueyyzzK6FBHuhjqceConQz9BDLoGMb1thi/Npg1qHJV+fwDs70vDsL2fNbmOBYvdn0gA/DAx0R51ahz/5NhLPzYkWSjKoizP9Gt4wIsTs/qPCye3HMsuFGmsXqRgectsa0o+K8IGbTIzSWhUe+e406tU6QXr+2rYU/HDMqKSiv59xvDeArczj5afbzuabnU9OXSXHG97HC1InauXSoYEir36g7qrOrNrobEp4Ob6flUUIsYjDHCo/7ebupzExMWYGmCtWrGjX8TQaDe644w7o9XqsXr3a7LYXXngBFRUV2LNnD06cOIFly5bhtttuw7lz54R9rJV/GQwGu8vCnOcbzHAsVHbq6wvIHOMkdmNcKA4vn9apgSJg/mEP93WFRMShXq1DQbXRUY7+0K24aRjCfFyQV9kg/Djbw4msCtTy2R9aD5fpAGng36lF+PZIVruP0xlkltYJBgq/JecLq4H2UsBP8lurabUHjuME+am1OsW/Lhbh5tWH8cYfF7Hiz1T8b2caPtt3BQYDMZjw6UBXPctxfr4wHl8sGoVDz16LQ89ei9tH9zXbRyIWCYFAR8lPk/ls4qBAD7jKJIj0c4NCKkKDRoesDnYObgtUdkqxdI20xoX8Kjz18xlodAbMHR4MP3c5GjV6YbLaEVg6ngLkPfezsZdinUqLe748JixKZZaa1zSxQLH7w3GckFUEiNFVnImxy9BQJVxlZJFBJhEJLScoAwPdMTjIA2qdHmsPZAAgah5bJ3kyiQgT+RYXNGP92cJ4PDCZODO/vi1FyIqf5esgY+0MFK8Z6AdPhQRF1SqhFYdGp8dGPgi1dEvtagbw5nqOdj7V6vTCItUEvgcmyygaaSmjCABz+QWHXSmFHbrA19GkpKSYGWAuX768zcfSaDSYP38+MjMzsXv3brNs4pUrV/Dxxx9j/fr1mDZtGmJjY/Hyyy9j1KhR+OSTTwAAQUFBKCoqanLckpISBAYG2jUWFij2VEzrE3sQUrEIEXydAV0VrG7U4EoJuT4tOgBz+Wbm5/Iq7T7+Xr6eY/JAf6GXY0Y7M4r1ai0e3ngKL269gNRC5//xMJV/qHV6fHe0+RrelbsvYcnXx1Hd2LSWLL+VnpttZUI/8kNs2ew5p7weT25KBgCMifDBzSNDMX9UH9w7IRKPTxuAzxfGO3QcreHtJsP0mEDBAdEaUf5G+WlHcJpmCnhDCbGIM2s942zs4QNF+plpLdPaqNHhyU3J0OgMSIwJxId3xGFif7LA05EyJkvHU4pQp9hKRvGNPy7iaGY5POQSeCgkTWqaWA/FnsENI0IR6uUCV5lYaGJPkYpFQiA1bXAAPBVSs9s5jsOtfKupP/g+wra0xjCFyk8B4JqB/hjfzw/PzhoMP3cZ6tQ6nMmthMFgEGoM7Q0U5RKxYEby4q/nUVjViHd3puFMTiU8FRLcNbZvK0foXITSleJah3oPVJqoIMb3I+eftMJqp1RtdAW0RtHfSo0iAMT39UaQpwI1jVrsv9R95aceHh5mBphyeduUVDRITE9Px549e+Dr62t2e309+X0QicxDOLFYDL2eLP4kJCSgqqoKx44dE24/evQoqqqqMH78eLvGwwLFnkoPDRQBoL+/uXzkLN+vKczHBb7ucsRamADYw16TpuiRfrR9QftWHw+ml6JRQ768qQXOX+BOsxxD+Hq2b5OuWi0yb9TosPqfy9hzsRiv/960lQHNKDqiNYYps4cGQSrmkFJQLRgXqbQ6PLzxFKobtRgR5oUNS8Zi5fwReOfWWLw0LwZPzhiIoSb1gc6C4Hxa0jHOpzSjaJrJcNY6xazSOlwpqYNExAm9WAsqW84ovrszDZeKauHnLseKm4dBJOKEFf0DHRgoGjOK5osgtE6xtKbljOL+S+Q88978WKF9gKkJFw0Uw31ZoNidUUjF+O2RCdizbLKwwGnK/ddEYXgfJf49tb/V+98UFwqJiAONaWw1sqFMGRQgeAs8zQeqpu7Rhy+XIbeiAeV1akjFHKLbYPb176n9EegpR3pxLeZ+dBCf7yfZz3duHY4+HdSztq1E+LlCxAE1Ki2Ka9pfP0ahPRSVLlJE+bvDVSZGo0bf68pWmqO1jKJIxAlKtW1nrbdb6Um0ZKyp1Wpx66234sSJE9i4cSN0Oh0KCwtRWFgItZp8zgYPHoz+/fvjgQcewLFjx3DlyhW899572L17N2688UYAQHR0NGbNmoWlS5ciKSkJSUlJWLp0KebOnYtBgwY1MzLrsECxp9KTA8UAY50iACTnEHe12D5eAIBh/GVaYY1djdlNnd+uGeCPSAdle/aYyOkuNdOc2FnQ6Q04zPeOfOX6IQjwkKOkRoU/zjU9eZ/Pq4KWXzH96WQudl0wz/BdKiLvTx9vxwaK3m4yTBtMpBO/nMoFAKzcdQnn8qrg5SrFJ3eNhEzSPU5tUQ7KWltDo9PjLJ9VjzOxqKd1is6WUaTfk7FRPhjImw4VNJNRNBgMWH8wE1/wphzv3DpMyOZRud253EpU2emaaiuWjqcU2kuxtIWMYlmtCnn8Isq4fr6C2QdVG1Q1aFDJjzvMySbaDPvxdZcjpBlVwaQB/vjtkYnNLmL5ustx7WBjVtDeVilBSgU+uzseaxbGmz1GAp/1OnylVCjbiA72hFwituv4ABDu64bND41HlJ+bEBD8KyEcs4Y639xDLhEjwpd3Pi1y3OIc7aHo7SqFWMQJpmndQUHUGVBDQGs1ipS5seTzsielyK55W3ekJWPN3Nxc/Pbbb8jNzcWIESMQHBws/FG3UqlUiu3bt8Pf3x/z5s3D8OHD8c033+Drr7/GnDlzhMfZuHEjhg0bhsTERCQmJmL48OH49ttv7R6vbVXRjO5HDw4U+wWYS0/pD90IXjYTolTAl2/imlpYI2wHSBZs3cFMzBwSiP4B5qunVPrVx9sF3m4yIduTVVYPnd7QJpt6nd6Avy4a2204ujbC0ZzLq0JNoxYeCglG9vXGwnHheG/3JXx/NAc3xfUx25e+7jKxCGqdHst/OYeR4d7wc5dDpzcItux04u5Ibonvgx0XCrHldD5ujAsVAob/3RrbotTT2aDS046oUSQLJXp4KiSI9DVmMzo6o5hTXg9/D7lg8mIr9PM0aYC/kIXOt5JRrKrX4Kmfz2BXCgks7xkfgWsHG2sugpUu6OfvhisldTiSUSZI4xxJMV8fbSk9pf/T3nnWOMu37ojyd4OnQipkcS7yagPaGsPPXQY3G41LGD2XW+P7CJ/1tvTUTBzS9PM/npfvn86uxIBAcg6iC61toY+3K356MAFP/3wWUrEIy+dEt/lYHU2/AHdklNbhcnGNw36baGsM2nOyn787TmdXdnjro+6CsT1G84FiXJgXQr2Iv8TetGKnXGhwFNRYszlskUUPGDAAmzdvbnEfHx8fbNiwwe7xWdI9lt0Z9tODA8X+/vxqXUE1qhs1Rsc2PmvCcZxgLU6bFVM++ecy/rczDQ9vPNWkJUEqP3EezK8Ghni5QCYRQa3V22XTb0pyToVZe410J88o0rqu8f18IRZxQgPoU9kVqFebNxCm9W8PTemHwUEeKKtT4387SFuCk1crUF6nhtJFijE29uWyh8kD/eHjJkNprQr3fHkcOr0BM4cECnbt3QUqb86vanD4KirtYzair7eZmVB0kCdEHFBSoxLalziKw1dKMemdf/D8lvN235d+x/r6uCLEi0yIC6sbm9T5/OcnEiTKxCK8dsMQvDwvpsmxJvLy046qUxQyihY1Y+N4o6W/U4ubbXlylnfrpRNzoxNtNfR6g7AAxuoTGQAwdXAAfPkAhH4v2kuEryuClQqodXr8cioPgP31iZb4usux7p7R+GxhvN2LRJ2J4HzqQLk/dVj3diXvk7FshQWKDWod6vh2Qb7N1CgCZN5Geyr+3s3dT3saLFDsqdBAMSSk5f26IYOCPBDq5YLqRi2WfHUCpbVqSEQchoQYpTXDQ5vWKdaqtPj6cBYAIov8K7XY7LhCU3be7EMs4hDB1wi1VRq4O4U8BrXMvlpe79SyioPpZGJNJ9phPi4IViqg1RuauEjS+rexkT5448ahAIAtyXkorVUJMtRpgwMg6QB7dJlEhOt5p7SSGhVcpGK8NG+Iwx+no/F1k0HpIoXBAJzhA29HcboZy3sXmViYyFx0cM3sFn7Sue1svpmLpy0UmpgfBXgoIBZx0OkNKDGpJWrU6IT6vm/vG4NFCRFWXSAndHCgSGsU/d3NJ+4J/XzhLpeguEaFZItFKgp1mKQN1SP93CCTiFCn1iGnoh47+e8O7RnK6N1IxSK8e1ss7h7XF1MHN+2L1hY4jhPkp/X8JH5EmPPVcHcEA/hA8VKhA6Wn9eaBoqOM8HoCVI4sk4habe1CjQj/vlhscy9aRsfDAsWeSg/OKMokIlKHJhbhGG/JHR3sabaKSesUz+UZA8Xvj2ajutE4ef34n8tmKf6LNFA0KegXVgbbuPpI667uGBMGL1cSEHREDydH0KDW4eRVkoWiE22O44R+X8cyje0oimsakVfZAI4Dhod5IT7cG7FhXlBr9diYlI3d/PPuyAwfdQQEgMenD+hWklMKx3FI5F+jTcdzmtzeqNHhWGa53e55DWod9vHGTCOtWNTH8IsqjqxT1OkN+JtffFFp9YL02Nb7FvEBYYiXC8QiDoG8jNPU+fRMTiXUOj0CPOQYE9l8pnocnxHPKK3Dyavlze7XVprLKMolYmEyv+tCU2tyU4dJGihKxCIM5OV/x7MqhNdwXmzPO3cz2sbUwQF448ZhbaohbA4qPwUAd7kEUX7uDju2MzOMLiLnVUKja2rS1hZoTbGPG3GujfSjJQWOdVftjggO0e7yVlu7DA31RKiXCxo0OuxPL+mM4TFsgAWKPRGDoUcHigCpR3zJRHI2wiJrQidhl4pq0KDWQaXV4YuDxI3t6VmDIJeIcCanEkd44xa93oBLFhlFwHjCb4uEJLO0DpeLayERcZgyKAAD+ZpIZw0Ut53Nh1qnR6iXixAgA8BYPhualGmccNNs4sAAD7jLJeA4DvdOiAAArNl/BVfL6iGTiHDNQP8OG++QEE8sHBeOebEhZv3Kuht3jQsHAGw7VyC45wGkDm7+50cw//MjeHbz2ebuDoA4Zn78d7qQxfvxRA7K6tTo4+0i2LWbQh1tT2Q5LohKzqk0k1lbti9pieIaIjGViDihjoUagJg6nx7lP4NjIn1anHR4KqS4dSRZSHj195RmZaBtQaXVCRNDfys1NzTw33WhsMkksaCqEaW1KohFHGKCjRmcaP6cs/qfy1Bp9YjydxMkqQxGR5Bgcl4Y3kfpsF63zk4/f3coXaRo1OjNnIbbQzl/3vPiM4rhvq7gOKCmUWt2TnQm9HoDFn95DHesOdKhKidjfWLrPYw5jhNqynda+f3Yfq4Ab/6R4tSqrJ4ICxR7Ei+9BDz5JFBVBfB9VnpqoAgAd43tiwV8n6aZFgX7gZ4KBHjIoTcAKQVV2HIqD0XVKgR5KrBkYhRuHx0GAFi99woAYkffoNFBLhEJclPApH1BGwLFw1eI7G10hA+ULlLBNMAZnU/1egPW8LbmCxPCzSbhNKOYnFMpnKBPWxgIAcCcYcEI9JQL9QgT+/t1qBkHx3F4/cah+OjOOEg7QN7aWcT2USIm2BNqrR4/nyQurhfyq3DDJ4cE6fRPJ3Pxd2rTDBVAslSPfX8a7+66hP/8eAZqrV54Lx+Y3M/qa0P7qx1IL0WNlR6YtnAmpxIzVu7DW9svAjBmz6ns6p/U4iY/6Bqd3uqPPDWtCfRUCKZRwTRQNMko0sbhY1vIJlL+b+YguMslOJtbhV9O59n13FqitJZM/KRiDl6u0ia3TxnkD5lYhIzSOsGZmUJlpwMDPeAiM2aHBvNBIT3PzB0eYnNjdQajLYR6uQi/de2tT+xOiEQcRvJ+BieyKhxyTLrA58PXkiqkYkHh4qyGNplldfgnrQRJGeVCSU5HQM+XLRnZmDKbDxR3Xywya8uVX9mAJzclY+2BTLz5x0XHD5TRLN13dsUwp7wceP11YNUq4KOPyDZPT8C15xoicByHt24ahnOvJFp1LxvOy0/f352OV/k+f0smRUImEeH+a6IgEXE4eLkUKfnVgo31wEAPs5q6SFpr0IaTPbXfpsY6Qm2EA2y5S2tVVnsbtpW9l4qRXlwLd7lECL4pkX5u8HOXQ63VC8ZBxv58XsJ+UrEIixIihP+7m7FMV8FxHO4aR17z745l4+eTubjl08MoqGpEP3833DySGAo9u/mc1XYPB9JLBTfdHRcK8a/1x5BX2QA/d7nQj9CSgYHu6OfvBrVOb+bKayunsitw9xdHkV5cizX7M7AnpQh7eGfGx6YNQLBSgTq1DgfSjTWCer0B8z46iKnv7hXqViim9YmUEP46DSI1Or0gjR5jQ/2ev4ccj1xL+tO9syMVH/2Vjnu+PIb/7Uy1+/maIjieNiOl8lBIMb4/Gd9OC/mp0Ni8j3k9mGX/unnDe+4CH8N5uGtsODzkEsFEpLcwijdYO5ntmECxXDCzMS4cOaoPc0dx1qSG+uO/L6PM4pzsKMpa6aFoyci+3vD3kKOmUYsjGcZyl5W7L0HFz3m+TbqK3SnWF04ZjocFij2FjAzj9TfeIJc9OJtoioei6ao+YJSfHrxcigaNDhP7++GusUTm18fbFYlDSCDz08kcwdSD9j+iDAhwh4gD8iob7O6JRCWm/fkWCAMDybHTi9uWUaxq0GDt/gxc9+EBjHpjD/7z05k2Hccan+0jn58FY/vC0+L15DgOY3k3x6MZpF6O/siMMAkUAeDOMX3hJhNDLhFhWrRjjBd6AzeMCIWbTIyMkjr8309n0KjR45qB/vjl4Ql466ZhiPJzQ3GNCi//dr6JnHH9IdIahLr50R/XJZMim3Uf5Dhjg+M/ztnnMHc6uwKL1h1DjUoLpQv5rDy9+SzSqcx6YICQ4f/zvPHYp3MqkVpYg4KqRryzwzxYo1nDYJM602AhUCS3nc+rQoNGB29XqbDo0hqLJ0Qg3NcVxTUqvLf7EvamleCTf64ILSjaAjXX8W+hVQF9/ptP5uJgeqmwqHNOqE/0MtvfVGY6OMgDAwLtb3zOYNjL0muicO7VmWZGcL2BkX1J3fbJrAqH1BBW1NM+ikZ5ZT/a+shJDW3O5Bj9G2pUWnzwV3qHPA5dFPTzaF16CpCM70x+braD//1Iya/GZr5n8jS+Bvzpn88IC4yMjoUFij2FrCzjdTWvie8lgWJzjOZXDeUSEV6eF4Nv7h1jJve6bRSRn/56Ok8IfAZbBIperjJBM//lwSy7Hp8GhP15ySmd/GXb4Hyq1elxudhYCF9Wq8LNqw/hze0XcYE3INlxvgC1djpLWuN0dgWOZZZDKuawmK8ztGQcNbTJKsOF/CrUqXVwk4kxwKIXpY+bDFv+PQGbHxqPAA/HWLn3BtzlEtwQRzKHHAc8OX0gvrxnNJQuUiikYrw7PxYiDvg1OR9fmciELhfXYm9aCTgOWPevUbhxBHGN81RIcJdFZtgSGijuu1Ris/y0UaPDYz+cRq1Ki3FRPvj7P5MR7usqrKiPjvCB0lUqyIf2pBjlQ7tSjDUnP57IFbLTgDFrGGKSUbSUnlLZ6egIH5vrqeQSMd65ZThigj1x3fBgQRb7d2rTLGpeZQN+PJ7TpA2MJcU1RnOG5pgeHQipmJjp3L3uKEa+vhuLvzwmtCwZbpFR9HKVCYHxvNie51TNYDgTI8K8IBZxKKxuRL4Dgo0KC+kpYMwoOqv09Aw/57mDL8PZeDQbl5tZxC6oamjzXMNe6SkAzBpCfpt2XShCamE13tp+EQYDcN3wYHx6dzyGhnqiol6DZT8m2230xrAfFij2FDJJVgFuRhOS3h4ojovywfp7RmHPsslYPCGyyeTymgH+CPJUoKJeg7285X60FQOJeycQo5QtyXk2yzOqGzUo4i30aabHz10GbxudT9/ZmYbpK/dh4bpjOJdbhX99eQxXSuoQ5KnA6zcORZiPCzQ6g2DG0xqphdU4kF5iNUClzeqvjw0VGp1bQg1tjmWWY/7nRwAQN02xlQn7wEAPDA3tXSvUjuD/Egfh3gmR2HjfWDw+fYDZazuyrzeWzyZNrF/floK9vKPoV4fJezc9OhDhvm5YcfNwPDi5Hz64M67ZTDtlcJAHovzcoNbqzQInnd6ATcezsTU5r8lq+7qDmcgpb0Cgpxxf/Gs0fN3lWHHTMOH26bzceFSED/w95Khu1ArtHqhUiNbuvLz1vGAyI2QUzaSnZD86kTtmYmRjD2OjfLH98Un4ZMFIzOcXh6wFis/9cg5Pbz6L2R8cwHELk58GtQ7v7EjFqewKIaNo6Xhqir+HHBuXjMPto8Lg5y5DrUqLf9JKUKcmddCWygUAWDIpCvHh3sIYGQxGx+AiEwuGXlTO3lZ0egOqGshCm5dr00DRGXspanR6wfH6gcn9MD06ADq9AWv3Z5rtl15Ugwe+PYGEFX9j0bqjbcq+ltgpPQWAsVHE16GsTo1Zqw7g4OVSSMUcnp45CDKJCB/cEQcvVymmRweCVXJ3PCxQ7CnQQPGhh4CICHK9lweKHMfh2sGBzTauFos43BJPsjj0/GeZUQSA+HBvDO+jhFqrx3dHs216bBoIBnrKBSknx3FCBq41+SmdyB68XIp5Hx/E+bxq+LrJsHHpWCwcFy6Ykey71Hp92cWCalz/8SEsXHcM8a/vxiPfnRIkG8XVjYK7WEvOof393eHtKoVGZ0CjRo/YMC+83A37FjozPm4yvDQvBuP7N623BYiUdP6oPtAbgIc2nMKU//2D74+Rlhp0McNFJsazswcLn4+WMJWf/n6mQMhi3/LpYTyz+Rwe/yEZi786LtTkFVU34pN/LgMAnp09GO68UdH4/n54bNoAxPZRChlNsYjDgjEko/nFgQxcKalFRkkdpGIO39w3Bu5yCc7kVmHrGWIyU8B/HoNMFipoc/HSWhVpE5JFjWza3l/wWl62dCSjzCxzWK/WCosuV8vqMf/zI1i73yjn/+JABlbvvYJ/rT+GU3xWsKWMIkAC2rdvHY5jz03H749MxAvXReO64cF49fohVg2G7psYic0PjYe/h+0TKgaD0Tbiw6n8tBz1ai02n8xtk5SxqkEjzB9Mza2iePXC1bI6aB3UhsNRpBXWQKXVw1MhQYSvK5ZOigJg3v/2u6PZmLlqv1BnfSq7sk1BNZWe+trgekqRikV4aEo/KF2k8HOXIdTLBc/MGoxwX/Ka9vN3x8FnrsW9E5smABiOhwWKPQUaKA4aBKxfD4wbB9x9d9eOqRtwW7xx9d7fQw5fK5M/0vqBTMS/Sbpqk4nMZd6wxlKaaXQ+bT6jWFmvFgLNBD6T56GQ4Jv7xgh1D5P5thN700paXOWrV2vxyHenoNbqIROTpt7bzhbgyU3JMBgM+P5YDrR6A0aFeyMmpHk7fpGIw0vzYjBnWBC+Wjwavz48XsiUMjoHjuPwxo3DMCbSBw0aHbLK6qHTGzAmwgfjouzLslFooLjnYhH6P/8nEt/fh+ScSnjIJZBJRNibVoIZ7+/HEz+cxhM/JKNercPIvl64cUSo2XGWzRiIrY9MNPv+LEwIh0wiwpncKqzgnVHHRfmin7877uUXJWiWkWYUaXAIkMBZLhHBYAD++2cqahq1cJdLmhi/2EP/AHf08XaBWqvH4cvGbPzRjHKhNcxt8X1gMADv7ExFTnk9VFodvj5yFQCxu6cGPS1lFE0RiTgM66PEkklR+GTBSNwxpmVJMIPB6HhooLj3Uglu/OQQ/vPTGdz4ySFk2ZkBpLJ7T4XEbAEoROkCuUQEjc6AvMqG5u7eJVDZ6fA+XuA4DmMifRDh64o6tQ7b+TZNK7ZfhN5A1Cq0LnCjjQvlppTaINW3xoOT++HMy4k48cIMHHr2Wizhg1mKewc6qjPMYYFiT4EGipGRwNSpwJEjQFxc146pGxDh5yZI2axlEylzhgUjwEOOkhoVvjmS1epxL/O2+JbBFJW2mjqOWUIzFlH+bvhu6Vh8v3Qctj82ycxwIKGfL2RiEXIrGlosln/1txRcKalDgIcch5dfix8fSIBcIsKRjDJsTc7Hd8fIBHhhQnirz+mmuD5YfVc8pgwKYNb9XYRMIsJXi0dj7aJR+PGBBPz9n8n4/v5xbX4/ooM9MHNIIOiirN4AXDPQHzufvAbbHp2ImGBPVDVo8GtyvmCS8/K8ITY9np+7HLfwvQz38M6qibzJC+3teOoqaXpN6/5Mpc8cxwlSVFqXefvoMDNXYnshKgMy6fnLRH66j5eeTx7kj//dFotJA/yg0Rmwak86fkvOR2mtCgEecrOMgb0THwaD4TzQQPFqWb2wcFtY3Yg71ybhapntwSKtT/R2M8+YiUScsU7RyeSnZ3OoqRaZU3AcJ3g2/HQiF5/ty0CNSovoYE+sWRiPx6YNAECMzyrs6Aup0upQ3UgylPZITxnOBQsUewIGA3CVTPgR2X0bj3cV/57aH3KJqEWLcJlEJFjtr/gztdXawHS+V6JloEj7v528WtFsZpLKO+L7eoPjOCT0820in3WVSYQAd19aidXj/H4mH5tO5IDjgFV3jICfuxxjIn3w0JR+AIhTZVG1Cn7uRsMehvPjKpNgRkwgxkT6IMrf3WqdqK1wHIfPF45C+ptzcOKF6Tj07LX4evFohHi5YGCgB7Y+MgHf3DsGT04fiBkxgXhxboxdPdcs5cwzokkN4/A+SsFM4kxOJQwGQCYWwddistXHm3zuXaRivHHjULxwXXSbnytlKh8o7k0rFrLx+/lA8ZoBJFP/n8RBAIAtp3Oxag9xA7x3YiTenz9COE5z9bwMBsP5CVa6IJzvI5kQ5Ys/H5+E/gHuKKhqxJ1rkoRMYWtUCK0xmkorndXQxjSjSLl5ZChEHHAsq1xw0v7PjIEQiTgM76PEkBDS65e6j9oCfQ0lIk5wyGZ0P1ig2BMoLAQaGwGRCAhjRgj2MnmgP1Jfn4XbR7csCVs4Lhw3jgiBTm/AwxtPtmixT/vaWdr49w9wh4+bDI0aPc7lVVm7qxAojorwbnXcAAQjHlNyyuvx3C/nAAD/ntIf4/sZ694enNxPkN8BwB2j+0Iusd5GgdE7EIs4+LnLEerlYpYtlIpFuGagPx6fPgBrF41qsY7VGv0D3AXZ0vA+SgTxGUJXmVFCuu0ssUAPVMqb1Js8Nm0A7hgdhj8em4i7x4U7JJOdEOULhVSEgqpGXCyoQU55PTJK6yAWcUL/wxFhXkiMCYTeQNxQXWVi3Dm6L6YODsDK+bF4cHI/DA1tXqrNYDCcn08WjMS7t8Xi2/vGIDrYE98tHYtIPzfkVzVi+S9nbTJvETKKrk0DIWfspViv1uISv5A9wmTRL1jpgmv4OYVaq8eIMC+hxRXHcUJrse+OZttsalNaQ14bX3cZqyXsxrBAsSdAZad9+gBStmrTFmyZgHIch//eMhzDQpWoqNfgjjVJOJDeNEirV2uRW0FqEiz7oXEch9F8AEhdHE3R6IxN7ak0pjkmDyIn9aSMMsF1jR7j0e9Po0alRXy4N56YPsDsfgqpGC/OjQEAiDjSO5HB6CiemT0Y8eHeeHya+eeQ9jKjvRatZejGRPrgv7cMR5S/4+phFVIxJvKGQe/sTBWMo+L7epv1EP1P4iDQ08L8UWFQ8hPBm0f2wbOzBzP5NYPRzRkaqsSt8X0EOXuAhwIf3RkHqZjDzgtF2Hwqr9VjCD0U3ZpmFOl56/DlMsEkpqu5kF8NvQEI8JALC3cUU8fl/0scZHaOu35ECNzlEmSU1uGolblLRZ0a//nxDA5fKRW2lbbB8ZThfLBAsSdgWp/I6FAUUjHWLIpHmI8L8iobsHDdMb5BurHtBJWZ+LjJzPoqUcZE0lYTTeWrFwuq0ajRQ+kiRZRfy5PjAQHuCPUimcFr392LtfszsOl4Nh7eeArJOZXwVEjwwR0jrNZ0JcYE4s2bhuLjBSMR4sUkdIyOY2CgBzY/NB7TeNkphQaKtI1MiLLz+m4+Nm0AFFJi1vMWb7RzzUBzt9lBQR54cHI/9PN3w9JroqwdhsFg9DCGhirx5IyBAIBXfrvQonIIMEpPfaxIT6cM8oevmwwZpXX493ennML9lLb+MZWdUqZHB+K6YcG4Z3wEJvQ3d5d2l0swZxgpUfnzXEGT+35z5Co2n8rFA9+eRG4Fec3a0hqD4XywQLEnwALFTiVY6YI/H78G94yPAMcBP5/Mxcd/XxZup60vmnMFpXWKJ7IqmjSLPZHF1yeGe7cq1eA4DqvuGIEIX1eU1anx5vaLeGbzOcFJ8u1bhgs1Xtbue9fYcMH1ksHobOL6epn9H9yJCxbD+3jhoztHQsQBKl6CTWVXpjwzazD++s8Uofcjg8Ho+TxwTT+MCvdGrUqLlbsvtbgvrcOzllH0c5fji3+NEhalXtx6oU29CB2FVqfHxiTiXDp1cNPznUwiwid3jcQr11s3LJvJm5HtSilq8jz28q26ahq1WLbpDCrq1NjCZ2RZy5/uDQsUewJZWeSSBYqdhrtcgleuH4IP7yDOsmv2ZwhOaelF1usTKdHBnnCXS1Cj0uJiQbXZbSezjYGiLYyO8MHuZZPx35uHIbaPEhP6+2LJxEhsXDIWs1kQyHBi+vq4mpnXBHdiRhEAZsQE4tUbhgIAgjwVGGriKsxgMHovYhGH53njrO3nClDdqGl236t8xrG5YCiurzc+uCMOHAd8fywb7+xM67RgMSW/Go//cFow69pxoRB5lQ3wcZPh5rg+dh9vQn8/uMrEKKhqxNlco8dCRZ1aKJlxlYlxLKsc17zzD45klEEhFeGO0cw7ozvDAsWeAMsodhlzhwdj0gA/qHV6vL4tBXq9AefzSfDXXEZRLOIEoxpLrf+pq/YFigAxHLljTF9sfWQiNi4ZhxfmxmBCM03bGQxngeM4xPU1fs67wkV04bhwbFwyFhuWjGFmCwwGQ2BEmBcGBrpDpdXjt+R8q/s0qHU4zS/ujolovpftzCFBeI1flPp07xV8+NflZvd1FD8ez8FNqw9ha3I+7v/2BM7nVWHtATJXvHtcOFxk9hvYKaRiTOG9EXZeKBS2708vgcFAWoy9zj/PGpUWoV4u+PnB8RjVwmvDcH5YoNgToIFiRESXDqM3wnEcXp43BBIRhz0XizHpnX+E1btBLfRlHGulTvHk1QoUVDVCIuIQa6V+gMHoaYwM9xKud3ZGkTKhvx/6BzT/XWUwGL0PjuMEc5efTuRY3ed4Vjk0OgNClAqh1UZzLBwXLrT3eX/PJazZf8WxAzbhnR2peHrzWai0eni5StGo0eOuL47iTE4lZBIRFtnQN7k5qPzUNFCkLbomD/THzSNDsWzGQNwysg+2PjIBQ0OZUqO7wwLF7o5WC2QTzTnLKHYN/QPcsXhCBABipe+pkODxaQOEYNAatAfiscxyqLQ6GAwGwVTj5pGhbVrtYzC6GyNNMorMVInBYDgTN8WFQiLicCa3CqmF1U1uP8Q7fI7v72eTC/KSSVF4aibp0frW9lRsTSY1fBV1avxyKhdlvPlLeyiubsSa/RkASB/Eff83FVF+boIz+i0jQ9tlLjN1cACkYg5XSupwubgWer0B+/jF8cmD/MFxHB6bNgDvzY9lJjY9BElXD4DRTnJzAZ0OkMmAkJCuHk2v5ckZA6E3kKzIHWP6wl3e8ldrWKgS3q5SVNRr8H8/ncXsoUE4ebUCLlIxls0Y1EmjZjC6ltg+XgjwkMNdIbHah4zBYDC6Cl93OaZHB2LHhUL8eDwXL82LMbv9yBWiCLJ0CG2Jf0/tj7JaNdYfysRTP51Fck4lfj6RixqVFgEecny8YKSwkNwc9WotPtuXgaEhnkjkM3yUTcdzoNUbEB/ujUf5lkRr/zUKN35yCA1qHe6b2D4HZ0+FFAn9/LD/Ugl2XijEpAF+KKtTw00mxqhwJjHtibBAsbtDjWzCwwERSxB3Fa4yidCb0BZkEhE+unMk7vnyGH4/ky/IOJZOimzS24jB6Km4yMTY+9QUcOBYX0IGg+F03D46DDsuFOKX07l45Nr+QsurqnoNzuURQ5fx/ezzBHjhumgUVjdg+7lCfHkoCwAgl4hQXKPCnWuTMGtoEBrVOugMBvwrIQJTBwcI962oU2PxV8eRnFMJjgM+vnMkrhtOjOt0egO+P0YUZnePM/ZH7ufvju2PTUJNo7ZZ7wR7mDkkEPsvleC9XWn49TTJik7o7weZhM1BeyLsXe3uZBCJAZOddj8mDvDDO7cOBwCotXr4uctx/+R+XTwqBqNzcZVJmNSawWA4JZMG+KF/gDsq6zV4+uczgmPpkYwyGAxAP383BHrat7grEnFYOX8EpkcHYGCgO1bdPgInXpiOm+JCodMb8MfZAvyVWoy9aSVY/NVxPP3zGZzOrsC2s/m49bPDSM6phFjEwWAAntyULDS5/zu1GPlVjfB2lWL2UHPX8zAfV8SEeDrkNbllZB/MGRYEvQFILyYu71MGBbRyL0Z3hWUUuzMXLwIvvECuDx3atWNhtImbR/ZBaa0K7+68hBfnRrcqWWUwGAwGg9E5SMQifHhHHG5cfQh7Lhbjq8NZWDwhEkf44KytDuMKqRhf/Gu02baV82Nx3bBgpBXVwMdNhrTCGnx9JAs/nsjFjydyhf1ClAp8uXgM3t99CTsuFOL+b05iyaRIQQo7f1QYFNKOW3xTSMVYfVc8Tl6twKo9l1BZr8HsoUGt35HRLeEMXdn9s5uRm5uLsLAw5OTkoE8f+3vQOJTz54Fp04DiYmDYMOCvvwD/pg1UGd0Dvd7A7PkZDAaDwXBCvj6chZd/uwCZWIS7xvXFrgtFyKtswGd3x2NWBwZJRzPK8OrvKSipVaGvjysGBrrjsWkDEKx0QaNGh3u+PIakDPM2W/uemoJwX7cOGxPDHKeKDToAJj3tjmRmAlOmkCAxLg745x8WJHZzWJDIYDAYDIZzsighHDNiAqHW6fHloSzkVTaA44BxUR1r4DI2yhfbH5+E489Px+aHxmPFzcOFnrMKqRjf3jcWH94Zh1F87+XrhgezINHJ2b9/P+bNm4eQkBBwHIdff/1VuE2j0eCZZ57BsGHD4ObmhpCQECxatAj5+cZenllZWeA4zurfTz/9JOxXUVGBhQsXQqlUQqlUYuHChaisrLR7vEzn1h3p2xeYPRtISwN27gS8bW/OzmAwGAwGg8GwHY7j8MmCkdh+rgBncitxsaAa4/v5wctV1qXjkopFuD42BNfHhqC4urHLx8Nonbq6OsTGxmLx4sW45ZZbzG6rr6/HqVOn8OKLLyI2NhYVFRV44okncP311+PEiRMAgLCwMBQUFJjdb82aNXjnnXcwe/ZsYduCBQuQm5uLHTt2AADuv/9+LFy4EL///rtd42XSUztwqvSyVgs0NAAerFE0g8FgMBgMBoPR2bQnNuA4Dlu2bMGNN97Y7D7Hjx/HmDFjcPXqVfTt29fqPnFxcRg5ciTWrVsHALh48SJiYmKQlJSEsWPHAgCSkpKQkJCA1NRUDBpkexs2Jj3trkgkLEhkMBgMBoPBYDC6mJqaGlRXVwt/KpXKIcetqqoCx3Hw8vKyevvJkyeRnJyM++67T9h25MgRKJVKIUgEgHHjxkGpVOLw4cN2PT4LFBkMBoPBYDAYDAajjcTExAj1gEqlEitWrGj3MRsbG/Hss89iwYIF8PS03t5k3bp1iI6Oxvjx44VthYWFCAho2rIkICAAhYWFdo2B1SgyGAwGg8FgMBgMRhtJSUlBaGio8L9cLm/X8TQaDe644w7o9XqsXr3a6j4NDQ347rvv8OKLLza5jeOamiQaDAar21ui12UUV69ejcjISCgUCsTHx+PAgQNdPSQGg8FgMBgMBoPRTfHw8ICnp6fw155AUaPRYP78+cjMzMTu3bubzSb+/PPPqK+vx6JFi8y2BwUFoaioqMn+JSUlCAwMtGssvSpQ3LRpE5544gk8//zzOH36NCZNmoTZs2cjOzu7q4fGYDAYDAaDwWAwejE0SExPT8eePXvg6+vb7L7r1q3D9ddfD3+LFnkJCQmoqqrCsWPHhG1Hjx5FVVWVmUTVFnpVoLhy5Urcd999WLJkCaKjo7Fq1SqEhYXh008/7eqhMRgMBoPBYDAYjB5MbW0tkpOTkZycDADIzMxEcnIysrOzodVqceutt+LEiRPYuHEjdDodCgsLUVhYCLVabXacy5cvY//+/ViyZEmTx4iOjsasWbOwdOlSJCUlISkpCUuXLsXcuXPtcjwFelGgqFarcfLkSSQmJpptT0xMbNYBSKVSmTkY1dTUdMZQGQwGg8FgMBgMRg/jxIkTiIuLQ1xcHABg2bJliIuLw0svvYTc3Fz89ttvyM3NxYgRIxAcHCz8WcYq69evR2hoaJO4hrJx40YMGzYMiYmJSExMxPDhw/Htt9/aPd5eY2ZTWloKnU7XRJsbGBjYrAPQihUr8OqrrzbZfurUqSbNLhkMBoPBYDAYDEbvgcYDlhm/5hCJRJg7dy5OnjyJgoKCJn0UX375Zfzwww/IycmBTCZDfHw83nzzTbNWFw888AD27NmD0tJSBAYGYvz48Xj77bcxePBgYR+O44Q/+n9b6DWBIsXyhWrJAWj58uVYtmyZ8P/GjRvx8MMP44YbbujQMTIYDAaDwWAwGIzuwf79+xEVFdXqfnV1dYiNjcXixYtxyy23NLl94MCB+PjjjxEVFYWGhga8//77SExMxOXLl4VaxPj4eNx1113o27cvysvL8corryAxMRGZmZkQi8UAgAULFiA3Nxc7duwAANx///1YuHAhfv/9d7ueF2cwGAx23aObolar4erqip9++gk33XSTsP3xxx9HcnIy9u3b1+oxMjMzERUVhb/++gvBwcEdOVwGg8FgMBgMBoPhxBQUFGDatGnIyMhAZGSkXfflOK5JRtGS6upqKJVK7NmzB9OmTbO6z9mzZxEbG4vLly+jX79+uHjxImJiYpCUlCRkIpOSkpCQkIDU1FS76hR7TUaRpm93795tFiju3r3b5gyhVCoFQKL9Pn36dMg4GQwGg8FgMBgMhvPj4eEBAGhsbER1dbWwXS6Xt7uXolqtxpo1a6BUKhEbG2t1n7q6Onz55ZeIjIxEWFgYAODIkSNQKpVmctVx48ZBqVTi8OHDdgWKvcbMBiAFo1988QXWr1+Pixcv4sknn0R2djYefPDBrh4ag8FgMBgMBoPB6IbExMRAqVQKfytWrGjzsbZt2wZ3d3coFAq8//772L17N/z8/Mz2Wb16Ndzd3eHu7o4dO3Zg9+7dkMlkAIDCwkIEBAQ0OW5AQECzvizN0WsyigBw++23o6ysDK+99hoKCgowdOhQbN++HeHh4V09NAaDwWAwGAwGg9ENSUlJQWhoqPB/e7KJU6dORXJyMkpLS7F27VrMnz8fR48eNQv+7rrrLsyYMQMFBQV49913MX/+fBw6dAgKhQKAdfOalnxZmqNXZRQB4OGHH0ZWVhZUKhVOnjyJa665pquHxGAwGAwGg8FgMLopHh4e8PT0FP7aEyi6ubmhf//+GDduHNatWweJRIJ169aZ7aNUKjFgwABcc801+Pnnn5GamootW7YAAIKCglBUVNTkuCUlJU26P7RGrwsUGQwGg8FgMBgMBqM7YDAYoFKpbN4nISEBVVVVOHbsmHD70aNHUVVVhfHjx9v12L1KespgMBgMBoPBYDAYXUFtbS0uX74s/J+ZmYnk5GT4+PjA19cXb775Jq6//noEBwejrKwMq1evRm5uLm677TYAQEZGBjZt2oTExET4+/sjLy8Pb7/9NlxcXDBnzhwAQHR0NGbNmoWlS5fi888/B0DaY8ydO9cuIxuAZRQZDAaDwWAwGAwGo8M5ceIE4uLiEBcXB4AYbcbFxeGll16CWCxGamoqbrnlFgwcOBBz585FSUkJDhw4gCFDhgAAFAoFDhw4gDlz5qB///6YP38+3NzccPjwYbMaxo0bN2LYsGFITExEYmIihg8fjm+//dbu8faaPoqOIDc3F2FhYcjJyWHtMRgMBqON6PUGXC6pRX9/d4hE9hXWMxgMCy5dAiIjAb6FF4PB6Dx6emzAMooMBoPB6FQ2HL2KxPf34+sjWV09FAaje7N9OzBoEPDUU109EgaD0QNhgSKDwWAwOpWzuVUAgKtl9V08Egajm/P33+RywwZAq+3asTAYjB4HCxQZDAaD0akUVTcCAHR6VvnAYLSL1FRyWVYGHDnStWNhMNrL4cPA1atdPQqGCSxQZDAYDEanUlBFAkWtXt/FI2Ewujk0UASA337runEwGO3l8GFgwgRgxgyA2ac4DSxQZDAYDEanUsQHihodmwwwGG2msRHIzDT+zwJFRnfmww/JZXo6kJTUtWNhCLBAkcFgMBidRq1KixoVqaXS6lhGkcFoM+npgF4PuLsTx9NLl4C0tK4eFYNhPwUFwObNxv83beq6sTDMYIEig8FgMDqNQj6bCAAaVqPIYLSdixfJ5dChwNSp5DrLKjK6I2vXEjMmpZL8/9NPZBGE0eWwQJHBYDAYnYZpoMgyigxGO6D1idHRwPXXk+vffQd89BHw0ktAXl7L96+rIwY4rB6M0ZVoNMDnn5PrH3xAgsX8fODgwa4dFwOAEweKq1evRmRkJBQKBeLj43HgwIFm9y0oKMCCBQswaNAgiEQiPPHEE1b327x5M2JiYiCXyxETE4MtW7Z00OgZDAaDYY2CqgbhupbVKDIYtpOVBQQEAC++SP6ngeLgwcC8eeR6cjLw2GPA668DTz/d/LEKCoCxY4Hx44EffujIUTMYLbN1KwkMAwKAO+8EbrqJbGefS6fAKQPFTZs24YknnsDzzz+P06dPY9KkSZg9ezays7Ot7q9SqeDv74/nn38esbGxVvc5cuQIbr/9dixcuBBnzpzBwoULMX/+fBw9erQjnwqDwWAwTKCtMQBAy6SnDIbt7NwJlJQA778PNDQYpafR0UDfvsDjjwPDhgGJiWT71q1AvZVepVlZwKRJwIUL5P8vvuiU4TMYVqGfv6VLAZkMuOMO8v/PP7PeoE6AUwaKK1euxH333YclS5YgOjoaq1atQlhYGD799FOr+0dEROCDDz7AokWLoKT6ZgtWrVqFGTNmYPny5Rg8eDCWL1+OadOmYdWqVR34TBgMBoNhSoGp9JTVoDAYtkMdTuvqgD/+MBrXDB5MLletAs6eBXbsACIijPuZUlUFTJ4MXLkChIWRbf/807pMlcHoCEpLgT17yPV//YtcXnst4OtLFkX27u2yoTEIThcoqtVqnDx5Eol0RYwnMTERhw8fbvNxjxw50uSYM2fObPGYKpUK1dXVwl9NTU2bH5/BYDAY5hlF1h6DwbCDrCzj9XffJVlFmQyIjDTfj+OA+fPJdUv3yE8/BbKzSSB55AgwcSKpUfz++44cOYNBqK0Ffv+d1CUCxOlUpwNGjgQGDCDbpFLgllvIdeZ+2uU4XaBYWloKnU6HwMBAs+2BgYEoLCxs83ELCwvtPuaKFSugVCqFv5iYmDY/PoPBYNhKWa3KzPSlJ1HAzGwYjLZh2jORls0MGABIJE33pfK9P/4A6CJ3fT2wciW5/tprQGgocPfd5P8NGzpmzAyGKe+8Q4yXHnmE/E8DwdtvN9+Pfn43bwbU6s4bH6MJThcoUjiOM/vfYDA02dbRx1y+fDmqqqqEv5SUlHY9PoPhDDSodV09BEYLGAwGXP/xIcx4f1+PfK9YjSKD0UZooCiXG7dFR1vfd8QIEkQ2NhpbZqxfT+R8ERHGifhtt5EMzpkzwLlzwN9/A99+y1oTMDqGM2fI5dq15HNJpaU0A0655hogKAioqDBKUxldgtMFin5+fhCLxU0yfcXFxU0ygvYQFBRk9zHlcjk8PT2FPw8PjzY/PoPhDPx6Og8xL+/Azydzu3oojGZo0OiQV9mAmkYtCqt7VlZRpdWhtNa4Osykp4w2s2EDMGYMaTrfG6itJUEeACxaZNxO6xMt4ThjMPjll8Tl9J13yP9PP02CQwDw8QHmzCHXx48Hpk0jx1+zxvHPgcG4epVcGgwkODQYgHHjyOKFKWIxcOut5DqTn3YpThcoymQyxMfHY/fu3Wbbd+/ejfHjx7f5uAkJCU2OuWvXrnYdk8HobpzKroDBAKzacwk6ls1pE/sulWDCf//GgfSSDjl+dYPR5a28rmdJboqrVWb/M+kpo00YDKRFxPHjwCuvdPVoOgc6wfbyAu6/37i9uYwiYJTz/fUXEBIC5OQAgYHA4sXm+1H5aW0tmaADwBtvkGwkg+FI6OdYLAZU/O+BpeyUQrdv2cI+i12I0wWKALBs2TJ88cUXWL9+PS5evIgnn3wS2dnZePDBBwEQSegi0xU1AMnJyUhOTkZtbS1KSkqQnJxsJhV9/PHHsWvXLrz99ttITU3F22+/jT179jTbc5HB6Ik0aoiUMbeiAXsuFnXxaLonO84XIK+yAXvTOihQbNQI1yvre1agaJkhZYsVjDaRnGw0dvnxRxIAAcCBA8Crr7bJUn//pRIcvlzqsCE6HCo7jYwE4uOBIUPIZHv06ObvM2QI6adoGkw+9xygUJjvd/PNJNu4ejXJPPbpQ1xQ165tdVganR5HrpQJvy0MRrNUVwOVleT666+TS44j8mdrjB9PPos1NcTJl9ElWKmA7npuv/12lJWV4bXXXkNBQQGGDh2K7du3Izw8HABQUFDQpKdiXFyccP3kyZP47rvvEB4ejiz+x2T8+PH44Ycf8MILL+DFF19Ev379sGnTJowdO7bTnheD0dWotMYMzpeHMjFzSFAXjqZ7Qk1mOmpiVN1gDBQr6jUt7Nn1aHR6SESczfXj9LWTSURQa/XQsDoohq0YDGRSCRCDC4pWC3z8MbHWnzWLGLYMGAAsWGDzoRvUOiz5+gTEIg5nX0mEVOyEa+imgSLHAbt3A0VFRqfI5njhBfJXXg7k5pI+i5aIRMBTTxn/f/554KGHgLfeApYsAVxcmj38hqSrePX3FDw+bQCenDGwDU+M0Wug2URfX/J5KyoiLVpCQ63vLxIReerKlWQBqG9f4o7K6FSc8GxIePjhh5GVlQWVSoWTJ0/immuuEW776quvsNeit4rBYGjyl2VqJQ3g1ltvRWpqKtRqNS5evIibb765E54Jg+E8mAY3SRnluFhQ3YWj6Z5Q186GDgoUaxqN2ZAKJ5aeFlY1Iv713Xjh1/N23QcA+niRiaeW1SgybGHjRjK5/PVX8j8NFGkN3po1JCtBm8vv2mXX4asbNVDr9GjQ6Jw3M2YaKAJAcDAxrLEVHx9g+HBjsN0S994LhIcDhYWknUYLnLxaAQC4kF9l+1h6Oq+8Qmruzp3r6pE4F3ROHh5OnHpXrQL+85+W77N0KeDqSlQE8fFkASgjo4MHyjDFaQNFBoPheGhGUSElX/2vDmV14Wi6J1Q+qdJ0TDbMVHpa4cTS0xNXy1HdqMXRzHKb70OD7D4+rgCYmQ3DRn75hbgf3ncfcUlMTSVmLKtXk4xaZSWQkmJ0A929m2QgbaTexF24sYO+1zZRWAjccw/Qrx9w6JD5bXSSbdkzsSOQyUgWEgDee6/F9gSXikjrjatl9R0/ru5AfT3pcXn1Kgm42yCD7rHQjCKvDrSJwYOB8+eBu+4i/3//Pdn2+ONGcydGh8ICRQajF0FXy28fFQYA2HomjxmK2EGjRodKXg7a26Wn+ZUNAIiTqa3Q1hh9vPmMIpOeMmyBTjDLy0kPNgCYMQPw9gaoz4BIBGzdSoLF/HwSTNpIvdo4mbfn8+xQ1q4FBg0Cvv6aZExuuw0oLjbeTjOKlu6QHcWiRaQ9QX4+8NNPVndRa/XIKKkDAGSX10PPao5JM/k68prgxAngww+7djzORFsCRYAsjmzYAJw6BSQmAhoNeV0nTmRtXDoBFigyGL0ImlFM6OcHuUSERo0eORUNXTyq7kOhSbP4xg6aUFZ3E+lpfqX9mdWCKvJZC/MmGUUmPWXYBJ1gAsbm8bfcQi7vu49kFzZsAGbOBCZNItstXM5bwnTRp0syiqmpxMm0upqY0wweTExl7roL0PFjs5SedjQyGfDvf5Pr779vNUObVVYn9EJVafUoqVU12afX8d135HLoUHL5wgtMKklpa6BIiYsDdu4k3+34eCJbFbEwpqNhrzCD0YugkyAXmRhR/u4AgCvFtV05pG5FgWmg2FHS04buIT2lQZ+pQVJrFPHtMWhGUcOy2YzWqKsDSnk30kcfJZdiMXDDDeS6XE5qne68k/w/Ywa5tCNQNJWedklGcedOcjl5MpCURGowXV1Jo/E33ySy2yq+BrCzMooA8OCDxCH15Eng4MEmN1PZKaXXy08rKoA//yTXf/gBmDoVaGggfSsZ7Q8UKdOnA8eOkUUiRofDAkUGoxeh4lfOFRIR+geQQPFyCQsUbaWw2ph97TDpqVl7DGeWnvIZRTsm1sU15D4h1MyGSdUYrUEdzj09gf/9D3j4YeKC6Otrff/p08nl3r1EomYDXV6j+Ndf5HLOHJIhiYkBPvuMbHvrLWO9YmAgCSA7Cz8/YOFCcv3995vcfKnI/LfjalldZ4zKedm8mXzmhg8nrUnefZds376d9QEEjIGiIxY7RCJjz09Gh8ICRQajF0GzP3KpGP383QCwjKI9FFYZpVUd5XpqKj0t7yYZRYMNxiE6vUEwr1G6SIRtttyX0YsxzULI5cAnnwCPPdb8/iNGkACntpZk52zAdNHHbOGjuJjIQTsSrRbYt49cnzbNuP3uu4EJE0hTclqH2ZnZRAp97C1biHHQwoWClPJSIckoSsXESTW7vJdnFL//nlzS1ixxcaT1Q0OD8T3urTQ0kHYYQPszioxOhQWKDEYvgk6IFFKWUWwLhVXGjGKHuZ42mGYU1U4ZSDVqdCitJUGswWCbe6mpzNRFZmzhy7KKjBaxV64mEhkDrl9+scn91Ex6Sr/XV6+SwGj8eGOdYEdw4gQJRr29zdtdcBzpHQcAV66Qy86qTzQlJob0UgSAy5dJLejNNwMGAy4Vk0BxXBTJ7vbqQDE/H/jnH3Kdtm3hOGD2bHJ9+/auGZezQJUB7u7ks87oNrBAkcHoRQgZRYkY/fgaxcvFtU4ZjDgj5jWKHZ9R1OgMqFN3kQtjC5ia+gC2yU9NA0VXqVEyxAxtGC1CJ5h9+9p+n5kzyeWqVUB0NPDlly3ubrVG8cMPSQB34YKx7qwjoLLTqVObSumuvRYw6SHdJYEiQBxZy8rI6+DuDpw5A/UvvyKrlEhNp0cHAujlNYqbNpFFiQkTzBc1aKDYkZ+h7oDpgo8tvTx7MPv378e8efMQEhICjuPwK+0Py/PKK69g8ODBcHNzg7e3N6ZPn46jR48Kt5eXl+PRRx/FoEGD4Orqir59++Kxxx5DFa1j5qmoqMDChQuhVCqhVCqxcOFCVFZW2j1eFigyGL0I04xipJ8bRBxp8M7c6myDtncAOi5QrGkwr6tyRudT2hqDYouhjWnW0UVmnBBrmL05oyXaYoCxaBGRTLq7A2lppJ+dFTMWShPX0+pqEhxRVq+2c9B2sGcPuaS1laaYZhWBrgsUAcDHB5g1SzAU0r36KvR6A5QuUsSHkwxRr84oUtkpNVWiTJ9Omsunp5OMrDXKy8n92zCJd2r0evK902gcZ2TTA6irq0NsbCw+/vhjq7cPHDgQH3/8Mc6dO4eDBw8iIiICiYmJKOH7Rubn5yM/Px/vvvsuzp07h6+++go7duzAfRbmPgsWLEBycjJ27NiBHTt2IDk5GQtpzbEdsECRweglaHV6QeankIihkIoRxjc+v8zqFG3CLKNoh9unPZia2QDO6Xya3ySj2PprQft1ijhAJhaZbGcZRUYLtGWCKRYT85X8fGPfxWZ6AQJW+iiuX0/acPTpQzbu2NExLQ7q64HDh8l10/pEU6ZMAebOJZLaCRMcPwZ7WbYMcHODy7kzuPbKcQwK9EC4L/kdKa9To6bReQ24Ooz0dOD4cfK5u+0289s8PUm/P6BpVrGhAXj7bSAqitQ1TptmbP/iCCoryYIJzVp3Nu+8Q9rVLF3KAkUTZs+ejTfeeAM333yz1dsXLFiA6dOnIyoqCkOGDMHKlStRXV2Ns2fPAgCGDh2KzZs3Y968eejXrx+uvfZavPnmm/j999+h1ZJz2cWLF7Fjxw588cUXSEhIQEJCAtauXYtt27YhLS3NrvGyQJHB6CWYTublUvLVp/LTKyW93K3OBjQ68z5hxJzF8cFidQM50StdpACACid0Pi2wzCjakF1V86+VVCyCSMRBxKuPtKxFBqMl2jPB9PAw1tf98ouxObfBYNao20x62qgBPviA/PPCC0TGajAAn3/eltG3zKFDgFpNAtIBA5rfb/NmIC+P1At2NX5+Qn/FJw59h2gvCTwUUvi4SnHt5WMo+60XSix/+IFczpgBBAQ0vd2a/LS6Ghg7Fnj2WdL6hONIQ/lbbiGfCUewZg35LM+YAbz8csfW2lpSV2d0ff36a/IZBnp0oFhTU4Pq6mrhT6Vqv1JLrVZjzZo1UCqViI2NbXa/qqoqeHp6QiIh9f9HjhyBUqnE2LFjhX3GjRsHpVKJw3RxykZYoMhg9BLMAkUJkf5RQxvmfNo6JTUqGAwQAhzA8fLTRo1OCKjoKr1TSk+r2i49lfLZRAnfKFnDzGx6NnV1QFZW2+6r0ZAACWj7BHPGDCJBzc0lWR+1Ghg3jmRx+GObfo+D9+4g4/XxIQ6fDz1Ebli/3vEtDmimZ9q0luu2ZDIgKMixj90e/u//0Ch3wfDCy1j2zO3Azz/jq43PYf3m1xC2cD55z3sLBgOwcSO5bik7pdBA8Z9/SK9FvZ58ts6dI4HlN98AR44Abm6k/+fttxs/9xUVpF72lVeIHPrgQZsMmgAYZc0GA/Daa8CNN5otkHQotK6VkppKLntwoBgTEyPUAyqVSqxYsaLNx9q2bRvc3d2hUCjw/vvvY/fu3fDz87O6b1lZGV5//XU88MADwrbCwkIEWFm0CAgIQGFhoV1jYYEig9FLoJMhqZiDmI92hBYZzPm0VajsNFjpImxzdIsMKjsVcUAo32vQKaWnlW2XnlIrfQl/qWPS057NokVA//4kW0IpKiLuma++SrJT589bv29eHpnYymSkh2BbUCiIdBMgWY0PPyTNuq9eJS0odDqzjOKQTevJlYceIj0Lr7uOZPxKS42ZI0dBWyZMnerY43Y0/v5YvvA1FLr7QJmdCdx2G4ZfOgkAEKtVxqCgN5CcTOpgFQoSiFlj6FDS2qSxkfRXXLgQ+O030u5l2zby/9ixwM8/k3rGX38F+vUDbroJCAsDHn+cfFfuv59IOR9/vPVgUaUy1uW+9JLxsY4fd9xzbw61GnjvPXJ9xQqy6ELpwYFiSkoKqqqqhL/ly5e3+VhTp05FcnIyDh8+jFmzZmH+/PkoLi5usl91dTWuu+46xMTE4OWXXza7jbOy+GQwGKxubwkWKDIYvQQ6mVdIjEYiQosMllFslUIhUFRAwUt3Hd0ig8pOPRRS+LjJADin9LSJmY2d0lMAkPCLFczMpgdTWwv8/juRvG3ZYtw+YwaZHL/yCjGKefxx421HjwIjR5LsC5WdhoWRGr22QmuBvv+eZFYAcry9e4E33xQCxdj8NIRcOAVIpYK8EhIJ8Mgj5Po77zguI1NXR1pjAMDkyY45ZidhMBjwm38MEu9bjfr5JIuWMfoaXPSPIDtcvNh1g+tsqInN3LmkHtEaHEdcUQcMAAoKgO++I9s/+wwYPdq436xZ5DNJ+2f++iv5nAwfTur8aGbyo4/Id6cljhwhNZBBQWRfapZk4p7ZYWzYQDL4wcHAk08C//2v8bYeHCh6eHjA09NT+JPL5W0+lpubG/r3749x48Zh3bp1kEgkWLdundk+NTU1mDVrFtzd3bFlyxZIpVLhtqCgIBTRvpUmlJSUINDORTcWKDIYvQSaUaT1iYCxRrGgqhG1Kq3V+zEIhbzjaZBSAQXf3sHR0lOaUfR0kcDblQSKlU6YUaTZVbmED5htyiiaS0/pJTOz6cEcOEDkowDw99/kMj2dSO4kEhIsAiSzVlpKrr/6KnD6NKndcpQBxuzZJOOTm0vMQsaMAb76Sni8qLNk8nzfia1k2513kkku5aGHAKWSBEBbt7ZvLJQjRwCtlrT9iIhwzDE7iUaNHjq9AdUKd+i/+QaorsbJ1RtwOmQw2aE3ZRT/+INczp/f8n5jxgBnz5K6Vw8PYPly4J57mu43YQL53uzcCTzzDJGiJieTesPt2wHqlPnaayRgbA4qa772WhKo0lq1pCR7np3tVFcDjz1GeoHefz/ZtmwZyWTedx/Z9u9/m3+vGDZjMBjMah6rq6uRmJgImUyG3377DQqFwmz/hIQEVFVV4dixY8K2o0ePoqqqCuPHj7frsVmgyGD0EoRA0SSj6OUqg587CUgymPy0RQr5urwgT4WQlW10eEaRDxQVUnjzGcVyJ6tRrG7UCIsKEb5EumxbjaJ16WlHGAIxnARaIwUQuWdtrdHQY9IkUps1YgTJOP7+O1BSAuzaZdz/99/J9fYGiu7uJFtD+egjEqTecw+g1+PxT57GzEuHMSeVl+o9+aT5/T09jVnFt96yvUasJajs1LRPYjehRkXOUxzH90T18EBfH1dc9g0jO/SWjGJODpCSQrLT06dj14XCltU5CgXw+uvEvOatt5rfj+OAxESSiZs+3bx+9d//Bt58k1x//nmSNbSGaf0rQOpygY4LFDdsIN+rM2fI93nCBIDWzIlExAzq4497fQ9FAKitrUVycjKSk5MBAJmZmUhOTkZ2djbq6urw3HPPISkpCVevXsWpU6ewZMkS5Obm4jbeUbempgaJiYmoq6vDunXrUF1djcLCQhQWFkLHGxZFR0dj1qxZWLp0KZKSkpCUlISlS5di7ty5GDRokF3jZYEig9FLoJN504wiAET5t11+Wt2oQV5lMz9UPQyaRQsykZ422tBo3h6qG6n0VAJvVyIjqXQy6SmVnXq5SuHFj1Flw+tApacSCzMbLTOz6bns3m28rtWSmikaKM6ZQy6pLPSXX4AffzR3Zvz5Z3LpCLkazXI88gjJ7gBE9jp1Klwb6/H5lrcgMehxecgoErxa8vjjgIsLkYuaBsDNUVpKAoLmgsr9+8llN5OdAqT3LgC4yyUQ8RLycF83XPYl7UQMvSVQpJ/vMWNwWSPB/d+exBObTrd+v/YGS88+S+TYNTUky2hJdTVZaAGMgeKYMeRxMzMBK7Vu7ebMGXK5aBHJ3B88SDKnjCacOHECcXFxiIuLAwAsW7YMcXFxeOmllyAWi5GamopbbrkFAwcOxNy5c1FSUoIDBw5gyJAhAICTJ0/i6NGjOHfuHPr374/g4GDhLycnR3icjRs3YtiwYUhMTERiYiKGDx+Ob7/91u7xskCRwegl0IyiaY0iAIQoiWShrNb+zNXCL45i6v/24uTVivYP0Mkpqjaa2XSU9JT2IPNUSAXpqbOZ2RRUGl8HOf862FKr2VR6yvHbWUaxR1JYSCSmgLGX4bZtpPYQMNZb0UBx1y5jk3saRFIcESjOnk1MdD780LjNxQXYuhUpfaOFTX/Nusv6/f39jcGmac2VJfn5wF13kf29vMhk+eabSc9ESmOjsVasG2YUa+mCllwibPNyleKyH59RTE83So7bil5PPi+O7CvoaGj2OzERJTXkPF1S0/6WCK0iEgF33EGu0xpJU/bvJwsu/foZvztKJTCYlwZ3RJ0i/a7Png2Ehjr++D2IKVOmwGAwNPn76quvoFAo8MsvvyAvLw8qlQr5+fnYunUrRpvUsjZ3f4PBgAgTGbuPjw82bNggtOvYsGEDvLy87B4vCxQZjF5CcxlFmYS2KbB/wp5eXAu1To8nNyX3+BpHY0ZRLgRIDWoHZxR5MxtPF6P01NnaY9AMcqiXwq4aRSoxlfEBInXe1bAaxZ4JrUmMizPWb33xBTHpCAsz9gSMiQEGDiROiWfOkEnwmjXmdXuOMsAICGiazfHwwOML38Ch8OHY3X8sTg5toX5n2TIyvr//Bi5danr7jz+SyTg1KwGIGcmWLaQ2jXLsGHkdgoJa7p/opNBzvbvCGCjKxCIUePihTqoAp9UCV66070E2bwbmzSON6DsavZ648trTv1CnM2YUZ84UVBW2nAsdAm3F8ccfJINoCh0XzSZSqPzU0YGiwWB0Lh42zLHHZnQ5LFBkMHoJzWUUaYZHbecPnMFgENpDZJfX45XfLjhglM6JwWAQMoqBngq4CNJTB9commUUiazT2VxPC/hazWCli0mg2HrATANCiYWZjY5JT3smdLI6Y4ax/QM1Y5gzxxiwcZwxqwgQ843QUGKAQenbt0OHWiRxw113vIWlt7yIxpa+0n37GrOdNPtJ0WpJTVZNDTEOOXGC1GRu2kRuX7XK2K7AtD6xG9Zs1TQa3ZkpIhEHiUSMDB8+m0Tlp0lJbatZTEkhl9u2Nd8+xRYMhqbyX63WuC0vD5g5E4iPB267zfb601OngPJyUr86ZowQIDraCbtZRowABg0i2emtW4nM+T//Idto1ry5QNHRdYrZ2eRzL5WSRR9Gj4IFigxGL0Foj2GRUaQTdntNRRo1erPf1J9P5mLXBfsauXYXVFq9EOh4ucraLT3NLK1Dwoq/8MWBDLPtgpmNiwRevPS0QaNzuMS1PVDpaYiXi2CM1C4zG9Yeo+dhMBjr+KZPB0JCjLI3wCg7pZgGinfx0s/Fi4n5h7c3yUB2IKb9UFv9ri1dSi6/+soY+AIkS1hZScZ78CAJPNzcSDZ18WLymixeTIIe+tp0w/pEwCiRdzeRngIkq2hmaJOWBkycSIIaC2v/VjFtCr5yZdsGWlREPju+vsTMaPFiIDaWOHEGBBDDmGHDjO/Hb7/Z7mpLZafTpgESiXAObNTqYHCE2VFrcJxRfvrxx2RxYuVKkukWi8kCzXXXmd+HOp8eO2ZeC9xeqOx08GASLDJ6FE4bKK5evRqRkZFQKBSIj4/HgQMHWtx/3759iI+Ph0KhQFRUFD777DOz2zUaDV577TX069cPCoUCsbGx2LFjR0c+BQbDqVBZcT0FTKSndkoA69VGqenCcUQatqOHBoqmDbldpGIhK2tL/0BrHM8qR0FVI/44V2C2vdpkpd5TIRHkmc5Sp6jTG3A0sxwAEOHrKsiYbVlF1zTpo8jaY/RYzpwhhhZyOQkUAGNWUSolWUNTRo0i2Y7ISGPQGBpKMh/79wMyWYcNVaPTm537Wl30mDOHBL6lpeZBBQ0cpk8nrT9MWbmSPJ/Ll0lg0o2NbADr0lMAkEvFxkAxNZVIjXU6IulcsoQE2Rs2EFmplR5vZpgGihs2kP6D9rJ5M8kYVlSQdhNffUVaVOj15P3bvZvcFh9PgkiAmBbV1bV+bJP6RMD4W2AwdKKcnspPjx0jQXmfPsBPPwFlZWR8bm7m+w8ZQrbV1BhbmNTVEUl1377WjXEA8nq1FPzSjO/Qoe17PgynxCkDxU2bNuGJJ57A888/j9OnT2PSpEmYPXs2srOzre6fmZmJOXPmYNKkSTh9+jSee+45PPbYY9i8ebOwzwsvvIDPP/8cH330EVJSUvDggw/ipptuwunTNjhUMRg9gOYziiQYsVd6SoMnuUSEQUHE3YyaHPQ06viJkVwigljEGV1P2ygzolmLQr7ukWJsjyEBx3FG+Wld2+SnegfLOvddKkZeZQOULlJMHRxgl/SUmdn0EvR60k8NIE3IXVzI9RtuIJezZzd1Q+Q44NAhYoJi2rQ8NrbDJ58NFos9rS7+SCTAvfeS62vWGLfTwGHmzKb38fICvv0W6N8f8PEhge/06UB0dNN9uwH0PO+paCGjePYsaX8CGN/7L74gbUluvZW8Ti0FHzRQVCiIMU5LPQObgwY+//43cbh9+WXirpuZSYKrzz4DvvwSOHyYZOXCw4mMkrafsOSvv8jn0c/PGOzz77fpAoMt50OHMGgQWWQByILMiRPktVUqre8vkRj3f+cd4P33yfN5/33S6uPee0ngbMrevSQre/vtzb9fNKPI6hN7JE4ZKK5cuRL33XcflixZgujoaKxatQphYWH49NNPre7/2WefoW/fvli1ahWio6OxZMkS3HvvvXj33XeFfb799ls899xzmDNnDqKiovDQQw9h5syZeO+99zrraTEYXYq1PopA26WndILlKhMLEqR6B5u7OAv0ubrxz7O90lN6v+IalVmgJLieupAAkcpPK9uQUXz19wsY89ZfKK5ubH1nG9mQRBbrbo3vA4VUbJf0VG0pPRVREyWWUexRrFtHGoa7uQGmv68zZ5Jg8Msvrd9PJCKSuU7G0pDKJjOS++4jwe1ffxGpX0WF0SCEzzA1YepUEgiXlRHJ6u7d5Dl3Q2poRtFSeioxCRTPnCFtGIKDSZuT7duBm24ikkiZjNxOWypYg2YQaU/LTz+1LdNHaWw0Girdfz/w0EPAK6+QMUREAKNHk5rSe+4h43F1BT74gOz/7rsk6DLFYCA1gBcukPcQIJnxyEgA5p8bR/fXbZHvvyeZ0r/+AgIDW9+fNlv/5huSSczKIgFyVBTJ8j77rHHfLVuIZDc/n2QqN2ywfkyWUezRON1ZSq1W4+TJk0i0ONkmJibi8OHDVu9z5MiRJvvPnDkTJ06cgIa3aFapVFAoFGb7uLi44CAtLreCSqUSbGWrq6tR48w2zQxGKzi6RpEGha4yCVxlZIJXp+7ZGUUXPkCkgaJlNsJW6ERCpzeg1KQtSbWwUk8CRR8+UCy3M1A0GAz49XQeSmtVuJBf3fodbCCnvB7/pJH+W3eNJeYi9mUULfoosoxiz6OwEHj6aXL99debupWOH08yak6E5eKWTYs/ERHG+q+nnyYBiV5PMoQdXE/pDBj7KJrXo8klIlz1DobeVHp7zz0kkzV7Nsnm7dpF3EwBc3dYUwwGY0Zx6VISxFRWkhpCW9m3jzSjDw21PdN1/fXALbeQDOZtt5ln1w4cIIEt7aVZUGDWT9P0HNhpGUWAZKn/9S/b5dmPP04y/nfdRWTeL75IAj26gLNmDQmYly4l2UmVyuhA/H//R16Tujrg66+Js61GYzQrYhnFHonTBYqlpaXQ6XQItFgZCQwMRGGh9fqnwsJCq/trtVqUlpYCIIHjypUrkZ6eDr1ej927d2Pr1q0oaEH3vmLFCiiVSuEvhtp5MxjdECGjKLWoURQCxbbVKLrIxEKmra6HtshoUBuzp4CxxUh7paeA0UUUMDezASA0tLfX+bSkRiXcx1FGON8dy4bBAEzs74cof3cAsLNGkXy+ZBaup6xGsQfx+utkQh8fDzz6aFePxibalFEEgLffJgHQ1q0kUwU0n03sYdAaRQ9L6alEBK1Ygoa+kcaNVKZrCm158f33JMC2pKrKaBQUHGy+v638+Se5nD3bdmdZjiPy2KgokmmjJkSAMdu4aBH5fAcFmR3X9BzYaS0y2kJgIHkutFb0tdcAd3fiwEudhp94grwOej2pLU1JIYsgxcVEgjp4MFkAmDoVOH2aBIvu7o5rY8NwKpwuUKRwFl9sg8HQZFtr+5tu/+CDDzBgwAAMHjwYMpkMjzzyCBYvXgxxC1KX5cuXo6qqSvhLoXbNDEY3RMgoSpqpUbRXemoSPBkDxZ4pPRWyp/zzpJnFxjauHJsGmAUmdYqm7TEAwJtKT+3spZhaaFQ/tDXraYpaq8ePx3MAAHePM04G7HI95SeEEpFFH0XmetpzoJmFxx9vaujipDRoSNDDfxxtX1iJiTEGw1R6Z60+sQciuJ5aCRQBoDayP9kwdSrJeFkyZw6pRc3NNbYMMYUmBby8SI0iNW3ZsYO0pLAFWp9I25nYipcXkVnKZGQR4LHHiGT411/J7c0sgJj+fjqTS7VdvPMOyQpGRJC6zt27SYbRxYXUeAJkW24uuZ6TYzQBGjq0W7Z6YbSO0wWKfn5+EIvFTbKHxcXFTbKGlKCgIKv7SyQS+Pr6AgD8/f3x66+/oq6uDlevXkVqairc3d0RGRlp7ZAAALlcDk9PT+HPw7IAn8HoRjSXUZRS19M2mtm4SMVw4zNt9T1Veso/L1cL6WmbaxS1phlFEiiqtDohgKSBIs0oVjXYl1FMMwkUHVEvc6WkFmV1angoJJgeHSBst6uPopY3s5GYm9mwPoo9iMpKcsn/7nYH6HmM1gM3auxob/Dyy8a6MJmMZGV6AdTMxsOiRpGeD7Ln3Ewkny+9ZP0ACgWReALW5ad0PhcURC5jYoixkUZDsmCtcfkyCe4kkqa9BG1h5EhibgOQy/h4kl2bPp04h1qh22QUW8LHh5gQZWaS5z19ujH4mzKF1It6eZEs5M8/k+00gcJkpz0WpwsUZTIZ4uPjsZs26+XZvXs3xtMiXAsSEhKa7L9r1y6MGjUKUoueLgqFAqGhodBqtdi8eTNuoG5cDEYPhwYMcouMoqytZjYmGUXXHp5RtJSe0qxsW5srmwaYhbz0tMbEMZau1NOg3t5sr6MzinQBwMdNJtQYAqaBoh3tMUQWZjZMetpzqKoil825LjohDUKgSOYKegOgtXXxQqkkxicAkThatiPooRilp+bzKxmvMMiePItknaZMaf4gVE7600+kfYYploEiYMwqfv89kaX+73/AJ59Yd+KkstNJk8xddO1h6VKSRfTyIu0kAJIpbwbTxbJum1FsjZUrSUb3xRdJoG/a/5QZ2fRYnC5QBIBly5bhiy++wPr163Hx4kU8+eSTyM7OxoMPPgiASEIXLVok7P/ggw/i6tWrWLZsGS5evIj169dj3bp1+L//+z9hn6NHj+KXX35BRkYGDhw4gFmzZkGv1+NpWnjPYPRw6A9ZkxpFfrJvbzBCgwdXuQTuMolwDHvbbHQHLKWn7c0oqqxIT2l9oofc2D9R3saANK3IaGDjiElLg5o8vovFZ0cIZO2QnkqZmU3PpTsGivz3g8q8ATu/M3ffTcxNvvrKwSPreE5eLcezm8+i3E5pu2BmY6U9BmBjRm3qVJKNLS8n7qO0JhEwOp6aBoq0ufzevSTj9/TTwCOPGCWRptCs4+zZtjyd5rnhBlKDN28eCWxbkLGat8fowec0U3npBx+Q2kQAiIvrmvEwOhynLCK4/fbbUVZWhtdeew0FBQUYOnQotm/fjnC+ULagoMCsp2JkZCS2b9+OJ598Ep988glCQkLw4Ycf4hYqbQDQ2NiIF154ARkZGXB3d8ecOXPw7bffwsvLq7OfHoPRJdCMYtMaRSo9tdPMhrbHkIrhIjMGEA1qnRB8tpValRaFVQ3oH+Accu/65qSnba5RNM0okkCRTr5oawzAPmknRac3IL2o1upjtRU6mVZYBor2ZBQtpad8RtHm7A3DuTEYumWgKEhPTb53Kq0edp154uMdO6hO4n8705CUUY64vl64fXRfm+8n1Cg2Iz1V23K+EotJTdzixSTITk8nrqgBAcaMYnCwcf/wcOKae/gwkTu6ugL19cR4Zdgwo+w3JYU4norFxixke4iIsMlt1SxQ7Mz2GF1Jnz4ke3vmDOnjyOiROGWgCAAPP/wwHn74Yau3fWVl5W7y5Mk4depUs8ebPHkyM6NhdAo7zhfg4OVSvDxviBCEOQM02LCc7NMxtsfMRiYRQSYWQa3To06thdJV2sq9W+aR705hb1oJ9iybjP4B7u06liMQ6jGp9JR3+7R0TLSVBjPXUz6jyE++TJ0EacbOnhXqrLI6s/3bOkZThEBZ1lygaEN7DL2F9JTPKNoreWY4KQ0NgJaXT3ejBdgGk++2XCKCSqtv8+LK8axypBZU4+5x4S2a7zkDOr0B53JJYG8qe28Ng8EgSE89Fc0EirZ+pxctIlnF228nPTYfeohkA61JTwHSnuG220iG7/PPSc3cd9+RNg4nT5LWJLTf9vXXk0Cmk1CZfGY6tT1GVzNxIgsSezjOM4tlMHoI7+66hA1J2Th5taL1nTuR5moUpW2csBuDJzJZcJPzvRQd0CIju7weADFRcQboc6XP0Sg9bX+NYlF1I/R6A6obzHsoAvZl7CimRjZA81nP8jq1zaYddLxNpKfU9dSm9hjm0lPWHqOHQbOJIpFRjtYNoIs2rnygCLRdOvjs5rN4cesFXCpyjvNWS1wpqUUdf16zZzGpXq0DFQE053pqV0Zt5kziLgoQWalpD0XLQPGmm0gWccsWknlcuxYYMQIoKSG3lZSQ/n4ACTo7kV6ZUWT0CligyGA4GFrvUWvHKm1nILTHaLaPYhtrFPkskysfMNY5IINFf2ir7Owf2FEYn6tFjaID2mNo9QaU1qmMrTFcTDKKbZCeploEirS+0JR/Uosx8vXd+HTfFZuOSQNlhWVGUWr7xFrNS0+pGY6EtcfoWVDHU0/PbmWTb1RGSNpde1xaS8799roUdwXJOZXC9Xo7ni/NJopFXJOFo7bWu2PcOOJQWl5OWi40FygC5o3lXV2J4YyfH8kojhtHjGcGDGib22k7MD1H96qMIqPHwwJFBsOBGAwGYZJgz49vZ0ClMU0yirQ9hp2ZnXoLJ1Cabat3QEaRTjQqG+wzWegoTFuBAMZAsc2upxYTicKqRhRUEvdTLxNTDXsydpS0QmJkE+7ravWxAOB8Hsn+nM2psumYDSb1qKa0SXrKZ7DFtD0Gyyj2DLphfSJgsggiFdu18GH9WFr+/s517rfGGZNA0Z6MomBkI5c0kdcaaxTtfP3kctICAyDmMS0FipaEhwM//khqEjMyyLYHHySZ7U7E9DPjiJZEDIazwAJFBsOB1Kq0Ql+4BifrKdhcRlGoUWxrH0UhUCSZsFpHBIr8WCqdJKPY0ER6Sl6z9rqe0qxaQVUjDl4uBQCMCvcW9mvLxJVKT0eEeZExWpkE1vKfzRqVba9vo8V7LYxPYnsNJc1Yy5zczMZgMOD3M/m4XOz88kGnopsGig0aozJCIWl7RlGl1QmLbd3B+flMbqVw3Z5AkZ7fLY1sABPpaVueP3XNPH6cSEgB2wJFgDio0jYlCgVwzz32P347Me+j6PwLBQyGrbBAkcFwIKaBTb0DJJiOhE5+aPBBaWuNomVvQTdelumI5y0Eik4i4arjAytaj9meCaXp/fr6kKzfpcIaQQo2cYCfsJ+90tN6tRZX+frO2D5e5LGs3JfWkdK6yNaP21ygaHtNEp1E0/6Jzmpmcz6vGo9+fxrPbD7b1UPpXtBAsRsZ2QDm57H2ZBRNe8g6e3uERo0OqQVGibo96pcaK6ZbFJnYfvMtARoo7txJ6hTFYiIptZXHHyf1idu2kcbxnYy59NS5338Gwx6c1vWUweiOmNamOFugKGQUJY6tUXSRktMIDRjrHJBJpdJTZ6lRFCaTFtLTBo0OBoPBbodDGihG+Lkho7QOv5zOg94ARPm7oY+3q7CfPRk7ALhUVAuDAfBzlyHU28Vs7KbQSS2ti2yNhubMbKTGQLa118FoZsPxl85pZlNSS1xoS2tVrezJMKObZhRNpacKQept/7nb1MTL2TNKKQXVZpl8e9QvtPbeWqBIzwdtyqiOGEEuT54kl4GB9slHOY64qHYR5tJT537/GQx7YBlFBsOBmGYUHdGWwJE0l1GUOaxGkTezaaf0VKvTC/JdZ6tRdOWlpzRg0hvsf90AoJGfVET6uQEAMkvrAADXDPA328+ejB0AnM4mTrtDQpTCGK3Vy9A6o2obM7bNBooS4+vQmoTU0vXUWc1s6HvNJnt2Qs1sulmgaOZ62p6Mokmw5ezSU1qfyH8Fzdr1tEZNS9LTNrZaAmAMFKkTs62yUyfBzPXUyd9/BsMeWKDIYDgQZ80oanV6YSJvmVFsa42i6QQLMG2P0b7nbTrJcJYaxXoTZ0TAPNi21/lUYxIIR/CBIuWageZSK4XUPunpCb4ly6hw7xYdHAXpaaPWphYZljJjiqkxUmuTIxpQC4Gik2YUG4RAkU327KKbZhRNP9vtkZSbZxS79rOj0elxNKOs2fMGDRSHhpL3yp7fKsHMRtG0V66xPUYbfgOUSiAqyvh/dwsUTfsosnMHowfBAkUGw4GYZsCoSYIzYDpxaVqjaFwFtrWvHmDFzEaoUWzf8zYNWK0FihV1avxvZ6qQhbMFvd5g13OzxLIViFwiEjoA2DupNF29j/Q1BopSMYexkb5m+9ojPTUYDDiRVQ4AGBXhY5JRtBIo8s9HpzfYNEmkY7Y0QjILFFt5HZpKT8ml1skyivT1cnb5oNPRTWsUHeV6alaj2MWBwg/Hc3D7miSs3Z9h9fYzueS9GhdFzjd2mdm0JD1ta3sMCq1TBLpfoGgqPWXnDkYPggWKDIYDcVYzG9NgobkaRcA+B8oGiywbvaxtb0bR5AfXWj+yzady8ck/V7CmmUmQJZX1akx4+288+v3pNo/JUmbLcZzdslAKfS84ztjCAgDiw70F+S7FngbguRUNKKpWQSLiMCLMS8hGWpOVmTrT2lKn2NCMmQ3HcTY7HWotMopiXvfmdBlFjTGj2J7FhV5Hd80oaoznMUdlFNscKDmIvArSaudqWX2T26rqNcIi29hIYvpij/S0lndK9mjB9bTN0ttuGigaDAZz6SnLKDJ6ECxQZDAcSLWTSk/pj5hMLIJIZG44IpUY/7fV0MZgMDTJsgl9FNuZUTT9wa1VaZuMqYQ3Gamx0Yhlb1oJCqoacSC9tE3j0emNkwAaDANoc3NuOomQS0QI9FQI2ydZ1CeSfcTCGLStvDcnednpkFAlXGRiM8MdS0wntbY4n1rKjM3HaFugaFmj6KztMRrUxufR1RP+bkV3DRStuZ62YaJvuvjSJumlA6HnJGutiopqiFmTt6sUwUpieNUm6amVQNGehS2r0DpFAAgObtsxugDLOnWWUWT0JFigyGA4EGc1sxGMbCRNv/JSk4yiRmvbpF2l1YPO7y37KDqyRhFomlWkTqi2rlof4vsT1qlsq8ezxDTwNQ2UaPbBntV4wPheKKRiyCQiRPBZxamDAprsayoTbm3ydZzKTvk+jAoTMxvL5236HtmTUbSUngK2t/Cg7ytti+Gs7TFM309Wp2gH3TRQpN9vhVQsLMy0ZaJvGmx1dY0ifXxrgaJpvTU9n9nzW0XNbKy2x+ilGUXLcx/LKDJ6EixQZDAciGmNYnsza46EThzkVib6EpMMo60ZFNOJBW0ZIbTHaKfrqeWPrGWdIv3flrEaDAYcvlIGgGSu2jKBo89VxJkH2lTaaW8wQfenNYSf3h2PrxaPRkyIZ5N9TWXBrY39pImRDWAuEzW9r15vMJtA2pKZtTTzMUWoo2zldbCUnjqrmU2jmSmF8yz2OD09yfW0vRnFLg8UyXOydi4W2hrJxMI5grb5sYXaFsxs6LmgzYFicLAxQAwNbdsxugDL95vVNzNaYv/+/Zg3bx5CQkLAcRx+/fVXs9tfeeUVDB48GG5ubvD29sb06dNx9OhRs33WrFmDKVOmwNPTExzHoZKef02oqKjAwoULoVQqoVQqsXDhQqv7tQYLFBkMB+LsNYrWMoocx9ndS5E2aJZJRMKEn0qR2m1m0ySjaN4igwbjtkxGrpbVI6+yQfifyqbsoc4kSDLtE9hW6SnNVtD7Rwd7YoqVbCIAiETG96alyUdVgwZpRaSBdnwEn1E0ea9Nx2jZXNsW6Sm9v2V7DKAt0lPezEbknGY2DU6UGepWdEMzG41OL8gGzVxPrXzXWpN+O5PraUsZRVOpLQ0UdXqDzYuEdGHJanuMFtQF5/Oq8Pq2FKt15wIcB3z6KfDMM8DYsTaNxxmwfL+ZEoHREnV1dYiNjcXHH39s9faBAwfi448/xrlz53Dw4EFEREQgMTERJSUlwj719fWYNWsWnnvuuWYfZ8GCBUhOTsaOHTuwY8cOJCcnY+HChXaPt+k3ncFgtBnTH0F7JYmt0ajRobCqsUlLBVugP2QKqfW1IamYg1pne6DYYFGfSK7z0tN2BsiWAaBlRrGKD2xsCRQPXTGvS6xVaeHvIbdrPKYr8Ka0OVBsIWi3hlwiglqnbzHLcSq7AgYDMccJ8CB1jxKxCFIxB43OgAaNDl78vpZZBpukpy0Eii1NDk1prj1GW/pQdiTm0lPnWexxerqh9NT0vTZzPbX4rn227wo+/CsdPz6QILSUsMRcetq1nxs6fmtlAIJbtVRs9n1uUOuEjGBL0ODT05r0tIVWS5/8cxl/ni9E/wB33Dmmb/MPcOON5K8bYak86Or3n+HczJ49G7Nnz2729gULFpj9v3LlSqxbtw5nz57FtGnTAABPPPEEAGDv3r1Wj3Hx4kXs2LEDSUlJGMsvuqxduxYJCQlIS0vDoEGDbB4vyygyGA6kI/sovvLbBUx9by92nC+w+77G4MT6REAqsTOjSFelTSYagplNO6WnrQaK9XxG0YaxHr5cZvZ/bRsyinQF3q1JoMhLT5sJWM/nVeF/O1ObTBroarO1ej9r2GLZfzKLyE7jedmpMEaJsU6RYpllqG5phR9EvisEitbMbKS2SU8tzWwkTtoew/R7yzIDNmIwANXV5Hp3ChQtZOXGjKL5+34gvQT1ap0g77aGM0pPrWYUTaS2Un4xyXR7axilp1Zk6NLm22NU8OftMt6MrCfRVHrKzhu9kZqaGlRXVwt/KlX7P+tqtRpr1qyBUqlEbGyszfc7cuQIlEqlECQCwLhx46BUKnH48GG7xsACRQbDgXSkmc3l4loYDMCKP1PtrgFpPaNIV4Jty+5Y9lAEjGY21iYn9qDWmb9ulRaBDP2/tcBErzfgMJ9RpGWYNSrbnFJNqROeq/nEqKWMok5vwMMbT+GTf65gd0qR2W1GMxtbM4q0l2Lzn6ezeSSb0yRQtGJW0TSj2PL7pdLqYbAwLjIfn63tMSylp92gRpFlBmyjrg6g39tuGChSWbkxo2hxDuLP6y0tqpi1x+jqQFFjlJ5a1h5atjWiWUVbFzapmY1V6am4+RpPKvtvUXraTmpV2i75zjLpKQMAYmJihHpApVKJFStWtPlY27Ztg7u7OxQKBd5//33s3r0bfn5+Nt+/sLAQAQFNS1oCAgJQWFho11hYoMhgOAiVVme2KluvbpvLZnPQupmrZfXYdDzbvvu2klEUJEM2ZxSp9NQ4WXCT0RpF240RrGE5yaIZRIC8xnRC09pYLxZWo6JeAzeZGENCyOS1bRnFpjJbwJits2Z48tfFImSXkx5mFXXmNZbNNa9vDlsCscIqUofZ18fVbDudBJrWXNmbUTQNMluuUbRPeir0UXS29hjdxfW0shL45BOgrKzVXTscapAgFgOuri3u6kzUW7j5NpdRFALFFmTadU5U20q/izorBl6Wi3wudjifmhphWcsoCjJ0K+dmej9LhYijqGnUYOLbf2P+50kdcvyWoL8BdEGSLTD1TlJSUlBVVSX8LV++vM3Hmjp1KpKTk3H48GHMmjUL/8/edYe5UV3fo67tvbr33jA2NjZgmo3BtFACBPglgAmhJJRAAiRACKGFgNMoAZueQACHFsdgwKYYF1wWcO9lvbve3ndV5/fHm/vmzWhGGpUttnW+z9/K2llpJI1m3rnn3HMvvfRSVFdXR/UYYqYCQZIk3fvDIUkUk0giQdBWSoNSYhcMYpX2z5/uiipd1OMLryg6Y7SeigpTqmw99UcRjKC7r9pFmvC+iu9xpKo92U6nDspFdipL6ItF7WwXwh9EhBtov/Crvfx2q6ZPiBYVbhP9QICw+ApDWg43M4uLOJdR3MdOYRGoJcuRehTF4CKbNfQCoyiexvsnSVLIeAxSFiOFhHQ3OlTW01684HvqKeDmm1k/V6CH91MMsolyEdKT0M4HNVIUqZgSLviprRfNURS/i9oALyp8pfC0akb4zFhP230B7i7IjJB6qi0WtnaxorilohmN7T5sOtSU0AKtGdD7nZniUP0/WkiShP9btBZXLVyDYC8roCURGRkZGcjMzOT/XK7o8hBEpKWlYejQoZg2bRoWLlwIu92OhQsXmv774uJiHD58OOT+mpoaFBUVRbUvSaKYRBIJAs33yxAsOYm0n5Iq5LRZUdvqwSKBjEQCVTgNexRppp3JC5weeUoT1MV4ZimGEEWhAi2qX5EuxmXljQCAEwbn8ZlfsRDFNgOiSCRZqzptOtSENXvr+f+1KbCdEUi7FrwH0KBK3ekL8MVXUYaaKOopim1eraIY/j3pEMIv9PdPf3EtIiAsepy9PMxGbT3tXSRWhfXr2c+vvgKeeKJn9+UIDLIB1AmggL6i6AsEud0yrKLYq3oUlefXFhS15+5orKdE9uxWi24Yl1O4T1ssJMKqbSVIFPbVtQFg55ruThznRFEmz15/MCaiV9/mxec7avDlzlrUHIW9nEnEDkmSoup5nD59OpqamrB27Vp+35o1a9DU1IQTTzwxqudOEsUkkkgQ6AKYl+7ki2HtKIJ4QIrSVdMHAADe/7bC9N9GIieOKK2n2gUWwKyE9PjxzFIMCbMRFhYiafRGsPccamB2zIF5abyfJpbxGB06NltAId1a1WnRSjWB15LTzgRbT6tlNdFltyIzRbOPDrKViWE2SsEBiDxHsdOnT5TN7h+gJoM8zCbK8Rj7atvintFpBkdM6unmzcrt3/4W+PbbntuXI5QoUhGHvot6RQ+xOBXeetp7ehTF41Z7/qFrUqj1NPJ3i4/GcNt17WsieRTfA48/wK8tTV1kPd1T28Zvm0lyTiSoiCeef8NdS+vbvLqqZ53QpiCOdUri6EJrayvKyspQVlYGANi7dy/Kyspw4MABtLW14Z577sHq1auxf/9+bNiwAddddx3Ky8txySWX8MeoqqpCWVkZdu3aBQD4/vvvUVZWhvp6VqQeNWoUzjrrLMyfPx+rV6/G6tWrMX/+fMybNy+qxFOgFxPFp59+GoMGDYLb7cbkyZPx5Zdfht3+888/x+TJk+F2uzF48GA8++yzIdssWLAAI0aMQEpKCvr164fbbrsNnZ2dXfUSkjjGQBfArFRnVBdfs6CL/8nDCwCwCmrAZNXS4w9PThxRqjtKxLqamIh9irGCFhiUMir2KKqIYgRSSxfaPtkpSHfFbz01Ho+h7EddqwcfyAR+zhhm79CSG+0cxUiI1ANY3cLOYUWZ7pDFW4pO4A7tT3EWUx8jhdm0R1IUTVhPfQIZVKyn5sNs3is7hFP/tAK3/GtjxG3jhYoo9tZeo7Y2YN8+dvvUUwGfD7jiCoWwdTeOUKKotZ66HaHHcpOB9V0L0UXR0z1q4v5rz3naIh/9NGM9JWU1Q6c/EVCKT4CaKIp2966ynu6tEYiiidmwiQQVcUU7rlGRadXuOkx+aBn++NH2kN/VtSrXuookUTxqsW7dOkyaNAmTJk0CANx+++2YNGkS7rvvPthsNmzbtg0XXXQRhg8fjnnz5qGmpgZffvklxowZwx/j2WefxaRJkzB//nwAwMknn4xJkybh/fff59u8/vrrGDduHGbPno3Zs2dj/PjxePXVV6Pe3145R/HNN9/ErbfeiqeffhozZszAc889h7lz52LLli3o3z90/s7evXtx9tlnY/78+XjttdewcuVK3HjjjSgoKMBFF10EgL1hv/71r7Fo0SKceOKJ2LFjB3784x8DAJ566qnufHlJHKUg5Ss7xYFUpw1NHb6EWmDIDjU4Pw1OuxVefxDlDe0YkBd5riKRGaPZfU5bdD2KRgEvqS4b6triSz4lAliY6cbe2ja1omiyR9HjD6CmhSltfXJSkC73T8YSZkOfofF4DOUzLjvYCF9AwtDCdEwfnIePNh8OseFGPR6Dh+bov16lPzG0H0Kvj5KIYkmWGwfq21WKSavHH5JmGCl8x0yYjWhpprRTIoyRjrnvyhtx19vfQZKA7VUtYbdNBES7eKRkXcLGAw1o9wYwY6j5VLq4sHUr+1lYCLzxBjBhArBlC/CDHwD/+x/gdHbPfhCOVKKoIU38WBa+L+I5JxwB6VXjMXS+7wRlLmz0qad8NIYrtD8RAKxWC5/dKhbyxPemscOr96dxg6ynQE8oiuy1pjrtsFrC5xNsq2qGJLFrhRZ1bYq1sLIxKWIcrZg1a1bYPtrFixdHfIwHHngADzzwQNhtcnNz8dprr0W7eyHolYrik08+iWuvvRbXXXcdRo0ahQULFqBfv3545plndLd/9tln0b9/fyxYsACjRo3Cddddh2uuuQZPCH0bq1atwowZM3DFFVdg4MCBmD17Ni6//HKsW7euu15WEkc5GmXlKyvFwdUn7cU3GJSwvarFtBJIkCSJE6MUpw2DZHK4R6iihkNERdFubtFOMAp4URTF+K2nBRmM+IgqYqOgLgYl4yAUusi6HVbkpDp4Ql9siqJ6YUXQG4+xtZLNkhtbmmk4LiTq8RgR5igebmavtVATZAPoK4pkv+2TnQKALaokScLiDeUYe/9HeGd9ueox9GzGuvsXhlSRUm2zWmC1asZjhPkuVLd04vpX1vPXHimhNV5oUyLNKIqSJOHHL36DqxetRXVzNy3uyHY6ejQji//9L5CeDnz2GfCTnwDdPZuSUk+zs7v3eeNESOop7+kVFMX2yNZTXyCoKlz1tPU0nKKonYEbTeopnTsydEZjEPRGZIiW/05fMOGW7mBQwr66dv7/rj5PaKFcX62KKm1wPqRCoageEuqT1tMkeiESQhR9Ph8OHjyI7du3c39srPB6vVi/fj1mz56tun/27NmGQyJXrVoVsv2cOXOwbt06+HzshDFz5kysX7+eN3bu2bMHS5YswTnnnGO4Lx6PRzU8s6Wl66vZPYFWjx83/3MD/vtd9IPck1BAlprsVIdi59FcfN8tO4Q5C77AXz/bGdVjixd+l92KwQWMKO6uaTX195EURWWOokmiaDCAnchRfGE27G8LZaLY3OnjxFprWzIiTxWC7dRisfAKeCw9ioapp/J7qSaK7BwxqiSTK3Mh1tOoFcXwit1hsp5mhBJFPTLLFcVstr0vIKHTF8RXO9nMyY0H1UPFO3xElOOwnmpmKAKKohiOKD7w/mZUNXdyUtvi8UddZIkG2gWsmfEYHn8QTR3sGN1woDHstr5AaBpkTCCiSFak444D3nkHsNuBf/4TePHF+J8jGhypiqI29VRHUWxSKYo+3c+vXZts3INE0R8Iqr5TRoWqEOupCaK44zA7vxlZTwEl0EZUFLXn3UQTuYqmDtW1q6cURZfdxo8hoyITvf+iekioFchjZVOSKCbROxAzUWxtbcVzzz2HWbNmISsrCwMHDsTo0aNRUFCAAQMGYP78+fjmm2+iftza2loEAoGQ+NaioiLDIZFVVVW62/v9ftTWssXPZZddht///veYOXMmHA4HhgwZglNPPRW//vWvDfflkUceUQ3PHD16dNSv50jAlztq8OF3lXjkf1t7eleOaDSJ1lOHfq/emj2skLLbpBJIEKuTboeNE8W9tdEpiq4E9SgaqUz0/0SE2ZCiKElKiIKWKBoR23KZKJbKBENRFKNfQNAiMNR6GtqjuLWKKYojS0woigakXYtI1tPqsNbT0P4jCt0ozHDzcRfNnT5u3dLOOaMgHOMeRRPWU04UldfMw2wMVOG6Vg8+3szivZ+58jh+f1eqBdo+LTO9ZuKx/v2hRsPtWj1+nPTYcsx/JQEuli1b2E+hZwWzZwNkRYqhD8UUgkGmWN50EyASpiOUKNJnR0FVeoqi1sXQpkOoWjUOip7sUdSSVKPUUx5mQ9eqMCqfJEn422c78edPWYFzyqBcw23FERkE7Tkw0X2K2utgT/Uoukwpiux9rm/zhhS96gXyWJG0nibRSxATUXzqqacwcOBAPP/88zjttNOwePFilJWVYfv27Vi1ahXuv/9++P1+nHnmmTjrrLOwc2d06gkQOigy0pBIve3F+1esWIE//OEPePrpp7FhwwYsXrwYH374IX7/+98bPubdd9+tGp65hS7ORxmqZLtUeUPHUV/F6vQFsOCTHXjio+1Y9NVerN/fEPmPTKJRJ8xGa8HcUc0qsu1REimqTlotbIE9OD8dgHnraaJ7FI3smKSiJcJ6mu6y88ej91ZLYowCbSjxtG8OI4oZBqTNDBT1VP1alfEY7Pcd3gD2yQuWUSUZnChqiwWJTj0l66l2hqL4HCKZpdTTNJedKwPNHT7sl61b2kWc8lnHnnpKCoeKKMq3gxJ0o+TfK6uAPyhhfN8sjO+brYQbdSVR1HxWZnoURfX8u3LjMJkdh1tQ1dyJVbvrYt9BglZRJFx5Jfv5xReAzgytuLFpE/DSS8DTT6sf/wglitTfWygXWehYDgQlXsDQjnPQK1RoyZhHZ45gd0H7PdT2ZStFPrlH0WlV3a+Hp5btwBMf7wAA/PTkwbj+pMGG2zp1CkfaZOVEj8jYF0IUu1dR9AZo/JQ1YuGMzv9BSV2EAJJhNkn0TsQUZvP1119j+fLlGDdunO7vp06dimuuuQbPPvssFi5ciM8//xzDhg0z9dj5+fmw2Wwh6mF1dbXhkMji4mLd7e12O/Ly8gAAv/3tb3HVVVfhuuuuAwCMGzcObW1tuP7663HvvffCag1dQLtcLtXAzObmZlOv4UhDdYtSxVq7tx7nT+zTg3vTtXi/rAILPlEKF1YLsPru03X7u6IFXfyyUhy6SXKSJGHXYWYVjZaweAS7osVi4Yrinlpz1tNIPYrcLhTlHEWtykaLD72qu1kQ+XParMhKcaDV4+fvrXaBYbS/ovUUEBTFWKynXHVQv1bteIzth1sQlID8dCcKM9xoaGP7GnfqqSOC9ZT3KIYqiil6iqKHAilsyHQ70NjuQ0VTJ49m1xIxen3GcxTDV9AB5XPSs54CLBXVZVU//jsbWK/kxZP7AmDfqzZvoEuJYqj11ETAh/D5flfeZFjUrJXPs2xoefjCZ/gnbFUST7UulwEDgClTgG++ARYvBn72s9iewwgrVyq3v/8eKC5mt49QoljVzM4TJXICsPid7PQHkW6zhhSnmjt9KEWK6j76TmW67Wju9EOSWHFEPN67C9rzRKvGFqu10tM5OxxR/OfaAwCAe84eietPHhL2+Z06hSPt9U77nsaLPVqi2N3WU16ItQnXhfA9igAbh5GX7lL9X7zd6QuYvk4kkURXISZF8a233jIkiSJcLhduvPFGTs7MwOl0YvLkyVi2bJnq/mXLlhkOiZw+fXrI9h9//DGOP/54OBysN6m9vT2EDNpsNkiS1GOVv96Cw0IAw1phUPjRiJ2yojda7iELSopNMV7QGIdsgzCbyqZOHi8ebRoqkQuqVpKieLjZY4p0Ru5RZAuaeOYoAkCaK37rKS0wnHYrslPZ95cqr02aCqyRinVIaz2NR1E06lGk1FP5vd0mB9mMLM5UbR9qPQ0/01KLSD2AivVUT1EM7aOkzybNZedzvzYdUpSwEOupQT+qsn/mrad24RzsEG5rR2RsqWjG5opmOGwWnDu+FACQmcKOhS5VFEOspyYURUE9bxKUWS2o/0iSzPU+GkJMPM3XSVmlWVtvvx37cxhBJIqbNim3j9Awm8omdu0rzmTnCXG8A/UpatUpPVsjqcq5aUrabE/1KWoLNsapp2Q9la9VBkWRTl+AH7uXTO4X8fldOkVHbY9iV1lPeUBXd1tP/cr11R2hsCf2Lta2qvsU6zT/p+MziSR6EglLPV2/fn2iHgq33347XnjhBSxatAhbt27FbbfdhgMHDuCGG24AwCyhV199Nd/+hhtuwP79+3H77bdj69atWLRoERYuXIhf/vKXfJtzzz0XzzzzDN544w3s3bsXy5Ytw29/+1ucd955sNmO7YoNLTQB4Jt9RzdR3FvLFnGXTe2HAXmpABJ30dILsxEJ4fbDShhStETKowlAyUp1IE9elGhtN7p/b3qOYnSKotaOmYgwG68OUWyKV1GU9yuWMBsl8MIg9VR+bynxdFRJhuo5Pf6gqg+PSJtRv6gWSsBG6Gtt8/h58UGPKGrtsYDyHqS77Hzu13fljfz3WjtU5DmK5q2nTqFQISqKWqJIauIZo4qQIx/nWd1BFA1swuGgLQR8K7yXIsRFYVs881X1+hNFXHwx+7liBVBdHfvz6MGIKB6BiqIkSagioigrilarhR+j1KdoxnpKx0B2qkAUE5zsaRYh1lPtHEWNQyDSzF96j9wO5XwcDuYUxcSOyKBr4IR+7Pjr/jAbOqdbIxb2xHOKNvmUUk+pfztpP02iNyBhRPHCCy9M1EPhhz/8IRYsWIAHH3wQEydOxBdffIElS5ZgwIABAIDKykocOHCAbz9o0CAsWbIEK1aswMSJE/H73/8ef/nLX/gMRQD4zW9+gzvuuAO/+c1vMHr0aFx77bWYM2cOnnvuuYTt95EKGtgNADsOt6KhrWvmHHU1vCb6QiiwY2BemrLwTJANplFFFMnOo1wgdwpEMVplS8+uGE3yqdnUU9NzFH0GiqJBb2Y0UCmKKWzhRSpXSJiNzv4GgxIPAiBFkXrxPP6g6ddIaDOwnnKi6CWiyD5fUhTThAh5kTgrYTbxp56SbTzNaQuZfyg+h6hgEUkRieL3Qm+dNlk0ovXUTOqpnxRFwXpqVVtP+e1AEO+VHQKg2E6BbiKKMVhPtUUfoz5FkShqUzKjgjgaQw+DBgGTJ7PgmXffjf15tKioUCyvALOeEo5Aotjc6edFkGKhyKJNPtWSGj0SQue7DLedq5Jm3RmJhvaYFa81vkCQB5aFpJ4aHOsVcm5BaVaKKbu0UydBW9ujmMgeQl8giINyT/qEvtns8Xsy9VTHxSFCZT0Vzgn+QBAN8nVueBErNiaJYhK9AVH1KF566aW690uSFPdYDC1uvPFG3Hjjjbq/e+mll0LuO+WUU7BhwwbDx7Pb7bj//vtx//33J2oXjxpQQ7/bYUWnL4hv9tVj9pjiHt6r6NDU7sNpf1qBwQVpePEnU3UXzYGghAOyLWxQflqIWhUPgkGJP05mikN3iPGOwwqhi9Z66tEheoPz0/HNvgZTgTaRAlSoCmw29ZTblzSPl5AeReGim8Wtpz71eyz3AulV7WvbPPAGgrBaFKVATdr8qsp/JBjZbLmtUy5QUOLpqBJGFJ12K5w2K7yBIFq9fv5aoraeOoyJWLggGwBw60Tf61lPKwSLE6XM0nvUoUlJDN0/E9ZTnTAbi8UCu9UCf1BSEdPtVS2obfUi023HycML+P09oSiasp6GEMVG3e1qWhKkKBoF2Yi4+GJg/XrgjTeA66+P/blEkJqYnc2spps3MzJqtR6RRJGUsuxUh+rYdjtsaOn08+8pHW/56S7UtnrChtmkOe1w2dl33kwQkll8+F0FPvi2An+6dKLutU1EOEVRvO6EWE8Nztk0k5bG6UQCna9UqaedyvWiwxdIaJjNwfp2BIISUhw2DCtiLRk9lnpqj1JRFIryRBItFmBMaSa2VDYnk0+T6BWISlH85JNP8H//93+46aabQv6lpaV11T4m0YXo9CnhEKePZGFBR6L9dGtVM+ravPhmXwN++uo63UVrRWMHvIEgnDYrSrNT+MIzEY31LR4/T4tXhdkIF19RUWzz+qPqjdWzKyqBNpGJIl20ja2nFtV2kUCKiJY8Gc0OjAYq6yl9Rh1etHQq7zGNztCr2lPiaXGmmxMTh03pHYnGfipJEu/d0VpPxWH2hxo70NLph91qwdDCdL4N9WyKKbd0bBoRLy3CWTvDBdkAwqxH+Tk9/gAvBqQJiqIWIhnTxukb7l+YhTEpig6Nok3jOUSVl/pyBuSlqYglfV+7czyGOesp22ZkMVMBNh1q1h35oVIUu5ooXnopI3DLlwOvvBL7c4kgonjppYDLBbS3M4UxGAQo6O0IIoqU8F2sKbJoFXz6LvTLlfvfdM4fYpKwnvUyXjz/5V58tPkwVptIzNVe+8RzMV2PbFYLV/5SdK5VIioFRdEM6HH1rKeUQp3IYg/1Jw7MV1xCPWY9tVuVwlmYnk+CODeR5irmpDrRN4e1xSQVxSR6A6IiirNmzUJ6ejpOOeUU1b9Zs2Zh0qRJXbWPSXQhqMrttFtxxuhCAMDafYkbGdFdEMneyl11uO3NspAZRXRB6Z+XCpvVgiyyNXbEb7Ul+2qqk6WeaXsUg0FJpShKUnSqotgsTxhcwAjJXhPJp5xoJsB6Go48pSYgzEZMPeWqb7uPf05pThtXCPWIrTbIhpDuYo8Vje3X4w/y40hLlOi1t3sDePAD1jc2tDBd1YenN0uRK4qJsJ6GCbIR95kWgaIFNs1p4wExWojfJyObsbJ/ka2nftla6rCqrWt03Ik9ijSuh9RgQiILO0bo4Mq7OqgoHOhYH983C2lOppjozUkVF4Ux9/C2tgL797Pb4Yji4MEAuWd+9jMlACceEFE85RRg1Ch2+/vv2T5RBecICrMhRbFEc5yJI2UkSeLHW/9ctnjXK1QQ8U9z2UyFO0ULsm4a2UNFUMGGvmriuYd/l+X0bMCM9ZQURXNEUQmzUR6PyHUfmSgm8jtM1/XB+WnIcHd9MUkPYrsEt/sbKor61tN6+fyQl+ZEqazeVhzl48qSODIQFVFcvHgxTjnlFN3fLV26NCE7lET3QrGuuTBlIBuiu/lQU1wL/Z4AXRj6ZKfAabNiyfdVWLFdHeQg9icCSKj1lEgMKWAU8kKE6lBjBzp8AThtVlCbRzT2Mz3r6KB89jr21rRFVCc9ERVF80TRGzAmT2kCeYoVXoEUU49iTauHLy6yU526fTAEHmSTo17YUJ9iNERRrLJriVJBhgs/PJ6lAH68hc2UI9spgd4PkRh0RLABa8GJmA5piWQ9TdHYVul7neKwwW6z8veEQItm0RoWuUdRWRh3+gL440fbVD2PAOANhFpPASXQxi/0KFY1qUcWELIS+H01An3edNyZWezTe5rhdmBsH6ao6QXa1LaIimKM3w8x8VQe/WSIe+8FTj+dKX+XXsp+xoq2NmDjRnZ7xgxg7Fh2e9MmJfHU6QTc8Y8Z6i7wxFONUqZYygNo9wZ4EBMRRb3jr1Wwc+tZL+MFOTjMqJS0TY5sHVdbT0NnoqY4wp+zK6nwlmXus+WjloRrCVlPSVFMpPWUUoYH5qdyhwRzn3Rfmr1ej6KRw0JMPRWtp7Xy7dw0Jw9hSyqKSfQGJCzMJokjExSGUZThRt+cVBRnuuEPSjzB8UgBEbWpg3Jx3kQWp//9IfVilSqPg/LZBT+RYTZEYkihSdUkye2QbaeDC9J0yUMk6CmK/XOZMtrmDfA+UyNEUhSdnChGvriGI09pCbaeEvEqO9DIE+GyUhy6ixECWU9DFcXoZykS0XfarCEkBwAevWgc/njxeP7Y4/uqrXdkPaXFmk8g2eZ7FMNYT+Xvb2GGgfXUoVYUyXZLn5NoPc1w23WTgGkBaURs3cL+vVd2CH9fvhtPfLxdtQ0Ps9HMlaNxGeJxV9Wkr5J2R48ifU+yNf2k4SCSBCKK26taVNt0+gI8nRaIw3pqxnZKsNmA118HiooYoYtnXMbatUAgAPTpA/TvryaKH33EbvfvH/vj9wCMFEWxMEOExmmz8u+Ynq1RmU1q17VexgsqKpqxQlNxg0Z16FlPxfN2JOtpRWNsiqJIlBTrqbEqGyuUhOtU3nPtD0qm1NdEQZ16qrb7a6FOPRUVRXY7P93F3+uKxs5jfnxbEj2PuIiidsh9EkcetD1OZPeqjyP5dMOBBtz+7zJVmmpXg4haVooDw+WG9p3VakvmPqGXAVDUv0QsPOmiRAtw7RxFGo0xvCgjplmDeoqi025FP7lCS2qpESIriubnKNJrctgsIeSJFiDxhHXQRZcRxQyku+xo8fixei/rz8lKcYTt2zskL2z6GBDFlijed+otNOrPs1gsuOT4flh660l47KJxuGyKerGsJc7iIsG8omhsZYsYZkNEUX5eJfGU3S9aTwfmpXElTZxXaTQeRNk/ZWG9fj+zrYvBLYCiGDo1xwsdd2rrqb6i2J1zFIkoRqMoprtsyALEgVQAAMDBSURBVJeHZ2v3UTsvLeawp0ijMbQoKmJqIqAeZxEtVq9mP2fMYGkbNEd540bg0UfZ7Ztvjv3xewCVBhZncQ4eJZ5mpTr48ac7R1EgYGbCnaKBJEn8GDNDPqm4kZfOvsu+gMT3RW+skWg91SMlSuppHIqipkcxkeMxKgXCn+Kw8TTl7gy0EcNs6JxrqCiqrKdij6KiKNK5r0PIkEgiiZ5CXERx9uzZidqPJHoI1VyRYCcmPuA8jpPTiyv3YfGGQ/jvd5Xx76BJiKMphsnR0mJ4DADso8RT2XrKe54ScCLWKn6pmgX6Trk/cURxhqAoRkEUhWZ5EUQQtAtz1d/6FPuUkX3QYTe2cmoRbq4eEaN44v9F66ndZsXxA3MAAB9vZvbO7FRBUQzTo6i1nqa7Y1AU5deaFiF4pm9OKn44pX8IoeThPlwRUPbXSN3VIlwPYHVEoqiOahfVL4ClxxIG5KUq33+xR9H0HMUANh5oBKA3xiS89dSnsp7SEPTuVxQ7vGrbnpnkSiIJYoqsVjHRfj/bY1Xco1EUCSNGsJ/btsX2nIDSFzlyJPtJiuL27cCePUBBATB/fuyP3wMwsjiLhQ9ym2SnCEQxjKKY5rLrDpyPBx5/ENRub4Z80jZ5aYrLgM557WEUxUBQCikUtnr83IVgVlHUtgVIksR7LElRbOpgKdaJgNjTbLFYwn5OXQWV9TRCj6pqpq3Hz/9PRDEv3Qm3w4Z8megfStpPOXyBYFwiRhKxIS6imJTEj3xoFcXsBNgx6aKgHSbblaDFY1aKA8MKKeSljffc+QJBHKyXiaKcFpqlsyiOBG1ADkFr7VTmKLL7yXo6rDBdUZmiUN08BiMVSMHQKhYiyJqT6rTxhawWzih6FBX7UuhjcbU0ylRXETzMRn4vTxjEerHIOsyIonEf0KEG9jlrFcUMHixj/vOOlPgZCdowG/E4MTOTjLYFQkmLJEncclxkkHoq9igGg5JqQQuEKop6ZIwP6HbqXy5oYR2UFBVfqxhQCqjWeuqw6oTZNOkrPd2ZekqjQYzsYyJE2yFZebWL1FrNuTBmRTHSDEU9ELnbvj38dqtWAS+/rP+7w6xIgyKWjI1+/YBMoR/39tuB1FTz+9QLUGkYZqNYB8XritFnC6iPATPhTtFALCiaKVzQ86Y4bfz7T20OHb7QmbBiAUhrP6X+xAy3PeJYDoLWKs9m17LvN52TgxLQGk/yr4xOX4ATB/ocqfgV63li+fZqvPnNgcgbClClnurMriUEg1LIcUH7TzbUPNkyXCL3zlYmR2Rw/Oy19Zj28Kd8LZdE9yAuomh2oZNE70WN0KMIKAukeJJAaXHdkEB7SSTwym+qA6VZKUh12uALSLzRvbyhA/6gBLfDGvJamzt8pkjNK6v2YfwDH3F7nQittVO0nkqSxGcdDi1MF6yn5heLiqKoJixUdQxHysvlnr2+OcYDk5U5imYURf0B9IAS3hKUzPV36YEnyMnk9YTBuarfZ6U4DfuAWj1+nrAX0qMYk6JIrzWqkbPKc2oUVlpQmLWdsm31K9QtHj8nNuQICP1b5Xk8/qBqQQuoiWL/vFSleNKhoygaWU91ei3bvAEVifcF1J8pQRtm09Lp4yRKSxSpiNXi8RsWbOIF9RSTsuoLSBGfS5yhZ2RP1BZyYlIUzSaeakGK4u7dgNfgPBEIAOefD/z4x8A334T+ntpMiuX5uhaLoipmZwMGM497K0SlTBtmo9ejmJ3qEAoVOtZTYVyQ06CwEyvE64SpMBvBBknnvBa5OKbXb+ywWbkFXNvXR4mn2qJbODhtaqIshunkpjn5+SwR2QBU6HY7rPzziVdRvPWNMvzqne9R3mCejCjXf6vh+VrcDlDOwXTtrueKIiv6JZNPQ/FteRO8gSDW7D3yRrgdyUiG2Rzj0PY4ZSYggp4Wll0ZY6+FkjrqhNVq4aoi2U95f2JeGqxyDwNdWLyBoKnG9y931qLNG8AGPaIYoigqAQE1LR50+AKwWpj1JhbrqZGimGdCUVSIonHFn6ee+iMvwNt9xipbisPGZ+PFahEUw2wAYFyfLFXVO5z1lJQsp90aUgGPqUdRx6oVDejvFEVR/3MMByOFgmynGW67oeIpLgg7fAE+7y1dx3qq6lGUP7uAUAE3sp5qyR9BLDaRoqBVFG0aRZHUxEy3PYSci6S2q1RFOg/kykUkILLdT7TzcjVDqyi2JKBHkRJPi4oiJ56K6NMHSEtjZHDPHv1t1q0DamrY7VWrQn+vVRQBYOZM9vP229Xq4hEAOs4yXKFKGf2/VkhazkpxcjdGS2eobVLp/VWspx4TRTczEJ0n0VhPXXabMNdWVhQNzmf03dYmn5IbRau6hoP23EyEPN1ll8dSJc5CrqjCShGUK78x9Ch6BBX5YL15gqaQc1tYRVm0nRL5rpXnJxJhpBCifvL1ercma+FYBRtVw96jLRVHVtjikY4kUTzGQdY1rfU0nr49UmG6U1HkF3RZCRhaKPcpyifZvQJRJKQ5lcZ3MxctWpzqkUqxRwFQLsTeQBB75OcuzU6B027Vna0XCR5DRZGIovF7fahR34opgoiimTAbo8UGAFitFm6dCUdejSBJCjGhBYfDZsXkATl8GzHMxhtQfxbh9i0WRTHc45mBUZiNEenSg1FwT4N8zNMxoAdxsHanL8BfO+1XmtOONKcNVgtL5NUmAYsLG6P3wCo8hwhRMSBFUduj6NAoikYzFOlvqVe0q/oUO+QFH51HgMjKeJtAvjMN7LH0XaACQUcstrtYbKcAU/8i9Sn+73/K7XXr1L+TJIUokqIIAPfdB3z6KRvDcYTByN4MKMnF3+yr17WeBqXQtgG9HkWjgevRQkzINePSoG1cDmtIcJpR4cso+ZSsp2b7EwFhjqL8nW/tVLsYqBiViEKyXnIt7xOOQVEUySWFapmB2nqq7gsXQc4gu9WCInmfiSBSjyK5hMbJx6E2vf1YRavHzwuOR1oq/5GOuIii0+mMvFESvRadQqJWkSbMJp6KfQe3nnafoiiGDgDAME3yKZ+hmK8QRYvFEtUQb7I06l0AuKIoLwRFhYei8mkOFw98iUJVMFYUI5My0XpqBFqwm7GeEsE1smNS0SGW1FtxTILLpryHJwxS7KfZKcaKojhQWouMGAh6W4Ksp9owm2isp1QcCAQl3usHhI5kMQInJ75ASOqp1WrBs1dNxtM/moz8dJcQZuXlf6Psh/HlQvwduZvFYpMRUaRCDX3uRrPtCF0daNPpVUgffSciqTgKSbApc9w8fpXqRIUcOgfEpCjGEmRDiNSnKM5B1hLF1lZlBqOoKKalAaedBliPvHpzpWzn0yOK0wYztfa78iYeeJOd6oDbodhKmzu1RJFCr+yK9TRBPYqtKutpNIqiNcRFwfuNHerzGe+pN7Cemk08BSBYb+WRPLLtlQp1iZyHWqlD+BVFMfrHF/eJHjsS/AElbMhltympp7qKonL+z0+jthEPfIEgf+5cOYRonDxqZ3NFs6nr8tGOhjbls9la1ZzMSOlGxHWGX6e9oCRxRIH6E112K6/C6aUeRguyJiYyAjsc/IEgvxDSQpKPyJCtp9oZioRoAm3MKIp0kXDarNyCua2KVb9oRh2pIrGlnhopisZE8ZAJ62k0YTaHm8iurK9kFcj7FC6J1Qiioin2vp0wWLHaZaU6QpL1COHCZ2JRcqnCrB1MbxbKc1KYBBUUoiCKwvsgLj7o+5UdkShSuEIgJPUUAE4aVoCzxjKlSEvExMTTcD3ptI9OmxWjijPl/VO+U36eeqqZo2hTW08P88RT/WOrq0dkdAiKrztMKAVBkiSV7ZCOE0kT1kHfhf65rFAV0xzFeIhiOEWxtpbNSSRs2wa0CInRpCampQHp6dE/dy+E0QxFgBXUSrLYPOHPdzA7Ll0X9UhIQJjZl+YKbz2MBWI/q6keRcHdkq5xNERrPa3kybBR9CgaKIr03VDSxuNfH+gl1yo9itF/x8TzymGTRFH8TMQ5iuGsp26HlRd569u8aJDVRKtFOZ8PzEtDhssOjz/IU9OPZYgOtcZ2n2kin0T8iLsUeJguIkkccSDFpzDTxReBWSlHXpiNeEGgi9Aw2Xq6p6YNda0e3ldIllRCNLMUaXGgqyhqxmNYLBauam2TFcV+GkUxMamn5sNstOMiRDh4mE3kKp0yf0z/8ShYpbo5BqIoXFxFO+OEfln8vc1Nc4bYmwgdYYgir65HsYAgAl5gMNA+EtI11i++UDA5GgNQvw/i4qNJCNoIB3ovOn2BkDAbLbQKuzJDMTyxpcXxmD6ZXFEWv/9ek9bTSMdWVyuKHXwhZ+NkPtyQ8w5fgKsJaS47+ztSnYR9pOOIikXRBFlxRDtDUUQ4RfHjjxmzHT8e6NuX3d64Ufk9BdmIauIRjnDHmcVi4Q6GBmE+LwDd8SfiebwrxmOI6nM0qaduh6IoKuMx9OfCKtZT9bmREjdLss0ritrX3xJiPe0KRVH5HONJPRXtqmaJiEdzzVLmKOpYT31KwTdPaBupFfoTKUPBarUI9tPGKF/J0Yd6zXoyaT/tPsRNFC+66CL4/foLL6P7k+gd4NH6QmJivIpiICjxC0SnLxh2kZUokLKS4bJzhaJPdgrcDiu8gSAe/HAL2rwBjCzOwHH9s1V/qyw8w5PaQFDiqqWewuDRmXNIF1+yng6Q1YTEpp6yi02HQAJEeP1BHJYLAuGtp+YXN9S3YmRHIlJVE0OPIj2/3WrhF0yAve4Hzx+DH584ECOKMgztXbwHxxFKhHiPYhSKIilBsRJFox7FaKynYg+gaD3jRDGSoigoY9rxGFoog+bZd7dDJyVRD/R5TOyXrTtix8fHY2itp+oCxeEwSg/QDURRKDSEUwYIdCxZLIoqo5d8WqMhilErimLiabQ9ioBaUdRatsh2etZZwJQp7LboFtLrTzzCEU5RBICpg9RhQZwoukPVKko0tlktrEctTOplLGiPNsxGICNaF4VRjyIPXxOu15Ik8cTNaFJPtd8bem6topiI1FPqaS7J1FMUY+lRFBTFZrNEkb1nTpsVVqslZDyICDHMjHr569o8SuJpmvo6Q0Tx2/Jkn6LWoZYkit2HuIliTk4ObrnllpD76+rqcMYZZ8T78El0IbQzFAHlJN7S6Vf1Q2nxp4+34+ElW0Pu1y6AukNVpF4oMYDCarVgqJx8+l5ZBQDgplOHhtjnaERGpIWnGICibfgH1KlnhFSn2s6j7VGMKszGQFFMddr4fXqqYmVTByRJfWHSQzQ9inp9ISJ4j2IciqJTR3H74ZT+eOC8MbBYLBF7FPUUxQwXOz6iCbOhBX5BmMCYcKDeH96j6Nf/HCNBb5aiEuAUvlfcLQRVtEZQFCmZEGDfCbNzJIkkTeyXrTtih6ylTu0cRfn/AVIUufW0Z4iiGDbE5+mFKXbxsQgOGy9saJNPO30BrqrwHsVoFUVSE6NNPCUMG8bYbEMDs5oSgkGFKM6dCxx/PLstEsWjUVGMcA7TjuShY1ovrIjbuZ3Mnq0dDxEvWqO0nnYK7pZ4rKcN7T5ObIzeJz1oz83ac04i2lsIep9jBlcU47OemlYUfeprVrgwI7FQSEXeulYv6uTk01zNNXpC32wAwPdJooj6NvXxsiVJFLsNcRPFV199FZ9++ileeOEFft/WrVsxdepUZB5hkdnHGqpltUScwZYlqBNGHv/Gdi/++tku/OOLPSFVHm3/XkNb1yzoRIjJdCKGCzbTwflpOHtcScjfmg2zEauTej2KXPFziIqiejFOi0Q+Wy8KVcFIUbRYLPyCo6fgcdtptvEMRUCxN5pJPaULqHZOIaEgzP5EAq/ORrBmGimKHWFmPMajKObHbD1Vx9N7YlAUgdAh1oBSIImsKCoDxCMRRW3AU6dJ6+mNpw7BBRNLMWdMMf97MczKa1ZRDJN6CnSf9ZQRxcjWUz2FVksmKM3QabPyXq+oFcX169nPWGynAJCaCvTvz26LfYobN7KxGOnpwIkn6hNFvdEYRzj0ettEDM5PU6UJK4piaKKm9hig72qirKftYpiNCYeOGKyWbqAoaq9NeqmnNBojP90Zct0JByLKWutphqzGJuo77PUHuaW7RC/MJgZFUVQ5a+SQmUjQtp3w80aYHsUUh433KNa1elAhW3zpPgIF2myrak6YQn2kgvo4B8uBhFsrW8JtnkQCETdRzM7OxjvvvIO77roLa9aswdKlSzF9+nRcdNFFeO+99xKxj0l0EbQzFAFmQaSLi9GJfF+dMohWu41WbYs10KaqqRP3/ud77Dgc+WTAE081vVpDi5TghZ/NGsKVEhFKY334i4r4OvVTT2WlSEdRpOchxZNUptYoVAWPEHmuhVKZ1COK7LMKF2QDKMTLF2Fx0+718/fCaJFFNs1YUk+1F10jxBJmIy6atHPQ9CBJkmI9jVFRJJtxa0iPYpREkQdkKMcMD7Mx2aPY4Q0o6YwGRBFQ9xDpDejWw7zxpVhw2SS4HTbkpIZay5QwG/XnaqMexUAQHn+Ak6qIimIXJCpLkhJK4naGD6Ug6BFvrT2RjqG8dCc/HqJJPEZnJ/D44+x2PC4dvT5FGotxxhmA0wlMnsz+v3Mn0NjIbh9l1tNAUOJFDK3VjyD2KQLKd0IvTCmEKCY49VQ9RzG6MJsQ66lBKnSqDlEUZxRGA631tkUmbPQdydJxHMSCw82dkCR2LRCVOKMRNWYgkktJMhfIpm07Caso+pXzKfUoHm7x4KlPdgAARhSpMxT65qQgJ9UBX0DCtmOcGJE77cShzFGxr64tqkDA3oQvvvgC5557LkpLS2GxWPDuu++qfv/AAw9g5MiRSEtLQ05ODs444wysWbNGtY3H48Ett9yC/Px8pKWl4bzzzkN5eblqm4aGBlx11VXIyspCVlYWrrrqKjTSeT0KxEQUzz//fNx///149913sW/fPowbNw5///vfcc455+Diiy/Gn//8Zzz++ONhFYwkeh7ceqpRSxRFQf9ETsPrgdBgEO0CKNYRGYs3luP1NQfw4sp9EbdV0h/V1bixpawa1yc7BRdM6qP7t9kmo7rFC0jYMBuByIlEkdREACGzrcxAvMBokc9HZIR+XodMjMYAlAV8pDAbWjywhEd9gkIKdU2LJ+oIa1KezCqKhkRRbzyGkFzabqIy3+YNcOIQe5iNne+nLxBU9ahEA73Fp+kwG8FWRsWEcCmumcL332yYjQg96ylV5kOsp1YKs5G4Vdlltxq+pkRG62vh8Qd5+16q054wRbGWVOl0F9LkIpHHHwxr7VfhL38B9u0D+vQBfv5z068nBHrJp2J/IsBsrYMGsdukYh5l1lPRUUDhNHoQ7af0mWbp9J9S2AwdA9rxEPGiLcbUUzHMRrGeGoTZyD3d4nnxkFxkLI0iyAYILeIZ9SjGaz0VZ66Ka00+oibO1FPAnP1Uufaz95SKevqKYmiPIuU6nDm6CNedNFi1vcViwXjZfvrdMT5PkYji0IJ0FGa4IElKUOCRhra2NkyYMAF/+9vfdH8/fPhw/O1vf8P333+Pr776CgMHDsTs2bNRU1PDt7n11lvxn//8B2+88Qa++uortLa2Yt68eQgIs6WvuOIKlJWVYenSpVi6dCnKyspw1VVXRb2/MWW+Dxs2DCtXrsTTTz+Nuro6ZGdnY8KECZAkCT/60Y8wceJE+Hw+OBzhFzBJ9BwkSalQDS5IU/0uO9WBQ40dhiobzSQEQu0doUQxtqohKQaRQmYA/R5FADhpWD6euGQCJvXPDlEyCGYVCnFhYDrMRiAr/fMUositpzH0KOopbeFGZJhJPAWEMJtAEJIkGRZ5eApemJ4VIlWdPja2JNOAUOqB9ygafF4Ew9TTMMTGZbfCbrXAH5TQ2uk3tF8SqJqc6rSFVeDCQfy7No8/pjAbQFx86vQopkToUZSfa+3eejR3+pHhsmNIgfGYA2WWoo8vgvSItxH0Rs4YhtkIBQqx38jo+OtK66moprjtYnqh8eJcIQnK+6O1J9L3Mj/diVRhu3ZfAJkRjnPU1AB/+AO7/Yc/sBEVsUKrKDY0AKtWsdtEFAFmP927l9lPTz/9qFMUicCz4ejGx/WJQ5hyUZjh4m4UPVsjFSrpc0/0eAx16mk0cxRtIXZ7ox7uFKc8a1V4rkONkccq6cFoPAadb8ktcKihI+y1JhKM+kx5Mm2nL+rH155XzATaaK/NVASkubfiOY+nnsrW9oIMF2paPLhyWn/87ryxuq6n8X2z8PmOGnxf3ghggOnXcrSB2phy0pwYVZKJ6pYabK1sxuQBOT28Z9Fj7ty5mDt3ruHvr7jiCtX/n3zySSxcuBDfffcdTj/9dDQ1NWHhwoV49dVXeRbMa6+9hn79+uGTTz7BnDlzsHXrVixduhSrV6/GCSecAAB4/vnnMX36dGzfvh0jqHBoAjGtfp544gl+u7y8HGVlZSgrK0NeXh7vV7Tb7Rg5ciS+/fbbWJ4iiS5GRVMn6tq8sFstGFWi7iXN1rGOiQinKCbKekoJo2aqgo2aCHOCxWLBxZP7hv3bWBRF3R7FMGE2gFpRVKynUSiKYQiG2OugRbmJGYqAmpj5g1LIvDtCuEHVhBSnDRkuO1o8ftS0eGIjihGsmYZhNgY9OAA7HtLddjS2+9Dq8QEIXymPdzQGwAi4026F1x9Eq8cfVhkOB6pWx2I9pef6bFs1AODk4QVhFdtsQRELyhJbNEQxhxRFFVHUt546BOspVwgMbKdA185RpO+102aF3SZaTyMrium6iiL7nUIUXXy+aiAood0TiPzd+M1vgOZmYNIkIIZKsAqUlrpyJdDWBnzyCQuzGTUKGCAsQI8/HnjrLaVP8ShTFOlcnhmht3doYQb+evkkVWuG3ngMcnKQPT3R4zGinqMoEJeQOa6Gqad21e8BhShGk3hKzyvuq7ZHcXBBGhw2C1o8fpQ3dPCxUdHCqM+UvlO+gIROX1BFiiMRRzqvUEHRnKKotZ7ahN9piaK6ReUfV03G4WYP5owpMtwv6lP87hgPtCHRISfVidGlmfh8R80xkXzq9Xrxj3/8A1lZWZgwYQIAYP369fD5fJg9ezbfrrS0FGPHjsXXX3+NOXPmYNWqVcjKyuIkEQCmTZuGrKwsfP31111PFEXs27cP/fr1w7x58/h9ra2t2LhxI7777rt4Hz6JLsJ3BxsBACOKM0IWrRGtp0KPYqj1VJt6GtuCjqqQZuyZzSZDPfRgdvivuDDQI4qeCGE2A3J1FEVvwHTFszNM716+MI8JAH7/4RZsrmjCc1cdL1SFIyiKdmUffIGgoQLLg2wi9K0UZLg4UQynXmkRLvVUBF2MjaynRlbJdBcjimYKEPH2J4rPWe/3ot0bQIeXrEfR9iiqF1+BoMR74LQFEi2owk3H7akjC8NuL1rD6DiIlHoqIlvn/OHjcxTVxzoPswlKfOEXrgjRpYqiMAyb/VTGihhB13qqUZ04kchg82pTnTa0dPojz1F9+GHgH/9gt//0J8AaZ6TAzJnA4MHAnj3ASy8p1lJRTQTUgTaSdBQqiux9zwxjvyacO6FU9X89RZEXAjLURDFR4SNiQq6ZcVPitSg9SD3SbH+Nxgdxe7rKemrOjaKFNmiMir6kbjpsVgwtzMDWymZsrWyOmSga9VCmOm28GNPc6ePnrj9+tA3/WnsQ/5o/DSOKM0IeD1COjUH5adhZ3crPSeEg9oSyn2oFUTw3aM8xk/pHVsOokL9HKND3VgSCkq4qmggQUcyVFUWg9yWftrS0oLlZ2SeXywWXK7b1w4cffojLLrsM7e3tKCkpwbJly5Cfnw8AqKqqgtPpRE6O+vgpKipClVzYq6qqQmFh6LW+sLCQb2MWcYfZ3HLLLVhPFxwZ6enpKCoqwpVXXhnz4z799NMYNGgQ3G43Jk+ejC+//DLs9p9//jkmT54Mt9uNwYMH49lnn1X9ftasWbBYLCH/zjnnnJj38UgG+d3Hy3N6RJCVzYz1tEVjPQ1JPY1RUSS1zYzq1miyV0sP/LVGtJ6a7FE0oSiSTc0flExViCVJmU2prygq1tM2jx8vrtyL1Xvq8dSyHVwB7BuhKiwSQ5/fuK8wUqw8QQm0iS75lL+PESx5WnsTocMn9+AYEDFtCmA4xDtDkUDHgVpRjLVHkf29eDxGIorie2GxALNGFITdXgybEFNAzYK+h23eAD9ujcJs7MJ4jKom9n6bIYqxBFVEQocmCMnMeIxW3R5FtepE9jU6jqhPsT1cmNUTTwD33stuP/oocOqpUb0WXdhswO23s9tPPqkeiyHiuOPYz337GKnslFWVo0RRpGuWUY91OCiKtnL+EK3FgHEic6yIOsxGcLekyyOB2jwBVVhTqPWUwmyU5xITs6OB6PaQJImTVFF1H1XCiFo8PWZGszAtFoti/xbOE0s3VaG+zYu/fLbT8DGpADVcJpJVJkY8aYvE6rm36s8rltRrOua8/mCvTj79vrwJ4x74CP/4YnfCH1uSJJX19KSh+Vh844l47doTIvxl92L06NE8OCYrKwuPPPJIzI916qmnoqysDF9//TXOOussXHrppaiurg77N1rhQU+EiMXuHTdR3L59O0455ZSQ+5cvX47LL788psd88803ceutt+Lee+/Fxo0bcdJJJ2Hu3Lk4cOCA7vZ79+7F2WefjZNOOgkbN27EPffcg5///Od45513+DaLFy9GZWUl/7dp0ybYbDZccsklMe3jkQ6ay0ON0iLC2TEb270qUhUpzCbWhnVFUYx8YiTlIlKvlh7EuZGBMEmY4qiQcKmnYjVRRRTzQq2ngDnFVLzY6CuKFGbjwfeHmkAv46Wv9yEosQt3fgRVzC5UAcONyCDiGSnggBbFZlLjRHgDocqsHviFWPNZRJr7R4EKUSmKcRJFMVAi5vEYmh5FKo6ku+yG6i9BfK4JfbMjHgvZwmLYKPwiHDLcDtB1iM4hXq4oaq2n7P/+gKSkMGcYH1u0by2e8N/XWNCpIcVmes10raca1alCo3xQn6KhorhyJXDnnez2738P/OpXUb8WQ/zkJyywZs8eoLKSjc046ST1NtnZwPDh7PaSJexnRgbb9igAncsjWU/1kCsXUerblPOaaC0GjN0OsUK8pvrlvrdwEMNsxNTlTp8Y1mSQeupTLKqUQBzJjaKFWCz1BSR+LRcV3FHFTBGKxzoYrmjJ7d/yd1CSFBvp/76vxAHBFSWCiOVIOX3UlKKoc+03Sr7VnmPMQDy3xBLQ0134YmcN2r0BrNheE3njKNHmDfBrSE6qAzlpThzXPyfm7ICuwpYtW9DU1MT/3X333TE/VlpaGoYOHYpp06Zh4cKFsNvtWLhwIQCguLgYXq8XDQ0Nqr+prq5GkVzQKy4uxmFygwioqanh25hF3EQxMzMT9fX1IfefdNJJWLt2bUyP+eSTT+Laa6/Fddddh1GjRmHBggXo168fnnnmGd3tn332WfTv3x8LFizAqFGjcN111+Gaa65R9VLm5uaiuLiY/1u2bBlSU1OPSaIoSRK+K28EoPjfRWSHCXjZpznBahVFuqjRiTJeRVH7+HrgYTZxWE+B8CqF+DtfIPRiracU0eLabrWo7DE2q0V3wLERxDAN/dRTxXq68UBjyO/7ZqfwYeBGYIOiKVjEeCFSZTIynZJPox2RYTbMxlBRjGA9pWKCmeMyUdbTNIEoxp56qiYtSnEk8jEvLkpOj2A7FR+zsd2Lw3JFPRpia7NaQuzr/iCF2VhCtgXYd4qOlSITPYpA4lXFDg2Jd5lSFOUwG6dxj2KFptcrTacfTIXly9nPCy9kPYpRor7NiyeX7cAJD3+CW9/YqP5laipw003K/089FXDrvN9kP/3wQ/bzKFETAeW4MWM91aIoUymA0TWgtoUd45wo6sw8jQda90O4Ql4wKPHfu+w2ZLgUNapeOOdpiYr2ekQtC2lOW9TXVZEwefwBTm7SRaJYEj9RNFIUAaFYI38Hmzv9/LUFJWDhV3tC/iYQlLhNVlEUo0g9FQiyi9vW1d/xWM7/NqtFccL0YqJICrReqF68oBmKLrs1KpLd3cjIyEBmZib/F6vtVA+SJMHjYe/t5MmT4XA4sGzZMv57EsBOPPFEAMD06dPR1NSk4mFr1qxBU1MT38Ys4iaK5513noqQ8Qe2WuH1Rk8SvF4v1q9fr2rSBIDZs2fj66+/1v2bVatWhWw/Z84crFu3Dj6f/mJi4cKFuOyyy5AWT4rcEYr9de1o7vTDabdiuGZuD6BOPQz9W7VPXlvhohMjLYpiVhTlE3ab3McXDs1xWE+ddivSZFIRru9Jm+6qjb726IXZyCe0vjkpIb597Xy9cCASarWolT8CLVCaOnz4Zh8r2vzohP6cbJntMaH+sXBEkRa94VJPgTgURZM9ikb2rkjjHKLZr5oEhNkAUAVKxD5HUW09NTsaA1AvSiL1J4qP+e3BRizdzHoZpgmjAsyA9ynK+0l2Zm0BQBmPEeSklBbjenDYzH1fY4FWjXbzmHsz4zH0U09VQ8FlFZ6OTUNFsayM/Zw5M+rXsGzLYZz46Kf4y6c7cbjZg/e+rQh1Ldx8s0IOtf2JBCKKK1awn0dJfyJgPsxGD3npLAE1KCm9p1pFUbEdJsYmqE3HDpfCq3WfZKbY+YzBjQeY+uB2WEMKh+KsVUCdeBqtTU38jjd3+uGXlX896+n++vaYZuF5/UFeWNJXFNXJw+SEoZfy5rqDqG9Tr0/FojTNMzzc5Ik4c1cv8dxQUYwxzCwaJ0xPgWY2643pihdif+LRMHavtbWVh4ACzBVZVlaGAwcOoK2tDffccw9Wr16N/fv3Y8OGDbjuuutQXl7Oha2srCxce+21uOOOO/Dpp59i48aNuPLKKzFu3Diegjpq1CicddZZmD9/PlavXo3Vq1dj/vz5mDdvXlRBNkACiOLDDz+ML7/8EmeccQYPr+ns7MRjjz2G8ePHR/14tbW1CAQCIdKo2KSpRVVVle72fr8ftbW1IduvXbsWmzZtwnXXXRd2XzweD5qbm/m/lpYjc2aLFtSfOKokU3dBrvTthX7h99WykwF9V43CbEplohivohgISmHDJCRJ4mQ0FqIIiIE24RRF43RXSZJ0w2xy5Au0XphLGg+0MWE95VVIm+5JMjvFwYnoyl3seD9/Yh9cfzKbyTSmNFQ11oMjQlpfm8fPbVslEfpWYiWKHrNE0aa/r5EGxNN+mal6Js56qszN1KpWZsFVCvlYiI4osucqynRhTGlmhK2FPkD5s77ihP6YPCA6opilST7l4zE0C1RxPIYy1zV8EaKrAm1CrKea91wFuXgVPvXUpwwFtytz0/h338hWT0RRTriLBu+VHUKnL4gRRRnISnHIs8Y0qk1BAQvHmT0b+NGP9B+IiCIVe48qRVE91y8a2KwWPne4qrkT/oCi1OVnsM/XnUBFMRiUQma+hntckZy67FZ5Dh87/6/eUwdA3fpAoKRidrxKMQfZAKxHj4qO9TJpsFjUqnteugsF8iy87YejX1et3VuPoATkpTmRnxZ6fqZZrnQOp7FOo4ozMaY0E52+IF5dtV/1N3Q+SXHYUJqdAouFqbf1EdYwvEgsXPuVc4dWUVTGY0QDOr+YcVj1FOiYaWj3mp8RaxINfI0XfXtRb8S6deswadIkTJo0CQBw++23Y9KkSbjvvvtgs9mwbds2XHTRRRg+fDjmzZuHmpoafPnllxgzZgx/jKeeegoXXHABLr30UsyYMQOpqan44IMPYLMpx9brr7+OcePGYfbs2Zg9ezbGjx+PV199Ner9jdvgm5+fj1WrVuFnP/sZJk6cCJfLBb/fj6ysLHzwwQcxP652QRypAVNve737AaYmjh07FlOnTg27D4888gh+97vfmd3lIwbfy7bTCTpBNkB44kRBNoPz07C7ps1wjiL1sDV1+GJKwhItFq0ev2GPVJs3wCuW2TH0KAJsUVvR1Bl2lEeIoihcAPxBifcFiorimaOL8MvZwzF7TGg1Ps2pqEyR0KlTsRRhtVqQm+ZETYsHHn8QNqsF4/pk4fgBOZgxNB8T+pkkisIsRT1Qj0eGyx5xBmFhzD2K0c9RFM8NivVUf/8K0tULiHBIFFGkz7qisQM75EWR2LNqBqHWU0r6jXzMTx2Ui/65qbh6+gBT1ViRfPbJTsE9Z4+Kal/Zfqmtpz7ZeurQHMNkRa1v8/DXVhhGUQQYEato6gxb2IkFWtuy22hw9uWXA199Baxbpx9mQwO/5fh/gCnw9N6HVRRbWoDdchhEDESRwqNuOm0o/rOhHMu312BLRXMo0b/xRvbPCJMmsdU9uTnCEMXqlk785MVvML5vFh75QfTF4e4GLbajGdsjoijTjcqmTlQ1daI02w1JYm8V9S8mskex0x/gHwEleYazQtN3yGa18CLM+L7ZWLG9Bqv3MLeJnnVvWFE6HDYLGtp9KG/owKFGVhCONsiG4LRZ4QsE+ONkuh0hKuaokkzUyLPwjouQ/vnq6v2obOzAHbNHwGa1YOnmSgDA7DFFum0VFB53oJ49f4XQWz9nTDHufPs7LN9ejV+cMYz/TZPQwkJ9/TUtHlQ1dYbt6xatvgSjc4cyHiM6jSaDuxR6p6IYDEool1VoSQLq270RC37RgKynuWlHx2z2WbNmhXXKLV68OOJjuN1u/PWvf8Vf//pXw21yc3Px2muvxbSPIuJWFAFgwIABWLJkCfbt24c333wT77//Pnbs2IHp06dH/Vj5+fmw2Wwh6qHYpKlFcXGx7vZ2ux15eXmq+9vb2/HGG29EVBMB4O6771Y1pm7ZsiXKV9M78a0cZKPXnwiEn6NIRJFCcIzmKFIPmyRF2Uv06KMIXP1/yGyu43eFs2fSQtRps0bd90XIkm0qYa2nHcZEUbytDrOx4+bThunae9MElSkSREXRCKRWAMzWk+K0wWq1YPqQPEPSpIVTUHf0QPadkghBNoBO6mlLC9DaGvHv6LWaHY8hSeCFAiBx1tNgUAqxlMUKIhHvf1sBX0DCiKKMqEaGAKHWUz471ISiOCAvDV/cdSquO2mwqefKS3Nxx8DjF4+PWBTQQw7Z19sjWU/Z/8nqlum2R1Rb6fPQmxsaD7Rqr1uvzygQABYvBsrLgVde4WRPfI9oUSdJwK5qVhgQrdppTjtKm6sx4L032OOJkF05gdJS+HKiU3EBoFY+rgszXBhdGkeEfHo6m69IMLCeBoISbn2jDJsrmvHuxoron6cHEI/1FFDmfB5u7uT9ibmpTk7MjGyHsYCufRaLUsANqyjqBKuMl6/zu6rZ+Vev6Oqy2zBa7hssO9ioJJ7GoCgCyvmbeub1xlHw5NPK8Iriwfp23PfeJjy9YjeWbalCMCjho80spGOOThEWAAbKhTjKVCBFsSQrBYPyWbuR1u3UpMk6oM+5KsIsRT0XjFF/c6yOEkrojWb2cneiptWjKozQ9yJRIJvw0aIoHmmIaWV95ZVXoqODnUgOHjzI7+/fvz/OO+88zJ07F7m50V/kAMDpdGLy5MmqJk0AWLZsmWED5vTp00O2//jjj3H88cfD4VBfDP7973/D4/GYGt3hcrlUjakZGfqzd44kBIISNvPRGNm624ipp9qqxz55ls9Y+eJjFGaTmeLgiyfT9tN33wXuvhu2V1/B+y/fhrFVuwCEb+AWF8yxetdJlQnfo6ghxMIFIFIqqR7EgJNIiKQoAmrVa2K/bFP7oAVd6Ix6FJWUuciLB1IU69u88LW0AiNHAtOnswHfYaBXnQ23r4C6ck9WXqOGd04UI5CMxg4fJ6B56fFdnKgoQO/fOeNLon4M7eKT5n7GMjs0EnLSnPjjxRPwl8snYcbQ/JgeI1sYsQEYh9nQ/ysaIwfZEPLDqcKBAILLPgGaoh9OrR0ForvgP3RIsWO+/DLaOkMVRbfDxv+W4v/FuaMpThseX/JnnPbHe4Cnn1bvxLffAgBWpPTBb/6zKerXUC0QRbKcb66IMTCE7KeAoaL49PJd+Ho3K+p1+AIJS/rsSkQzR1EP1BNX1dypW0yic1PAREJpJLQLYUluTbFIDx6dHrjxGkeJURFtgnzd+PZgo2I9jVVRlPd1/X7WF6lXlDabfPqvtQe4qvrM53uw4UADalo8yHDZceIQ/fPTgDxGBilToUKY0UrnpgZNjyIdF5woCp9zOJC9VC/xXEsUY029VnoUe6f1lPoTCYkOtCFBIDdJFHsEMRHF9PR0nr4zYMAA5OXl4bTTTsNtt92Gl19+GWVlZYYhMmZw++2344UXXsCiRYuwdetW3HbbbThw4ABuuOEGAEzpu/rqq/n2N9xwA/bv34/bb78dW7duxaJFi7Bw4UL88pe/DHnshQsX4oILLghRGo8V7KtrQ5s3gBSHDUMK9IN8iDj5gxLahF68pnYf94qPlavVRuMxUp02TjgbzATa1NUB8ucbTEtDaUst3n79Lkzf/13YKhoPsoljwRxOQQUAfyDI94GUErFHUUk9s5omq9EQxWgVxUn9Ig/x1QMPszFY7FFVtjRCkA3Ael6oH63x281ARQWwaRMQQZWPNsxG/Jug0M9qZFUuSGf7XtPiCWv9oAtddqojImmNBG2E99njYiCK8mfPexTj7MuNhIsn98V5mmHj0UBJPZXHY/j1x2OQCkMV40i2U0BM+dUsRgIB1F1wCayzz0TriNHA6tVR7XNnyBxFncUe2UIBYPNmlO7bDiB08U1q1XaZKIoqfH5HE6Yf+J79Z9Ei9U7I/YlbCweh7GBjVPvf7vXz81RBhosrRNuqWmIjLCJR1FEU1++vx1Of7FDdp7XoG6HTFzA833Y1mhNgPQWAw00CUcxQzr/i+SJcQqkZkGKd5rLx4zGcotipoygWZrhVirZREW2CXDj+trxRCLOJjSjSe0B5CLpEUTg+jc7FXn8Q/16niBHfHmzEI//bBgA4fVSh4XVioEwUyxs64AsEuSpYmu3m4T7NnX7V94IKxZkxKopaNxEQOt6LX5+OsjAbUqAJiSaK1Ceak5Ykij2BmIjis88+i+zsbADAnj17sGjRIsyaNQv79+/Hgw8+iMmTJyM9PR0TYuixAIAf/vCHWLBgAR588EFMnDgRX3zxBZYsWYIBAwYAYDGw4kzFQYMGYcmSJVixYgUmTpyI3//+9/jLX/6Ciy66SPW4O3bswFdffYVrr702pv06GlAnN5eXZLn5Ik0Lt8PKT8Bi3x7ZTgsyXLzaFmI9FQaeU4N8U4cJRfHnPwcOHwZGj8aOr8vw+aDj4PZ7MX/t4vDW0zgSTwmRwmzE10i+e7H3QK+iGAlpvE/JRI+iiccXK9oT+2eb3g8RkXoUq5qp3yry4sFqtfB9at21V/nFV18pt1evZvH7W7bwod5miaLNauF9r3ShFlVeo6o5Leg6fcGwx1WiRmMAalviyOIMDC2MznYK6FhPeYGkd144tcnJZGcmqynBoekvCjdDkZDPA4mE80owCMyfj7wP/wMASD9cweYD/u1vpvfZUFE0IooAzlz/MXs+TTGA1CpOFIXvzOh1n8Mmyd+xsjIlvAbgiuKWwsFcBTGLajk1NsVhQ7rLjv65qUh32eH1B7G7pi3CX+sggqL49vpDCEpMIaeFrNmAofmvrMPMxz7jAUbdiRY+RzFWRVEJs6HzhJ6iCIRPKDWDNkFR5EnPYVNP9a8VIlGLpCh+f6iJfy7xWk/pfD62T2iI1uCCNDhtVrQKvbxaLN1chdpWL4oyXfjh8f0AKCrlWWONk3gLM1xwO6wIBFkwT6Uw1ikrRZnzKl7zFaLIjgtKXxZHPO2tbcPvPtisOm71xmPQe6wNq9Mbo2UGvd162tVEkcSGnC4qjCYRHnH3KA4cOBDnn38+7rvvPixevBi7d+9GY2MjPvnkE1x//fUxP+6NN96Iffv2wePxYP369Tj55JP571566SWsoNhuGaeccgo2bNgAj8eDvXv3cvVRxPDhwyFJEs4888yY9+tIhxmPvMViEcIolBMpEcVBeWn8xNXhC6isimLEPFcU2yIsHj77DPjnPwGrFXjpJTSl5+DxU/4PADClfDPa24wXE9x6GpeiqG9FIVAFOtVp47OgREWRV3GjqBJGpSj6Iz9+nrxQyUpxYFBebCNfHBF6FCt4n4e5JnWyeXr2CulyRBQ3bQJmzADOPRcYM4YlMX7/PV9YmCHd2uRTkSgajZ9IdSpBPOH6FBMVZAOo0/7OiUFNBHSsp3IBJ9Y+q65GDk89VVtPHXb9OYqEAhOKIpH31tp64Kc/BebOZaTmxRcRtFpxx9m34b+jTgL8fuCWW4Dt203ts1GPokrB2SPPXxvM+j3P+X45ClvqUPj73wJ3382t1fS50Fy2UkFRHLaSkUufXf7sXn6Z/QwEgO+Z0ri1cBBaOv1RLQzJTl2Y6YLFYoHVauF9YFsqo7fiYuJEgFo3+vQJ+TUtgif1y1aSck0QxQ5vACt31aLF4+fjfLoTiVIUReupWFCyWS3cTRFvnyIpiqkum+IqCGs91bfuTxDaEYx61gfnpyHDbUenL4ignNSrlyhqBmIvcqrThkH5ocUxh83Ki2bfH9I/Pl9bza4dl03pj5/NGsIJntthxcnDCwyf32q1YEAuuw7urWvjY51Ks9ioKvrsxUK4tkeRrwuENdCir/bixZX78MZaReWkQq5TR1HUzknujNV62stTTw/Wq9PwEz0iQwmz6Z2F0aMdcRPF6dOno7lZ7THPyMjASSedhJvEwb5J9Ap0aOxVRtCLoKfRGAPyUlXR4mIPoZgcmMNPtBFOGm+9xX5ecw0wZQpaPX5sLRiIJlcaMrwdcHxXZvin1AOVFYeyIlaI9aD0tDi42tCp6lGMRVGMokfRhKI4QG7enzIwVzcFzgyUMBv9xQ0VCsyE2QBKn2Jgv3JR5UTx3/9mi+rsbDYEvLUVeP1106mngFC1lgNB+LHtsIV9D8wE2iSUKApq09kx9CcCOqmnCVDSuxJZQpiNJEm8+GDXKoqazzkaRXHciv8C//gHsHQpsHEjYLFg0bX3451xp+Omc+9Cw8xZ7A/+9S9T+xwyR1EvkIIUxZ/+FMGCAhS0N+KrZ69F6l+eAh59FHj7bQBqEpLf1oBRH7wBNDcDTU0oXcfmAb99kZw6+tprrO9x506gowNedwr2ZzO1pCoKVZEURZG0kP1086EY+hRTUhiJXbAA6Ns35Nd0nnDarfz1mlEUtx9u4SnRkYJMEg1JkjiZjTvMpqmTL4jzNecJrQNARE2LB9e89A2ueH41Pt5chUBQwsYDDXjio+34ZMth1bbUo5jqtPPHDDcuSm9ME6BWFI2u/VarhdtPAdafGOu1RHz+MaWZhqnnUwexLIuvd4eOMdt5uAVr99bDZrXg8qn9MTA/DXNlFfGU4QURQ9romlh2oJGfN4vkaz0RjnqhiE0FBFr70DYimSR1UVQZtQQTEB1D2jnT1EZydKWekqI4VA5pq40y7TwSkmE2PYu4ieKaNWvQ2Rm6wG5ubsadd94Z78MnkWCQNdTIfkLITg1VFPfUstS0QQVpcAgpo6I1U0yd1CYf6kKSgP/9j92+4AIAzF4RtNqwpv84AEDuN18b/nkierWKIvQiiBcQvcUjXYSiqRJyRdGM9dTEkN4zRxdhwQ8n4vcXjDHcJhJI7dEjivvr2rC/rh12q8V0WA6RLGu5QBT37wcOHgTeeYf9/69/BZ5/nt1eutRwoaMHp0Zl0y70DfcrPXKgTY2OUhArBuazBcuEftlRp50S+Fwu+f3p6h7FeCE6EsRUWm0BQBtuY65HUZ5PupMlhOLSS1nhYfNmfDD+NHafxYK1J57Nbv/rX8qYhzDI27UVt335OjL87LPXknMAClEcMQIdF1/KXlPQDylfDtW4/34gEFCRkLuXL0LJXbcCZ58NvP02bD4vdub1w3snX8R6/2prgSVLuAW1ot8wBK3suUnFNwNavIrvIQXaxJR8CrBRIL/4he6vuE3cZg2ZvRkOYngJhf10F9q8AU5SY5mjCCghJ23eAC+eaZORSf3ThvtsqWjGBX9fic+2VePr3XW4/tX1GPfAR7jw6a/xt+W7cNubZap+PXFOZzjySeD97BpFcXzfyNZTAKpRSrEG2QDq73m4Ob4nDmFZESt31YX87q315QCA00cW8vf8vnljcNW0Afj13MgjewbK6aar5PmR+eku/p1W8hPCKYrsZ73gNCJ3VJ2gmNXrqF30HncYKIrR9r2n08idXksUmYhAa4NIYXHRgtaQyTCbnkHMRPEHP/gBHn30UVgsFlRXV4f8vq2tDU8++WRcO5dE4tHhNUdqsnSSQPfU0AxFttgl+6kYYMAX6w67YN0Ioyhu387Ig8sFzJoFQDkZru7HiGLR+lWhf3f4MNDQoAwej8OCR/1DlU2duk31zULvAr1veqmn0SiK6Qkej+GwWXHBpD6m+gfDPQagP/9rxfYaAMDxA3P45x4J1HieclgTm79wIetLdDiAefOAM89knpVvv0VKDauom1IUNfsbKfGU0N2K4sjiTLzzsxPxwtXHR97YAC6hP0mSJOG4750XTqU/2acqPGitp1qF0UzqKZH3Mfs3szuuuQa45BJg1ChlHAuAt/tPBtxuYMcOYMOG8A8aCOCaP/8Kv/j6X5j0+jMAIiiKgwej+ue/xKuTzsavfvArWHbuBHJygG3bgH/+k/coWoMBnLZnPfublSt5YNfS4SeiNQDgqqvY7+66C3jhBQDA/n7KbLfKKBTFGp54qryHNCJjc0Vz2PCmWOARAooyTYwYImwRUli3H46RwGpQ0+IJWZTrgax7dqsl6kARQqrTzkkmkd58TTKyXmLulopmXPzs1zjU2IFB+Wm4/uTByHTb0e4NINVpg8XCrMqibY9bT502/cKFBp0GhbbsVCdX2MIV0rSKYqwQbZhGY7gAYNqQPFgtrPePAnQAlhj7XtkhAMBFkxU1uzjLjd9fMJaPuAgHCrQpk0d0iPbvXJ12E36dl69vin1eOaYpVEUkj/R5ienYqby1RDkmg0EppqIyoBQ1WnuJ9dQXCOLhJVuxancdgkGJf3Zkca5LoPVUkiQhzKZ3FkaPdsRMFAcMGIAPP/wQkiRhwoQJKCwsxJlnnolf/vKXeOWVV/CnP/0JJSWx2ayS6DpoAxuMoIRRsC+oJEnYU8MURUpL1UviUltPTSiKpCaefDKQxh6XyNOqAYwolm5aD4gpurW1wOjRwLRpqJMDVrLj8K6TlajDF9CtiIs9LYr1VLlYm7GGakG2GTM9SGbGYyQC4cJslm9nxaBZIwpNPx4dH+k18ozT445jP//4R/bz9NOZ9bSggAdnjPiWFQUihdkAymJI26MYSS3vbqIIAJMH5MT1WOIisc0b4Cpdr1UUU5XwBbFPJ9R6qlEUTbxHuWlOFLQ3YGBjJSSLBTjhBABsISZ+pl8f9iI4bx77TwT7qf+NN1FSzZTvEW+9DDQ0CKmn8vehvh5obGS3Bw9GS3o2fjv7Rnxx/JnsOCYHze9+h2z5YxlftQs5Hc3s3JaSwvomASwdPp3ZCm+4gRHMnTuBTz8FAOwqUeZdVkZIXBRRrXPMDitKh91qQVOHDxVRPJYZiNbTaHoURUXxYH1H3AEdhxo7MOPRz3DNS99EJMO8jSAl9nFKgHLNoGNDqyg6ddS/98oOod0bwKT+2Xj3xhm45+xRWHX36XjnZ9Ox7jdnoER+zIPCqAH67qQ57bxw4fFFVhT1rhU0Ditcb6boFok18ZQ9v3IOHtfXmChmuh18v1buUuynq/fU4XCzB1kpDswaYdyLGA40S5GuZ8VCEUqv/1CrKHLraYcPQfl8S8Syro1914JBiRfC84R+zjSdMBuR4EdyvWjR21JPV2yvwT++2INfvLERhxo74AtIsFktfGxaIsNsxLE7OUlFsUcQ88rzqaeewldffQWHw4HVq1fj+eefx4wZM7Br1y787ne/wzvvvIPHH388kfuaRALQaZYoUo+ifCKtbvGgzRuA1QL0l0/AGdwOwbaRJImfGFOdNq4ohVUUiSjOncvvooXDtoKBaHSnw9XZDqxfr/zNu++yRduOHUjbwuxnJSaUCCOkOG384qBnPxUXF+EVxeitp9pmdz14YuxriBa8R1FTse70BbBKnpV2alRE0QGLFERWndx3c/nl7Ge7vBASU4nlz3/s9+aJolNDbMUiRTj0BFGMF6LtjHpmXHZr1JXp7kKG2yEEGyjvs5YYapOXC416FAMB4Mknga+/ht1mxcm1bMaqZ8QoRtKgnn2Z7rKjzRvAwbMuYH//xhvGMzyDQXgffAgA4LdaYWttAf7yF9V7LkmSoiYWFwNpafw8xXtQb7mFFT1278bxn38IAJi1Zx373VlnMbu1w4HOEaOxuWgIU4sGDwa2bgUeeQQYOBDIysLKYVP5rlVGZT0NPWZddhsPDNlsEBgSK8SE4kwdd4kegkGJ202pb23H4fjsp9sqm+ENBLFqTx02yOqREZSiX2y2U0KxJtBLe57QUxTrZJJxxqgi3sOb5rJj8oBcpDrt6JfLrqsUDAIoRdM0l92UohjuWnTjrCG4ZHJfXDApNJiIUJipjNKINfGUPT97/W6HFYMjqH8zhjL76dcCUXx3I1MTzxlfEvN4ogGa5y0VFFKliB2qKNJnQ8WuQFBCS6dfRQpJUWzq8CEgn3NE62mKTphNpypsLcoeRVfvsp5S6mt1iwcvf70PAAu5IzJe1+bl5Dpe0HvttFsjXtuT6BrEvfJsa2vDlClTcP755+OBBx7Au+++i927d2Pv3r244oorErGPSSQQ3J4XZY/ibllN7Jebyk/cmZoql8cf5P0fLPU0tGqnQlsb8Pnn7LZAFHl8eaoLa/qNZXeKKbfU3wZgWBkjFtoLd7Sgi6Oe1YvHZrvt/H1T9SjyJLNorKdRhNlwRbFrT5JEzrSpp6v21MHjD6Iky43hReZ77DLdduS1N8Hh9zFr6aWXKr+0WoHzz1f+f9ZZAIDxW9bAFgyYsp7SYsSr6VGMRJ7IJmZU9fQFgrznwowVsjug9CgG+Xeyt6qJAFTJghSyYrdaQlQccTxGhvD9CsGrrwJ33AFceCHg8eCEKpZk2jBhMt+EevRy05yYPIDNEv188GQgKws4dIj1Aerhgw+QumMrmp2pWHzNPey+P/8Zrg5mtQ9K8neCiOKQIQCE0QVEFNPTgV/9CgBw/BvPwRYM4JQ9suV17lz2b+9eVP73Y8BiURaRRUXAr3/NElUbGrAnVZnxG82IDMV6qiYtREAS3TfkFcNsTCqKBxva0erxw2mzYupAFmSyPc4+RfH68sqqfWG3pf0za583gva8oE1j1CN1tODNM3C/9A9LFG38HGAqzEaHiIwqycQfL5kQ0VL6kxkDMaIoAzOH6g+zNwO6lowuyTQcw0WYIT/Pyt11kCQJnb4A/reJuVAumGhMaiOhJNOtKjiKad05PMzGuEfRZbdxYtLQ7kVzp4+vbxraffAHglxZzHTbVc+lpyjSddxutUR8T7RQFMXeYT0VLbuvyMm0/XJSuf02EJQMx41FC7E/MR4XQBKxIyaiKM4wtNsjV+YOHToUy9Mk0QWgHsWIqacyyaMTodKfqFTptCcvsUeEzVEMrdqpsGIFS/sbMAAYMYLfTZX64kw3VvUfr2wLMOuXbNECgMnbvwFgfmSDEYho6s314lVoQVHUC7OJhsilyj2KZmxX3aUoktqjtZ5+LvcnzhpRGNWJOsNtR0mzXCUuLgb69+eLbJx8MlNfCFOnAjk5SO9oxYSKHeYURU3VPmpF0WDhvH5/A9q8AeSlOXmKW0+DLzx9wV7fn0igCj4VmbQJp4BaUbxm8zIgI0NdFAJYEM2CBex2dTXw1lsYf3ArAKBi9CS+mZj6ebxMFNdUtivK9bnnsn7YDz5gCiUANDUBDz4IAHj1uHPgumE+MHIk0NCAtIXP8cfu9Ad0iCIFjQjH2w03AHl5yCjfjys3LsGESnkgvVwIQZ8+SC1gRLDdG1BbJS0WwGJRqQbRWE9rZKKsVbeMgjXihW6YTUf48xnZTocXp/PZettiDdqRIS5al3xfqUqk1CLeGYoE0caYk+oIObb1Zh4SKTEaGk6E/oBIFPk5LbowGzNhYEa4/uQh+Oi2k1EYR5GMrlVjw/QnEo7rnwOX3YqaFg92Vrfik62H0erxo092Cv8exwKr1cLJNwCUqBRFdRFbkiTediKml4rJ7fWa8VkN7T7ei5ensR7r9Sh2msgaMAKttdq8Aa5g9iTqhPeCzgN9c1LgsFl5ATNR9lMl8bT3FkaPdsR0NpkyZQrmz5+PtWvXGm7T1NSE559/HmPHjsXixYtj3sEkEguzPYojitj8rbKDjXJ/okwUhYWz1g7RTvOEbFbYbVa+kDXsURRtpwIBoXEbRVlurJaTT/HVV8xu+uGHrF+xkFkgjzu0DTmBzrjn69CFX29hJja50wWwQ8dSEs3FOT0a62k3KYoOg/EYSn9idL0i6S4HSlsYyUQ/NiwZ1DNGIR4Emw2YPRsAcMre9aZeq3aos9KjGH4RWJDOPmsj6ykF95w8vCDmePhEQ209VVukeivI8kjhJVrbKaDYDx0BH3788UtsTAr1sBI+/5wPogcAPPUUhuxnRHHXkHH8brJeFma6cLysVq3bVw/p0UdZorLVCnzyCXDeecDw4cD8+ax4sWED2h0uLJp6AWaOKGLzEAHYFi7kpyWPLxhCFLn1VDze0tKAW28FANyzfCGskNA4dKRqDiERt4AQbiFCJIpGScxaMHWDLai09l1l+HdiiSI5D5iiaC7MZos8DmNUcSZGFMtEMW5FUVm0+gIS/rXmoOG28c5QJBQJhUltfyIguB0CsSiKiopMilSaK8owmy6+VkTCuRNKcVz/bPxwSr+I27odNj4m48mPd+DJZay4csGk0rjPv9SnCAClwmeWm6ZOPW31+DkBE4+NHGE7bQtNfZuXf+e0nykvzvhC1wmxFHzTxXFkcfb0JgJa0gwAfXPYe03fh0SNyCDCmZfeuwujRzNiIopbt25FVlYWzjrrLBQVFeGcc87B/Pnzccstt+DKK6/Ecccdh8LCQrz00kv44x//iFtuuSXR+51EjDDbozihXxZcditqW73YXdPKR2MMLtBRFOUTV4fG1koL2Q5fQJ0cSPjkE/aTqu0y6ERYkunG9oIBOFDYn9lUf/pTxXZ6/fXo7DcAzqAfc2q3x21JIEVRt0dRqEKnJCj1lC4kvUtRDCWKe2vZWAyHzcItQmahUhSJKD7yCLBqFfCTn4T+gXwcnL77m+h6FKMdjyErLrWt+n0UK2Ikxl0JcZFIAVPxJP12B4bJRJGIgJ6iSORxzo5VyGmWI/I/+oilGhNITbzoIsDpBDZsgMPnRX1KJnZnl/LNqgVFbWK/bNisFhxu9uCwMwP4z38Y0bvzThYes2cPSxltbkbToGH46YX3ou+w/kwZuPBCwG6HZc8eDGplRYNOX6iiSAuYkEr3zTcjkJEBV4B9t1tOPUP1a7GQoTeQWyQXrR5/xL4/ti9eSBIj3tqiWYrDfFEqGuiPxwi/r6QojirJxMhiVozcfrglrkRWUoWoMPH6mv361xuEJlvGClFRDEcUxeAZvTEKIvrlMsVLVBRbyd4shtl0saKYCJw4JB+Lb5wRdjSGdnsAWLq5Cntq2pDhsuOSyZFJZiQMyFPWK6KiqE1kp2u8Uxj7BQiKYptPNXMRYG6rOoPPlK7vYmtJrKMx6G/omtgb7Kf1Qr8tgcKPiDQnyuqul+acRPciprNJbm4unnjiCVRUVOCZZ57B8OHDUVtbi507dwIAfvSjH2H9+vVYuXIl5gq9Z0n0PMz2KLrsNhzXn9k+Vu+px95a9WgMIDTMpl1j/ctw2UEFwZDelbo6NhoDAE46SfUrIk9FWW5IFivuv/hXgN3Ohlm/9x7b6KKLUDmV/d3J+8sivu5IIOtqlZ71VOhd0Es9DRt57fPphmiQouj1Bw0H3BN6skeRFnZjSrP4PptFhtuOkhYNUUxJAaZNUynIHPPmwW+1Yuzh3cg4sMf0/np4mI25GaFiH4W2SlzZ2I5tlc2wWICThvUeosiVbF8Ay7cxIpvVy4kiLdy3HzYmipSCetWG/yp3BgJKSumePcD777PbDz0E/PCHfLP1fUaqRgmQ9bQww40Upw395IULnbswcCDw+ONAeTnwj38A110HvP8+fvv7f+HLQcfhlOHy552RAUyZAgCYWb4JgLw43yMfkzJR1HNZAACys9F8zfX8v9azz1b92ma18M9T26NMaqLFovSAmwm0ocVUXpozZLi5Yj1NrBKhGo8hXwsiKooVClEcWpgOm9WCxnafaqxJtKDWhsum9ENBhgvVLR6c8eTneP/bihACSoQg1hmKBBVR1Am80qp/Hn+AX9eMiSJTZCqbOvg1od2joyiG7VGMvg2iN+DCSX0wsjgDUwbm4J6zR2LJL07icxDjASmKVou6d1c7+oJC+7RpuKL1tEGjotW1elHH1S71MZCmE2bTEYeiCCjng96gKBJBpu8coJzv84VCbCLQ24LljkXEVXZyu934wQ9+gKeeegr/+c9/sHTpUrz22mu44447MHbs2ETtYxIJRId8kTEzQ2raYNZL8+XOGt5gP0RHUaSLr1bRsVotfDEb0ti8ejX7OWIEkJur+hVXFGXytq5gCFskAqxfafBgYMIEbJ94IgClTzEeUDiBvqIoWk/1ehQNAgTWrQMyM9mMyP79gf/7P6CD2YrSBNLVGiHJrNt7FAVrE1lxY0nAy3A7UNrMFBl/qYlQgvx8rBnMRmjkvv9OhI0Bp1091FqZ4Rn+2HbYrHyxpqp6bt6M/D6FuO2r1zGxX3bcduZEoiDDhROH5EGSgE+2MqLY23s2SFGkz8euYz112CwYUbMPJ5RvRtBm47ZPvPoq+64/9BD7edZZrHfw5pv5327oM0r1+WnDXEhNoKHoHKmpzHb6/PMInDMPX8iJvqeICvJppwEApu1jlldPSzsLxAEUokguC50FrfSLX6A+JRPlmQXIOeOUkN/rLSQBpeiW7rLzHk8zgTakphZmhi6mUrrMehrdeIymDh+ftza6JBNuh40v5OOxn1KxpyDDhacunYiiTBfKGzrw839txJ8+3qHatkXoN48HRVnK+6ydoQiE9k/ToHYx5EmLgnQX3A4rghJQIb9P+j2KsYXZ9GYUZ7mx9NaT8dYNJ+L6k4dw0hwv6BxQmOFWFarIUtrYzlwlSpCNuoBAOQsN7V5VXx4gW09bw1tP271+Xqyg63i0ozEISmG+54livZxdUZTpxks/mYIFP5zIZyjSnNu6RCmKrfohXUl0H46ss0kScaPTpD0PAE4YzAjcp1urEZTY4kWs6mhn++jNscvWGVoLQCGK06eHPC8RJ6ratnr8kH75S+DUU9kGl14KWCwoGzwRfosVRRX7ACFgKRbQoHr9HsUI4zF8BlXcF14AOjvZ7LSDB4FXXgHuuw8AIyuXb1+BCzd9xofJGqG7FEU96ymF+xTHEGyQ7lIUxfbi0ghbM/x3zCwAQOZ77zCCEAba1FPef2vi2KaLmapP8T//gaO9DTeseRtnF/SuU6PFYsGiH0/BRccpw6eze/lMqQF5aSp1Sy/J1m6zcjWx6tSzgNtvZ+6BDRuY4vfii2zDu+5iP6dOBU49FZLVihWDJ6sVRQ1ZoqHcIURRwN7aVjS2+5DmtKmGjdO55vi9Zew43LeH/czIAPLzVX3bQwpDA49yB/XDGy/9D8te+x9S00MXvRRm1ebVVxQz3Q5OFM30KVaHsWfxRWuY+XuxwCtY7nnqaaff0EZKoTV9slN4W8LIEtanuL0q9kAburbkpDoxc1g+lv9yFq6bOQgAC7cRwc/lcSqK+Wku2OVjO2yPovwe8SCbVIdh353FYkG/HHWfomo8Bk89DWM9jaEN4mjGtMF5OG9CKX5xxjDV/ZSfEJRYIZgnm2sKCGJyu9Z9UtemBNxo++cozCYoKZ8J71GM8TreW5JPJUlSbNTpTowpzVKNXImUKh4tkopizyN5NjnG0O6TracmFMWJ/bLhtFv5bLLBBWkqW4bWespTJx3KRZgriloytIqNtcC0aSHPy62nMjmRJKDdL7H5iS+9BPzmNwCAvQEHykrltNSPPor4egAwG+iePYBHfRKjHsWmDl9IOqCoKOqOx9Cr4gaDik32tdeAhQvZ7SefZCT5oYfwyLtP4Kn/PonWHeFtlj3Zo0jEORaiaLNa0Ecmiq0FJab+5n9DT0Cn3Qnnzh3qABMdhITZmEw9BfRnKQbLygAAroAf5678j6n97U64HTY8ccl4PHj+GEwekIM5Y4oi/1EPwmm3qsIkdHsUW1tw4eblAICmn8wH8vMBsmouWsR+LligFIkA4L33sPPzddhaOFi1GOELinRSFNlz769Ver60aJKJQ266Ux1Zf+KJgNOJwqZaDGyogLRpM7t/yBDAYkFVcyfavQHYNcmKIm689ET85NzJur8jRdHoXJPhtisjexojK4ra1y6iy1JPA4r1lM7zgaDEVTAtSE0cmK+8XyPl0LREKIpkE0x12nHdSYMBAPvr21UOieYEKYpWq4UrHHrvuUvTTxipP5GgTT6NNszGE0ey5tEIp92Kv1w+CZdP7R9yf4ZM5hrafar2EhH0eTUKqad03alv8whBK+pjQFxfkZJPBd9YPxtq/ehpRbHF4+ftKXrBTDzMJtHWU53vWRLdgyRRPMbQEYWi6HbYcFz/bP5/rcVKO0dRL0yEz2MULUmBAECJuRpFMRiUOFEsyHDxHsc2j5/ZOP/v/1iyIFilfcVgeSH24YfhX0xZGRv4XlTEFnslJczG9tVXQHs7m5Eon8DFPkVfIMhfV2aKnQ/K1VMUVReAtWuBqiq2z5dcAlxzDfCjHzECefbZwG9/yze1Ll8edte7rUdREw4DAIeJKMYyfiQQQEErs/U15RVH3DwYlNBgT8Fng49nd1CfWqT9lUcdKMdfZLVAjyh61m3gt4teWwS0twMNDYzk19dHfMzugMViwdXTB+Kdn52IoYUZPb07ETFUUNv0rKcZ7y9Gmq8Tu3P7IuXM09mdV1+tbPCb3wC/+IXmjzKQPX4UAGZvorRCJfWUHasDjaynAtr0kksB1kt7IrO2n7x3AzIe/QO7f9YsAMDuavaY/fNSdQlwJKTohF0AyrlUJIoVphTFcNZTsrkmboEZCEr8fXfarXDZrfz7aNSnSOd10XpJfWjl9ZHJsB4kSeJhNqIVuyjThXSXHYGghP3C55+oOYoAMEwmuWLAG8FpU5O6eg2ZNQJPPpXnuLYJYTZmxmN0HqHW055Atmw/rW/zYn89O0bIWcS3SVW2oR7FIXJPcr2oKGoIk14fcmecBV+tg6unQO9DqtOmS3oVopgYRbE6qSj2OJJnk2MMnVH0KALACYOU4c/a0IZQRVGjVkoSLv7oFZyxcw1vFgcAbNkCtLTAn5qKR/dbVXOBRCtWhtvOe/ladBq4K5s68enQqew/y5bx/r8QtLay+WlvvAHU1rKkiIYG4O9/Z0E6GRmwjB+POXXb5cdVHkdc9KS7lIHgnV5RUdRJmnv3XfbznHNYUiMA/PnPjKg2NLDnKRnIHvfrL/T3mx6/m5LsqEdRDLMh0hwTUayshD0YhM9qQ0NmbsTNSaH4YNTJ7I433tANAiIoyYJyj6LJRF9Ahyi2tCBl/14AQHNOASx1dWwI+nHHMQukEKKShHkME8isHqFKffVlAMCb489EIR1j553H3vOHHuIzDrXITXPCYmHWroZ2L1o9fl4oIKVnoGA9NbJDEnnSDWqSVcw7v3wVA6r2oT0jmxd4lP7E2OZsEjENtZ4qREaxw5voUWw27uNJ5Xb58KFZ0UB0HTjtVlgsFsV+akAUW3SCZCgpsbzBWPUNhw5fgBe2xPmEFouFW4J3VbeG7EO81lMA+OPF4/HKNVMxWWfWH52rufXUZMQ/vR8H6tsRCEqqdg5alJtRFF1JRTEiclMVtXAbjW0pURffxNAbIvtU/KptFcZj6Hyu2j5kZYzWkd2jaJT0SqD3IhHjMTz+AF+DJYlizyHuledrr71m+Ls777wz3odPIsGIpo8LUAJtgNDKqbbCpU09xerVmPfm3/H0u4/Atm2L8odyf+L3JSPw7Mr9+Hp3Lf8VVVAdNgtcgj1EW3n3+oOoafVga8EgBPr1YyTx00/1X8Rf/sII4pAhwBdfMKXoo48UhTEYBDZtwuVrmFX0sKAorpKDLgbkpcJusyphNsLFWom91iGKF1yg3JeXB7z8MktffOwxvD//HgBAwdqvwvbjdVuPomb2lyRJClGMZfjyQTbP7HB6Lpp9kePv6Xk/GzIFUkYG6zv95z8Nt3dq9rczCusp9VFQo/zhlSwQqSo9Fx23/5Jt9Ne/Avv2sduffMLU5ySigqgohsxR3LQJjnVrEbDZkXrtj5WxEQ4H8PzzwL336qfjgvU20iKuttWDavk4TXPaeHGpb04KbFYLOn1BHG7WX7TQ+IFUPaIoB9pkeBiJeWDG1VhWxRYtu2XyMURHTTID6tFr0ETuqxTFbOPZrlrQcay3mOqK1FORrJCSGGmWIr22dJei5tHstarmTpWTwSxITXTYLEjTfO/psxGJYqKspwBTrk8eXqA7mkmr/pm1npKiWF7frlKA01z2kMKYHo7UMJueAPUf1rd5ufV5pDzbk0Cfl5h6OlQumNe2eLjtWe9zpT5k+hw7jpIexfrW8MeyaD2NZ+wNPQbAvt+9PeX7aEbcZ5Obb74ZH+rY/m677bawJDKJnkG7VvWLgEn9s/mCfJjG6kYnrnZvAH7BoslJ6BZGDp1BP05/8reKOiT3J64tHg5AWXQBQKuHnQTTXHZYLBa+6NMmg1a3dEKSWPKl9dxz2Z0Uoy+isVEZ4P273zEF0e1mw93/+U9mD/0P60cbVMl6BcWF2QffVgAAzhnHeuz4HEU9RZEuAFu3stEfTmfIjEjMmQPs3QvcdReaj5sKj82B9LpqYIc6nU9EvJYVs3BqehQb2n188aZnaYsImShWZhSYurjRc3kcLj60HNdfz2zDYfaXp55S/20UPYr0WW94j9l/qwaNRNGtNypJvOedB1xxBbv9u99FfNxjFm1tCqkWoCaKmuNX7tu1nXcubr3y5KifkocmtHhDbKf0fKTQGNlPqQCV7tI5ZqZOZQmpAMpHjMdb48/AU/Iw8D3yyI0h2tEYJkHKn3YshDi+oZQUxcZO1YLrhS/34JElW1UzQElRLNAJs+mK1FOR1FEBIFLyKZ3bxeHh+elOuOws6VMb2hMISrjyhTW49qVvDBectHjPTnWGEDY69nbXsOuLJEmqYLKuhHaUBalRuRGsp2KPIn1eNisrmpqxnibDbMyDEk0P1rfz/tkRReo1TrZQ0CEljY6rA/XtvL6r97mmOrSKYpzW017Soxip6EHXVm8gyM9nsULsT4x3VnYSsSPus8kbb7yBK6+8El98odjnbrnlFvz73//G8gi9V0l0L4JBSbGemlQU3Q4bnrx0Au6eOxIjirVEUbnYtnr8oamn27bx3w/YXsZmlwFcUSSiyOecQaw6s5NiusHsIFpUFGW5YDn/fHbnBx+EWhWfeoqRxdGjgcsu03+RJ5wAAMg/fBAun4f35TV3+rBiBxvvcO6EUv5+AEzl47HXvEld/jqRmnj66axH0QDZORlY15f1WhmqoVCGNnffHEX2HpLlLS/NGdtzE1HMzDd1cRMHeFvuv5+R7I4Opsrefz8LPjrhBODNN4FgMCTMhivaJoogQwvYsbx2bz0eX7oNbWvXAwCyT5wCpKcDX37J+l7ffRd4+GGWxJlUFY1x+eVMsacAJwBYuRLDP3mfi4KqsBiPh43AAIBrr43pKcVeGKM+Fj4io1afKLYa9SgCrNBz5ZVAdjYyXnwBFqsVWyqbcbC+nRe39PrTzECvRxZQW0/J7t3hU+xXta0ePPTfrXjuiz1YsoklekqSFDIaRESqQXBOPOCjMWxWvoCLNEtRz/ZpsVgM7ae7a1rx1a5afLqtWrf1ABATT0OJHyk/u2Si6PEHufsg3jmKkUDnpk5N6qnZMJuGdh93tqQ6bbBYLNyy2GlijmIyzCYyyKq8eg/rPy/NcnOln28jE0BvIMiP32FF7LiikL/sVIf63CaDJxvLx64nitYIPdB6q6fnKEaynrodNr5+i3dEBieKsTiakkgY4iaKZ511Fp599llccMEFWLduHW688UYsXrwYy5cvx8iRIxOxj0kkCKJdKJqT1bzxpfjpKUNC7ncKVc6WTr+iVtKiazvr+dtcyBLocNddwM9+xhQ3ABtL2fGxR1jEtXo0RNGlTxRJCSrJTAFOOYUt7quqgPXr2UiKZctYf9NTT7E/eOABwGbwmouLgbw8WINBDKs7yB972ebD8PqDGFqYjpEySSYyOKx6H7zrNwKBgFpR9PtZyimgtp3qIDfNia/7T2D/+ewzw+06/d2jKPLUUz+7AB6Opz8R4IryocxCU0SR3ken3co+q3/+Exg6FNi/n32Wa9awkKDLLgMmT8aE915Dv8YqeALq1FMzRZBxfbNwqxyZ/vSK3RhauRsA0H+WHK40ejTrL7VYgAEDWBgRwI6j7kR5OXDPPew96K0IBFihIxhkpK+ykpHqU0+F88dXY04zU+qdovX0P/8B6uqA0lKmsscAkWyR9VRLlAbJyaf76vR74JRUSQPi8NxzQHU1sqZPwdRBTGV+d+MhHjATu6LIvlMUQkMQraduh42HZFAxbeUuxab/5092IhiUsGZvPbyBIKyW8NbTrlAUnYJylSWMyNBDq6YISCD7aXmDuhdzc0UTv93Ypk8+yfqnNyqGehR3V7chGJS47dRiAdJNBF7FA/rc6BzKx2NEIIrpLjtfgC/ecIjfB8DUHEXdNogkdEEkcONBlhlAo1pEpDptqmPcYlFCsgh6yZ+AkGzsU/coxkrie431VJ6haPS6AUGJ1Y5FixLJxNPegYScTS677DL84Q9/wMyZM/HBBx/g888/x/DhwxPx0EnEgE5fAF/sqAmxqIhJnYmqOFKVq7nTF9qjKBPFR2f9GFsGjQVaWoBnn2X7OGAQ6lOzAIDPIwOUxQSdFNMNehSrxDROl0uxeN58M9CvH7OW3n8/e87Jk4GLLjJ+ERYLMG4cAGBEzX7el/fBd8x2eu74Ul41dztsmLV7HZYuugWuKZOB7Gzc88xdKGmuYRfnv/2NEaScnPDPCRbJ//UAmSguX64b3CJJkjCvrHvmKHq5ohhHf2IwCPzvfwCArweM57azcPBqbVM5OcxOPH06cPHFzKr44INMpS0rw7SnHsCXz12Hnz94HeDXUbQj4NYzhuOBc0fDFgxgZM0+AID1uEn6G99zD1MVP/0U+P770N+//TZLyfz6a+W+3btZr10gxgW6JLGk3EceYWFMesmrBw6wvtsPPmDFhjDhP12GHTtY3y/AyN+FF7J/PvaZX7iLWc259bSujs1LBBixtMe2aBcVRaMePVIU9xtaT9lnoxtmQ3Cwc9xZY1hy70tf7wPAVKxIC38jmFEUAXBy+snWwwCAz2WHAwDsrG7FW+sP4s632RiZSyb30z2vU+GkwxdQ2VXjgTIaQyH/ZnsUtYmjRoripkPKbEXtDDtCI08TDVUUB+SmwmGzoMMXQGVzJ7edZrjshrMMEwUqIOyR1UwlHTPygpdURTrOaEyUEmZjxnqaVBQjgb67FN6mdUwBTPEWj63sFAecdqsqYVc7GoOgJBsnyHrqDl+I6S4oiqLxsUwkvKkjvhEZVEhLBtn0LGK6Qt9OF3kNCgsLMWnSJDz99NP8vieffDK2PUsiZvzjiz14ctkO3H/uaPxkxiB+P1XPXXarahB2PMh021Hb6kFLp59XzFKdNrZI3MOUhF15/XDTTx7H8sH1wHffATt3YtOscwHGw1DR1IFOXwBuh41bjGjhZpR6WiHbIilCHueeyxbrNHajtJRF2U+fDlx1FWCNcHIeNw5YsQIjavbhy6ZONLR58dVOVr2fN0GZAeioqsST/30SVkiQHA5YWlsxbcsq/KtiHzrm9FHGXjz2GAuvCYP8NBe+KxmGNlcq0urr2dzASWqiIlaPu15RpNRT9pyHub03BqK4cSNQWQmvOxVr+o1Dn2isp2I1fNQoNfkCgBtvBF54ATX//g9yNn6DEds3Ah9/jHYv23/d8RjNzUxl/t//WLDRc88BRUX48YxBGF5fDvcfvZDS0mAZEqqcA2Cq4rnnMiXslVeUvleAEaWrr1ZssuvWMVV75kygpoYVMsSRD2bx+uuMBALAzp3AD37AQpj27gWWLGGpsN98o/6b885j+5eVFf3zxYqNG9nPQYOYmrhmDft/375AeTlOKPscmHgFs2dJEjB/PttuxAiWLBsjiCjWtHoAmf9oB84PkpNP90awnqbq9ShqMHtMMR74YAtfKMWqJrL9NCKKanvmWWOL8b9NVVi6qQq/nD0CX8rnpOmD87BqTx1+vfh7SBIbYv+beaN0n0ssnHT6A0poUBwIqygaEUU6t7tjUBQNHrOBW09DCbvdZsXAvDTsrG7FrupWXnzs6v5EQLEk17Z65Rl88n6mRX7uGUPy8O3BRvTPTcXZ40pw5TQ2A9CMosjbFLr4WnE0QFtcGKlDFNl2Th6GReQyN83Jbc/GiqI6zCbuOYrUhtNLxmOYUhQNnABmUZMcjdErENPZZOPGjbr/hgwZgubmZv7/MoMQiiS6FofkC+5+jd2qM8rEUzMQk09JUXQ7bIwk+v0IpqaiKiMPNX4rU0ceewxYvBibJs/ijyFJStgED5eQq2fpBmE2pChyonjhhSylcM4c1ld24ABbaN98s7lFs6wojqzZh+oWD2Y9sQL+oITRJZnKgjAQAH70I+R2NGNT0RDs33UIWLcOh3KKMbCxEiMvnMNGcUyfbqrvKjfdiYDVhjX9xrI7zj4b+PGPFXIAdcJdV/edaMNsSFktiUVRlAOuKqfOhNfuMNejKCtvzki2qbw84Fe/wqpFi/HKcfMAAMGXX+GLV1WPYkcH8Ic/sMIBqZLvvcdGL8g4sY1ZvCzjxhnbkwE2wxNg1mK//Hr8foUkWiyMGJ5/PlMAa2T1R1ZWo0JjI/BLOX312muBjAzg88/ZQPpRo4A77mAk0WoFhg0DpkxhhPT991kIi6zmdwuIKM6dCyxYwG5PnMj2LzUV2dUVmFy3D9MG5wKLFjGy7XAwa3Gq/rB6MyiSA5aWbTmM1XtYOrHWejpAtp7ur2vXDURp0xSmwqE0OwXj+yrnklj7E8X9rGvzqkZNaEdInDayEE6bFbtr2vDhd5WoafHA7bDir1dMQqbbzsM0/njJeMPZgGLKYqLsp6Qoit9V6lGMGGYTYj0lRVEhipIkYXOFoig2GiiK4ayngELmd1W3JnSGYiSkuZQ5mLuqW/l+mlEU75g9AmvvPR2f3zkLv547khNpl9CTrXcst3T60OZV5i4mER7a4sIoHeupdjsKrRFJktHIE0pSTtx4DCqa97T1NLKNmr6PRk4AszhaieIXX3yBc889F6WlzK32LuVaAPD5fPjVr36FcePGIS0tDaWlpbj66qtRUVGheozdu3fjwgsvREFBATIzM3HppZfi8OHDqm0aGhpw1VVXISsrC1lZWbjqqqvQ2NgY9f7GRBSXL19u6t9nYfquIuHpp5/GoEGD4Ha7MXnyZHz55Zdht//8888xefJkuN1uDB48GM/KFkcRjY2NuOmmm1BSUgK3241Ro0ZhyZIlMe9jbwVZ8LQWoA5vdDMUzUCcpaiynsoL1eCw4ZAsVrR6/KoFUY2myXmvbD9V+lhs8uPrW0+5LZIG5GZkMFvg0qVsoR5uwa+HsYysja4/AEB57y6b0pcRjVNPZarS55+jzZmCm8+7C+12FzB5Mub/+HGUZxbCIknseZ99NrKCCeVi8/qEOZBSU1mP5csvM8IoW/moCmm1APYutks5eJgNW4RUxqMoykSx5pQzASix9OHgEcJszMBps2LxWDbCwPLeu8jsZDYvXghZsQIYOZINbW9rY/2Ol1/OfrdoEbNAAkqq6sSJ4Z9w7lxGUquqmDoJsMLHmjWsGPHFF4zIlZWxQgUlp37ySfSW0PvuAw4fZqrb008Db73Fjq3WVkYITzuNzQGtrGSK5tq1LICnXz/2/x//OLrniwcbNrCfkyYBP/0p60Fes4b1/s6dCwB4q7ACP8r1Ar/4Bdv2oYfYjMo4cNbYYoztk4mWTj/vGdSm8/bNSYXNyuyH2oRRAFEvrOfI9lMgPkUxJ9XJv891rcpiSms9zXA7MHNYPgDgD/9lvd3TBuchP92FG08dCgC4buYgnDgk3/C5rMLw70QF2nh1vqt8jqLBd91ohqGe9fRgfYequEQqhhbhwmwAdfJps8HzdxXo+Nh4oJHPCjajKNqsFhRmuENSHkWCoacqLt9eg0BQwuD8NF5EScIYIgF02CzcfRCynfCZETkSCb+RBZMKlm18PIZsPY2xfzRTM46spxApzAZQvo9GNnSz4C0FR1mPYltbGyZMmIC//e1vIb9rb2/Hhg0b8Nvf/hYbNmzA4sWLsWPHDpx33nmqv589ezYsFgs+++wzrFy5El6vF+eeey6CwlrjiiuuQFlZGZYuXYqlS5eirKwMV111VdT72yv9CW+++SZuvfVW3Hvvvdi4cSNOOukkzJ07FwcOHNDdfu/evTj77LNx0kknYePGjbjnnnvw85//HO+88w7fxuv14swzz8S+ffvw9ttvY/v27Xj++efRp0+f7npZ3QYiitoqbLSjMcxAVBQ7RKIoJ55ahUAj8aShtVxRoI02zMbIehqiKMYLmSjmN9fhsx+PwZKfn4RPbj8ZV/kOMKKxYgVw6BDgcuHxi+/Evtw+nMTtTSvAZZc/jI6zzmGWxvHjTT2l22FDqtOGT4eegAPbDzDyUVLCSM3nnwNQFMXx9QdgOe88RgS6KHnToRk3QUEMUb/HlZXMfgmg9XQWVGLm4kaVSt2Zdjpw2a1M2S0eCIvHg7nbV8JikSvvH3/MSMqBA+w9++c/GYF6/XVGCNvbgWeeYQRu5Ur2gJGIotOpjMp4+WXgX/9ifbAAm7k4cyYjdE4n0L8/I0tpaczq+t13pl4TAHas0QXk739njzdnDntPV6xgauOnnzILbmGh8ndTprDfA4w4trSYf85YIUmKokjEb+RIts8As8sCsL7zDnMUtLUxS/gdd8T91KlOO/5z4wzcddYIOO1WWC3AYA15c9qt6JMtj8jQsZ9SAcowzEYDkShqnysaWK0Wbp0VA230htKfNZY9Jyn8Jw0rAAD89OTB+PSOU3DvOfqWUxGpmuHf8YLOEeLIE7Ke6i0OJUlSioAG1lNxlqJoOwWMQzEaeI+i/qKViOKu6lZsPsQeszsURUCZ4/jNPtZbnO6yx9U7KAbU6M1S/GhTFQBgztji5CgBExAJ4NDCjNDxPbSdjqKYK6iI+ZEURY9aUYw9zIaK8v6I8wn/ve4g7vj3t2H7WWNFvRnraQqF2SQVRT3MnTsXDz30EH4gXx9FZGVlYdmyZbj00ksxYsQITJs2DX/961+xfv16zoFWrlyJffv24aWXXsK4ceMwbtw4vPjii/jmm2+4QLd161YsXboUL7zwAqZPn47p06fj+eefx4cffojtUTqOeiVRfPLJJ3Httdfiuuuuw6hRo7BgwQL069cPzzzzjO72zz77LPr3748FCxZg1KhRuO6663DNNdfgiSee4NssWrQI9fX1ePfddzFjxgwMGDAAM2fOxIQJE7rrZXUbiLBp+zo6utR66hOIqJ0ritaRI3glrLE9lChSNZkCbZQeRbX1VFQU/YEgX1wljChmZAADBwIABh/ej9GlmRhamAELHXMXXsh65SoqsOp4pmJ1etmIDI8/gPLsYrS8+XbUUf9UlasNWIEzzgDmMSsl2RU7PV489NHfsfj5m5hKV17OFNMwcxdjBV3wqpo70dTuiz3M5r//ZT+nToWrLxsrohfpHQxKvNIOAN/sZQuqiX3N9dc57VbAYsGyybMBAD/Y9BlSHTZYli5lvXqdnayvcNs2piRaLOzfnXeyB/jrX1kK71dfMQX4lFMiPynZT4n4BAIsEfXKK9n9s2axeYLbtjEFc9Ysdj8pkJHQ0MCsrJLEjqXTT1d+N3Ei20d3mM9j8GCmfAeDSr9uV+LAAbbPdjswZkzo7885h9lMd+xgVtTsbNZDGa3ibwCHzYobZw3Fil/Owvs3z+SkUMRAWSnQm6WoEEVz+zO0MB0nDMpFhsuOif2yY99xKIsfmoEI6Ae+nDmqSNVTfrKsMFosFgwpSDdFCqg4KA5xjwfkDnHpWk9Dn8PjD/JxAlrrqd4sRdF2CoSznrJrSraBokiq3ob9DXjuC9Yzf8aoQt1tEw1KXV23n6VqRhqNEQl2qwV0GGgJQKcvgOXbqwEooUtJhIdIAEcZ9Cdqt1MURYE8RuxRZJ9VvOMx6HsTEMacGeGJj7bjnQ3lWLG9Jux20aLTF+CvJ9eAIAOi9TR2RTHS2J9jCU1NTbBYLMjOzgYAeDweNjLHpbwvbrcbVqsVX8lCwqpVq5CVlYUT5PFvADBt2jRkZWXha23uQwT0OqLo9Xqxfv16zJ49W3X/7NmzDV/cqlWrQrafM2cO1q1bB5+cvPf+++9j+vTpuOmmm1BUVISxY8fi4YcfRiBMIqHH40FzczP/19IdFfoEgFtPNV/SzjhPVHroLye0rdxVp1YUqWIxYgQ/aYgJWGQpoFS/vbXMNqitOuuNx6hq7kRQYhdOo8SxmCD3KfJUy6oqRggAZgWcPh3IzeXvX4cvAH9QAnGdWKrFdMGhKh1Z9Ygo2ha/gyvL/gerJAGXXsr6z+rrmT21JsJFoLERuPtuFnwSoQIJsMr+8KJ0BIIS/vt9JV+0Rm09lW2nmDfPMNK7qd2HqQ9/gutfWcfvWyMTxRMGhw8BIlB/1EcTTodkseCE8s147ZU72Xvj8TBC/fbboX1wl1zCFL/qajbb02IBXnqJKWGRcNxxjBD5/ew9veEGlmwqLtZLSoAUmbCcyay3pogiPd7Bg4xkUr9ftDjxRPYzyosBx8GDbATJ7bdHPm5ITRwzhllitcjKUt4DgCnu/frFtl9hUJqdgrF99AsMA8OMyGiNUlEEgJevmYqVd58Wd5WbB9rI58JOX0B3zl9OmhPT5e9Ecaabq2TRgAJtEm491Qmz0VMUxdEUWpuvxWJBH439dJOsKFKPqdGCk6eeGizWhxSyIgGR1JtOHYIfTkn88af73DJJNTsaIxIsFouQfKomCl/urEW7N4DSLLeqjzYJY7gdNn4t10s8JagSToUwG+U+A+upNsyGp57Gtv5Kddp4wSjciIwOr2Kz/668MabnMgLZTh02CzLCnDNJrTUq8JhBi8fPj/MjRVFsaWlRcQaPJ745kgDQ2dmJX//617jiiiuQKc/lnjZtGtLS0vCrX/0K7e3taGtrw5133olgMIjKSjZft6qqCoWFoUWxwsJCVFVVRbUPvY4o1tbWIhAIoKioSHV/UVGR4YurqqrS3d7v96O2lqXE7dmzB2+//TYCgQCWLFmC3/zmN/jTn/6EP/zhD4b78sgjj/Am0KysLIwePTrOV9c9oMVASI9iFyiKPziuL6wWYNWeOn5yCiWKdNIIVRSnDWILIK31NCNkjqKywNktq48D89MSlt4KIJQovvACIwQnnqiyJbqFwcfiBTuWpLlcThTlE8rppzN1ZtcuYNcuZLzwHADgvXk/YYPm33+fpUvu3s3UKnkmpS4eegh49FGm6px0kinicOZo9j16dTWb25fmtIW9IITA61VIkYooqlWGb8sbUdvqxafbqrGvtg2N7V5sq2KFmCkDc009FakZh9Lz0DLjZADApP2bmFp17bXAv/+tWCBFOBzAbbex2xYL8OKLLBnXDCwW9rcWCwubefrp8P2oRJK+/JIpnE8+yUa5/PGPoZ/dv/7F9tlmYxbZ9BitjbESxWCQBUFNmMCOtaeeiqxKElHUpPWqcN117Of8+azY0c2g8QK1Oj2KVB03E2ZDcDtsXD2LB9RPSYoifUf05vxdcnxfAMA540tishUmepaiMh5D7FFk+6zXo8gLgE790RTa5FNSFGcOZeqpkYWNeheNehRTnXYeOvTTkwfjl7NHdJstU9vDGs6qZxZK8qn6c1yatJ3GBAqi0ZuhSBBJYY4OUTS0nsrfYeqDbvfRnOnYlt0Wi4Wfp8KNyDhQrxTEvj3YZLhdLKhvVfoTwx1n2SnsPWmMQ1Gk8yLNlD0SMHr0aBVneOSRR+J6PJ/Ph8suuwzBYFA1TaKgoABvvfUWPvjgA6SnpyMrKwtNTU047rjjYBPcOnqfkSRJUZ8jem00lvaFRHpxetuL9weDQRQWFuIf//gHbDYbJk+ejIqKCvzxj3/Efffdp/uYd999t2oUyKFDh44Issh7FDt8qveNFgmJVBRLs1NwxqgifLzlMK/aprY1sb4sABg+HFkbN7P9kU8awaCEWvmEc/zAHP67hjav0qPoVvcotgqLj52HGaEYFkNlPSzkPkVs2sQI4nOMpOHGG1WbuQVFsVOYTRnLkGNqhKdKHTIzWa/bihXAY4+h8Ntv4LPasPdiebxCURFTCE89lc1rPP54Fp6jJTqSpKihFgvrwzv5ZKZ+/eQnhvsze3Qx/r58N7ZWsoVaUVZoqEJYbNzI+v/y8oAJE5Ah29DavQH4A0E2IgHAQSG44n+bqng/z5CCNNPVQ1IzvIEg9vziHvj21mDnqMm4YtEfIqtWN9zAbLwzZ7KRFtHg2muZldVMYueoUSxxtaKCzdWk8KyPPgLuugu4/nr2+TU0ALfeyn53331MOY4VRBRXrWLkL1Kw0o9/zJJIW1oUBdHpZKT/mWcAwboSAgqyCRdMc+GFrL+3pMR4my5Erla1FxCLopgoFPDxHsxuSSqBHpk6f2IfjCzOxMD82FJiqTjY7ksMUfSEURTbvQH4AkEVidTrvRQhBtpUN3eipsUDiwWYPiQPr685oLvg9AeCfMFslHoKAM9eORl7a9swe3RRt5KookwX0pw2ThSM+iijAXOt+FTWQ18gyOdsJm2n0eHWM4Zj7d46nDjE2MWi6lGUlbJ8wclkaD11kYrPegppxEZBeuztMukuO5o6fGEVRRVRLG9EMCglbG5onVzQDjdDEYCuOBAtjsT+xC1btqhyT1x6LhuT8Pl8uPTSS7F371589tlnXE0kzJ49G7t370ZtbS3sdjuys7NRXFyMQYPYSLzi4uKQFFQAqKmpCRHWIqHXKYr5+fmw2Wwh6mF1dbXhiysuLtbd3m63I0+eZVdSUoLhw4er2PaoUaNQVVUFr1e/WulyuZCZmcn/ZWQY2xN6E0hRDAQllWWT7k+koggAV00foPp/xj7WC4K+fYH0dH4Rp57JhnYvAkEJFgsbLlwqWxv31LbxyjMt3JTUU2WBs6ua2VQTThRJUVy3ji22y8tZiuXFF6s2E62n4oIplkUIVTTrheRDbj994QUAwNLhJ6J0jDDfb+RIlqx5+umMlF19NVvoi9i4kfXKpaay/rDLLlP66R5/3HB/xvXJUvUkRt0DSkE7M2YAVqtqYSgei+LF7H+bKqO2nQJK4qLHH0TN6Am45MrH8e8LfmrO2uh2A088ET1JJJgd62CxsN5TQCGJP/0pC6exWpn19ZFH2DzBmhpg9Oi4ZgsCYGFKqalAU1N4xRlgY2xefpnNmZQkpmbfcQdLagXYrEZKh9WDGUURYGS5h5QOWsjVaYiiLxDkFsq0BJ8TzaBA/p5pFUUjMjWiOCPmMBRSNzoS3KMopp6KfZXaERnaAqAW4ogMUhOHFKSjRE611lMURcdMdpjZiMOLMjBnTPcrbRaLhfcpAsZjFKIBuVZERXHNnno0dfiQl+bE8SbdGEkwXDy5Lx6/eIJhkA2gtp4SaaRzitViXKSgeb5tngAa2338XKNNZo4GdG7Q6/kn7Bd6sVs6/bq92bGCvoe5EdJ7cxIwHuNITDzNyMhQcYZYiSKRxJ07d+KTTz7hPEYP+fn5yM7OxmeffYbq6mqejjp9+nQ0NTVhreAKWrNmDZqamnAiFZNNotcRRafTicmTJ2OZpqdn2bJlhi9u+vTpIdt//PHHOP744+FwsAN6xowZ2LVrlyo6dseOHSgpKYFTz552BKNDqBqLFZ2u6FEEgBlD8lXR0u7dO9mNESMAKBfxJvmkQSeA3FQnHDYrBslq0p6a1pDUU70eRSKKQxJNFEeMYMTQ61UGmd9wQ0jvFUXNe3wBZcBxjJHXumoHEUUZL0+eh+FFmiJFURFTpUjtvOEG9YJ+8WLlsYYOZamfv/oVu+9Xv2LzBHVgtVpwxmjF114UbZCNSBTBrGn0fon20/J6ZWbad+VNWPI989WfMMj8QscpDKCmPpDUHljwR4TYo/fUU0xBXLqUJZoCwL33MqUXYL+L93xktysqYCT76UcfsZ8nnsh6cltbGYGeOZORP4+H9W/qoaqKKYUWC7Or9lKE9AHLEAOyelJRJMu+XpBNopASo/X0xZV78djSbSH389RT4bxnsyp9S9q2h5ZO9XldC7KeHqhvx+KNbK7pmNJMbinVUyaobzHDbedOhd4G0X4ab5gNIFhPBUVx3X5WZDtleEFiWzGSAKD+3Oj2oPw0DC1Mx+maoCkRVHzq8AV4YnFOqiMuG2WmkHxqBLEICzBVMVGo49ZTc4piuzcQc/LqkagomkVrayvKysr4rPm9e/eirKwMBw4cgN/vx8UXX4x169bh9ddfRyAQQFVVVYio9eKLL2L16tXYvXs3XnvtNVxyySW47bbbMEJed48aNQpnnXUW5s+fj9WrV2P16tWYP38+5s2bx7cxi155dr399tvxwgsvYNGiRdi6dStuu+02HDhwADfccAMAZgm9+uqr+fY33HAD9u/fj9tvvx1bt27FokWLsHDhQvySBlYD+NnPfoa6ujr84he/wI4dO/Df//4XDz/8MG666aZuf31dDTGwQLxg0yIh0X5vq9WCH53QHwBbMzp2yYmcRBTpYi/vi/YEMDifXUwfW7qdn+QytdZTjx/BoARJkrCTK4oJVngdDtaT9fbbTEn5z3+A3/42ZLMUIRiCFMVY31OeeiouYseOBWT7wpbCQVjXZ7S+emqzsZ630aNZMMsttyi/I9spxS9bLKxf8d572f//9CfDoJLZoxX7UlSJp5KkjJqYOZPfnaFzcaPPmcgeJaxOi0ZRFAZQq4KUehsuvpj1573yimIvBRi5p7mCALO0nnRSYp7TbJ/ixx+zn+ecw4oPVBSxWFgiLMDIqzgH0u9nxHbyZPb/kSNZanAvhZH1lIpPTrs1rKLQVSBloYYTRYX4JBqpggvCLNq9fvz+wy14ZsVunkZKIKLo0rxvyixF9UJWOx9SC1IU1+1vwAffVsBqAS49vh9XJlo9fv6chMYIozF6A8hSDyijFeKBXpjNDrkVY3SpcZ9dErFDjyi6HTYsu+1kPH/18YZ/x3sUPX7+/eFzn2OEUTicCLq2khU8kX2KZkZjAIzQEn/WhiqaxdFMFNetW4dJkyZhkuzEuf322zFp0iTcd999KC8vx/vvv4/y8nJMnDgRJSUl/J8Y6Ll9+3ZccMEFGDVqFB588EHce++9qkkPAPD6669j3LhxmD17NmbPno3x48fj1VdfjXp/e2WP4g9/+EPU1dXhwQcfRGVlJcaOHYslS5ZgwABmcaysrFTNVBw0aBCWLFmC2267DX//+99RWlqKv/zlL7jooov4Nv369cPHH3+M2267DePHj0efPn3wi1/8Ar8ileUogT8Q5EEDgJoo0iKhKxbTl0zuh5dX7cP05oOwPPsPdqc8T5BOWFQVDiGK8sW0VlYa54wp4jPKxEVTU4cPvmAQTR0+eWaa/oDcuDBoEPsXBjzMxq/0KMaqKFIjPA+zAdgi/corgccewzMnXIy+uanGiofLxRSf6dNZGMpZZ7F5etu2MWWKxm0Q7rqLpWlu3coCVk4+OeQhpw3OQ4bLjhaPPzrr6c6dzD7pcikkAuwzrGnxqC5u1KN40XF98a+17Ls8MC81KgXTJdjIKUCjVza9u93MYqqHP/2J9Sfu2AE89ljinlNWdMMSRZ+PzWMEmBVWiyuuYIE9u3Yx2+y8eawYcOWVLOwGYCNlqJe3l4JSCVs9fnj8AW7fjCXIJpHgqactHkiSFNF6Gg9iST3dWtnCE521VjduPbWHEsVDjR0xW08Bdvr706UTMGNoPm9RkCSgscOLwgzl/ECKolGQTW/A4K5SFAWVZrscAhbiOkkiIchwO3DnnBH8NiGSlVkMkCJFsTgO2ykAZMnHen1bGKIopzvPHVuMN745iLKDjXE9pwgiipGOZavVgqwUBxrafWho96EwWmcSjm6iOGvWrLCzMCPNyQSARx99FI8++mjYbXJzc/Haa69FvX9a9EqiCAA33ngjbtSEiBBe0rFCnXLKKdhAwQoGmD59OlavXp2I3eu16Aypunax9XTtWuDXv0bWxIlYPmUqbLfcwcYynHgiD1jJ0fQo8hOAbL36waS+2HigEf1zU/HDKf3QL1fp/3I7bBicn4Y9tW1Ys7eeJ+v1y03tMVLAw2y8Supp7NZT9h6oehQB4KGH8M7UefhgbRNOj7QAmDKFEcBHHmFz/oYOZfefcQYLxxGRmcmCWF54gS3wdYii027FldMHYOFXezF9SL75F0Nq4tSpKrsu2dFoIdzc6ePH5fyTBnGieMIg82oi7Sdhv3xx7JWKYjjYbKxHMNGYNo393LGDBUvl63yOa9awAJv8fP0ew7Q0llj65JMsdGfjRkYY33yTqe+PPcasz3E07HcHMlPssFst8Acl1Ld5ed9ba5QzFBMNCsTwBoJo7vDzYkfXWE/l4d9REMUtlcosw06NEqk3HgNQnCBa6yn1nhslKBeku5Cb5kR9mxcPXTAWF05iKa82ecHZ2M7OGWqiyM6Z4YJsehqi9TTe8RiAMoKJrjudvgAf+xJuxEMS8eGmU4dG/TepLmU8hqIoxjf3mUgTFdW1CAQlnhx87oRSvPHNQWypaIbXHwz5rsaCOpNEEWDfS0YUY+tTpFnZ4nc+iZ5Br7SeJhE7tBXjRmF2YZeE2Tz8MLB8OfDUU7BfcTksdXUsiXPJEh74QdZT3qOoqRRlpTrwl8sn4ZdzRqhIIuEkecD0lztrui7IJgrohdnEGjKRJwRtqKpIdjs2Wtk8rOFmFgC/+x1Tf6xWpgABLGVTD7KFG2+/raTTanDXnBHY9uBZ0c1s0/QnErj11MMWjwdla0xemhODC9J5X+LMYVGQUrBFKoVpvL6Gkc1UZ6+tfXUvcnLYbEMAeOst/W2oP/HMM42TUR98kFmbKytZeunPf67cf9ttvZ4kAqzyT4v0OqEgQz2K2rl+3QW3w8bdFtUtnd2iKEZFFCuMiaJHZzwGILhHtD2KnvCvzWKx4LVrT8Cb10/Dj05Qh6PxYAyNdVixnvZeRXFAXirvYTMaoxANqCBJn8eemjYEghKyUhzH/FDy3gY6rwQlJWAm6p5/Dai4bkQUq5o74Q0EYbdacMKgXGSnOuANBLGtqll3+2hBz2tm1Es8yae+QBBlBxoB9OxaLwmGJFE8yqAlil3ao+j3M5IIsB6nnBymJn30ERu0LSOkR7E1OkvBycMLALChwjsPM6I4NNH9iVGAiKIYZuOOYYYioFTmWCCL+rPbUcVe6/AiEydKh4PN5vv6azbzcfhwtrDXw+TJ7J/Xy8jlhReyPrNNm/gmFosl+khtIopCfyKAkFmKRBSpKLDgson482UTMW98dOMTbFYLHrt4HCYIA6ZpQHcSYOmqAFOaqQn+zTdZ321jo9KfOHu28WOkpbGCQmoqG7fR2sr6KO+8s0t3PdHQC7Rp68HRGAQ6B1a3eLo0zEaxnppPPd1SofQ2ieMYAGNFkUhdk0ZFUMJsjF/b6NJM3dRjIp8NmgUn/b83K4puhw13zx2Jn8wYiP46RdBooaSesvef+hOHF6Un5yf2MojOLZoTHXWKuAb5EYgi2U775qTAbrNifN9sAMC3CbKfVjQytbI0O3KvJXeSxaAolh1sRIvHj5xUB8b2yYr8B0l0KZLl96MM2rACsZE44T2K69axWP2cHOC995iNTgdZmuGrFAdvlihOG5wHh82CA/XtWL69GgCiU7oSDCKFHb4At/rGHltvg8tuhccfRH2bly9aJUnCjuoYek9OOIFZBCUp/DiCn/6U2QlF2+OiRcxmGAtqapjNEVCCVGSEEkV2sSGiWJKVgvMn9kEsuHBSX1w4qS8qmzqwp6aNz+VMAixA55FHgIMHgRdfZHMML7uM/e7FF9lsRyA8UQTYLMjnnmNW8sxMFspj8F3vrdALtKGROz1JFAszXNhV3arq4e0KRTHa1FN/IIhtcu8bEHpd0RuPAShFQS2p4zMiY3htpBg2dRgpir2XKALAdScNTthjucl6KhP37YdjuEYk0S2wWi1IcdjQ4QtgT01iFEVOFFv0ydeBevY8/fNYfsPEvln4YkcNyg424arpxo/b0ObFu2WH8MMp/QxdOV5/kCc098mJTBSNzgVm8MWOGgDAjKH5ySTfXoCkoniUQXtB79IeRRpJctppYReOdMJo7vQhEJSino+T5rJj8gBGAMh/35N2BLdoPaUwmxgVRYvForKfEmpaPGhsZ6E9Yp9LFA8c/veXX84shSUlyviGePp3qT9xzBhWOBCgTT2lVLb+ufElwIkoyUrBjKH5MRP2oxJutzKT8cEHWQgNAKSns7EWksQSdktLIz/WlVcyp8DKlSzA5giD3izFNi+pXD13zBRyRVGxnmZ2ZZiNydTTPbVtqmRNsz2KfGauZnHYGsF6Gg7KTDaNoigHeuREmOl2NEE7R3GHTOaT/Ym9E9T/TMd/vD2K+RlySrqRoqi5tg6TCwhEII3w5LId+N0HW/Dsit2G21Q1dUKSmP3ZlPWUBIKO6BVFIorkJkuiZ5EkikcZ2jXWIr3UU3eiFEUayk0DxQ1A1iFJYoOYY0mzOmmY+oSR8BmKUYCq852qHsXYv0q5OsmnO2SL7cC8tK4J7UlPBzZvZqrS00+z+9avZ3PzYsG//81+nnJKyK+0kd6UeNovJ2kT7XLMnw8UF7PPuaWFfT7l5Wwsh80G/OQn5h9r9mxGLI9AKNZT5fimxVtP9rUWCMmn1MPbJWE2jujCbMT+RCCUYHKiaKAoau1mkcJswiHbYHj3kTiQO15ow2ySimLvhjYPIqpxUzogRbG+3Qt/IBjyewp1G5DLFMXSbPZ8FY2dIduK+GYfm8W5Vv6ph/JG9th9slNM2Zz5DNQwCa16qG/z4rtDzPZ+8rAkUewNSBLFowzayq9YzaFFQkIUxdZW1rMERCSKDpuVR9BXt3g4eY2GKIonjNIsd49F2gOK/afDF4w7zAZQkk/FoA1aAAwz058YL4YMYcmXXi+zrQKMTLz1lnrWYnMzsFun4lhVxfrYADYLUIN0TeqpUvVMEsUuR0oKcPfd7PaAAewzzcpiI1La24Hbb+/R3esu8HRhnR7FnjyXUKLfp1ursWF/I4DEpGNqEW2YjZh4CoReV3wBdl4I7VE0CLOJo//SaMF5WB45EEv0/pEKZTxGEK0eP3fYJIli74QYlOV2WHnRPFbkpDphlcfFaOfCAkr/f3+5V596CauaOxEI6o9caPP4ea/rd+VNugQUAA7Jx5oZ2ykAZKfpF3gi4atdtZAkYERRRtwKbBKJQZIoHmXo8IYZj5HIoeRffMHmsA0cyIhGBNAJklJLHTZLVCfNMaWZ3D42tIcvilxR9CpzFGMNswEUtePFlfvw839txPl/+woPL9kKgJ0suxwWC5vDCCj208svBy69lI3RANiVae5cYMQI4Ntv1X///PPsWJg+HTjuuJCHz+TWUx+CQQnlmh7FJLoYN98MvP46CxsqECq0zt7d25VIkGqvTj2lHsWes55SsWxPbRs6fAHMGJqHGUOiGxNjBuHCbMob2nnPIWGzHGRD/UEhqad+/dRTI/Uv0hzFcNBbcEqSxHvdi+KcTXckQUw93Skv7gsyXAmZ0ZhE4iGutYoz3XEHDtmsFl70qtGxn+7XFGELM9ywWS2s5adF3y30XXkTn5fa7g1wN5MWh+Qgmz4mgmwAINsgATkSFNtpdCnoSXQdkkTxKANZT4l86FlPE6IoirZTEyc/siQ99QkLPClId0V10rRaLZg5lJ04hvdwXLI7geMxAGBQPrOJbKlsxvvfVuDb8iYEghL656Zi3gQT/WOJAM3dW7UK2L5dSTBdsICRxBUrWKJqIKAMWwcYQaSB6zffrPvQYphNdYsH3kAQNqsl7gS4JEzCagWuuALo27en96TH0FtTT6lYYrEAvzh9GF655gTYbYm/LBuF2Xx7sBEzH1uOm/+pzCCWJIlbT0eXsDms2gKkN2DUo0ijkAzCbGJ4r3N0YvYb2n18H46lOWsunrgd5CpQtxQTk4gJoq093iAbAo1ZqdXMXm7qUOYTE1G0WS3c7kpET4syTSLqxoMNutuRomgm8RSILvW0udOHD76twJLvK5P9ib0QydTTowxU+S3OcqOuzdt14zEoyIaCUCJgWGE6Nlc0c0UxFjXpzjkjkO62Y/7JiUuRiwVUwT7U2MHjouPpUbzupEHon5uK5k4fvP4gCjJcOH5grunKXUJAiuKqVSzVkrBlCysK/PnPyn0ffMDmZwIs7fbQIaCw0HBuI9nNWj1+bjvtk53SJQviJJLQg27qqbdn5ygCwHH9s/HID8ZheFEGD+zqCtCCVTs+ad1+tij8aPNhrN5Th2mD81DV3ImGdh/sVgvG983C94ea0OnX9iiy/xuNx2js8EGSJFgsFkiSxBXFWIJ6cnRUSrKd5qU5EzJI/EiBYj0NYDsfn5Qkir0VoqKYqMJoQYYL26paUKtRCMl2mp/uVBW/SrLcONTYgcqmDgCh55gymRhmpzrQ2O7Dhv2NIbNMAaCiKUpFMYrU00eWbMW/1h7k/3c7rJgyMNfU8yTR9UgSxaMMpBqWZLmxuaIZ7d4APP4AHFYrV7/itp5WVbGZexYLSzw1gUcvGo/zJ/VBTbMHjR1enD6qKOqn7ZebiocvHBf13yUafXNSMaFvFr4tb8L/vq8EEHvqKcAWcRdMim08RMIwZQpTng4eBJ59lt03YgRTF++6CygrY5+3xcI++337mO34b39j286fbzh8XVQUlRmK3UiCkzjmoZcs3NoLxmNYLBZcPrV/lz8PuUjafQFO4ABFJQCAx5duwzs/OxEb5UHXQwvTeXuAlmDyHkVNsYe2DwQlNHf6kZXiQLs3wK1tMVlPdRacVcdgfyKgKIqdviA2yfbgEcXJgeS9FeK5pShBRNFoliL1q/bVhMSVZKcA+xtQaRBoQ4ri5VP745kVuyMqiqZ7FIVgK/Gco78P8rFclAGH3YILJvbpmhC/JGJCkigeZSDVsCDDDYvc9NzU4VNZfrRJXFHj00/Zz0mTWAiKCbgdNpw6ojC+5+1FuGBSH3xb3oQ2UmmP9LEM6enA+PGMENbXA9nZLKBm3Dh2HwCcdx7Q0MD6Uz/4AJgwAfj8c8DhUIa764CIYk2rB/9ex6qGySCbJLoTuYIV3xcIwmGzot3T8+Mxugt0zg8EJXgDQW6VPyQnGQLAhgONePyj7Xht1X4AwPEDczjBNB6PoV78uR02Pjuuqd2HrBQHD7KxyXPlooVoYaMFZ7VMFIuPof5EQFEUP9l6GH6ZfY/rk92De5REOKRoehQTAcV6qiaK1LNYqAkJpORTPetpZVMHDjd7YLNacNW0AXhmxW7sqWlDY7uX9xsDQDAo8eRUs4oifW99AQnt3oBhQS4YlLCnhqnjz101GQPlVpwkeg+OHc/GMQJSFNOcNl7dbWr3qSrCcZMasp1GSDs9mjFvfKlqEGw8imKvAfUpAizMZuxY4OyzlfvuuAOYN4/d/vBD4P772e1rrwX69TN82IIMF5w2K7z+INbsZfHb/XOTF4Mkug/ZqU7eSk0WxtZe0KPYXRBdJOK1gFQI6kV8ZsVutHj8mDooF3fOHsmr+oZEUWd+rqIA0vus9CfGEuZBC05/ULGwHuZBNseYoigTRX9QgtNmxW/njcbo0swe3qskjJDWJUSRFEV17x9ZUfO1RDGLEbvKplCiWCa7B0YUZaA0O4XnJWj7FmtbWbaA1WJ+FmSq08YdB+GSTw81dsDjD8Jps6KvSbUyie7FUbC6TUIEJZumOG08daqpw8eVRpfdCqs1juQtSTI9P/FoRkGGCzOGKmrqUTHonfoUAeD//o/9vPNOZjedMQOYORM491x2/7JlLODG6QTuuSfsw2a4Hfj3DdNx11kjcPnU/rjouL64ePKxG6ySRPfDZrVwwkF9irxH8Rggig6bFQ4bO++LgTakMtx/7miu/J8zvgSvXDMVWakOPnNXO0fRZxBmAyjJp5R2SIpirGNIUpw2TpAorONYtZ6OKM6Aw2bBqJJMvH/LDFw7c1BP71ISYSCG2SRq1IOR9ZT+n5+uVRSJKIZaT4kQTuyfDQCY1I/9JPs5gc4TRZnukKRjI1gsFmTpBFFpsVtWEwfmpyZzC3opjv4r5DGGdoEoZqU6gbp2NMoWICAB/Ynbt7PwEpeLEYdjGBdMLOUJXfGE2fQanH46s6COHQtMncrumzUL+P57oE8fRhhHjACGDgV27WK//+lPw6qJhIn9sjFRvgglkURPIDfNifo2L+rlSjwfj9GDYTbdiRSHDb6An5O+Vo+fL+BGl2bi3z+djt01rTh7bAkvJqYIPXEilPEYoUXHHKE3CRBnKMb+PmenOnC42YOGdi/65aYK1tNjiyiOLM7E+t+eiYwY1dkkuheq8RiJIoqyYqgdd0FEsSBdPSqFQnQqdKynG4koytfmSf2zsXjjIX4/IdrRGIScVAdqWjwRiGIbAGBIQbLXtrfiKFjdJiFCHIGRJcyxSdhoDLKdzpzJhnkfw5g9ppjPTzwqGq/79AH27mWfsbgIGTOG9SwC7H5SFd1u4Ne/7vbdTCKJWJCrCbRRrKdHwXfXBLTJpxROkZXiQIbbgVElmZg3vlTlOKHzm1ZRNBqPAQjWU837HA9RVJJP2YLz8DE4Q5GQ6XYkSeIRglRZRbda2EiwRMCoR5GsqEaKYm2rV2UhDwQlfF/OQmQmcaLIUlG/2VvPg+eA6INsCEZzVUWQopgkir0XSaJ4lKFTIIR84Gm7ly8O3PEqimQ7NTkW42hGusuOn8wYhDSnDZNk68YRj/x8piqGw/XXA/37A3/4A1DaTXMek0giToizFH2BIO+zi9USeaQhVTNLkYJswqkERmE2ZD3Vc1JoraetcVpP2WOqVUqynh5rPYpJHFmgHsX8dFfCbJVEOOvbvAhQnDAE66mmRzEn1cELPlWC/bSuzYMOXwBWizLLeXRJJo4fkIMOXwC3/Gsj/57HoygC4Wcp7pZHpg0pTOYW9FYkieJRBtF6ShfX5g4f2s0qih99BPzud2ywuhY+H7B8Obt9DPcnirhrzgh8/8AcDMg7hk5yI0cC+/cDt9/e03uSRBKmISqK7R7l/JZ6rFhPOVFkxE2J04+eKHq59VSHKKao+5KaO9lPmqcaC7ii2OaFPxDki+IkUUyiN4NcXdEqceGQm8aCuYKSei4sD7PRKIoWi4UH2lQIgTbVsiqfJ5BYq9WCBZdNRKbbjrKDjXhy2Q4AiqJYGiVRzE6hxOKk9fRIRpIoHmUwsp5SyE3YHsVAALjqKuCBB9j4Ay2++QZoaQFyc4GJExO850cmLBZLfOFASSSRRLdAURQ9aJXJktNmPWYGttO5X2s9DbeIpbl9IdZTv7H1VBxnASjW01hmKBKIEO6vb0dtqxeSxAKK6DNNIoneiBlD83HdzEG4a87IhD2m3Wbl3zEqmHR4A3xUV1566HeCB9oIsxRreE+jmlj2zUnFYxeNBwA8+/luLN9WrSiK0VpP00JnoIpoavfx1zA4SRR7LY6NK+QxhA4xzEao7NKFPmwv3bp1QA0LZ8HHH4f+/v332c/TTgN0YtGTSCKJJHorcgXradsx1p8IACmyckquE6MB3aq/0QmzCQYlPsPPqacopqoXhzzMJg7r6XEDWO/U+v0NSuJphitZpEuiV8PtsOE380Zj+pC8hD5ugSb5lH467Vbd75leoE2NrCgW6vT5zh1Xgh+d0B+SBNz0zw3YV8dUv75RKopFGTTDsV3397trme20ONN9zLQAHIlIEsWjDEQIU502ZKc6kdPeBG9dvWJJDUcU//tf5baWKHo8wKJF7PYVVyRyl5NIIokkuhy58uKqrlUkisfO4iRVPvdTG0K5ib4j6m3qFEZqUJANYG48RmsCUk+nDGREcXNFM/bKi8uk7TSJYxX5GWpFUVQH9YKOSrLJeqooitUtnfxv9HD/uWMwY2ge2r0BXiiK1no6tJCphLvkPkQt6H7aLoneiSRRPMrAQ2scNuQFPfjs+Rtw/+/+D75WVtFJCWc9XbJEub17N/tHWLyYqY2lpUrqZRJJJJHEEYI8laLIzpPHUhVbsZ4y4nbITI+izhxFkSjq9ShqAyy49TSO97okKwV9slMQ+P/27j0syjL/H/j7GQ4zHAcBOSqIZzAVxFWxXA+bpIbkNzU3C9tSi3XLLbfvr0xby65+tR3UVTMPuZq7btpmmlsupaubbqImzOyaJpmihDAeAAFFzvf3j+F5nOE8wDAH3q/rmgt4nnvuuecDzDyfuU+1Al9+dwVA11zxlAgw2UuxtLLuqzw/sfGh2OF+xg9V8k3mKMrbazTWowgYPwRa90g8+gcbkzg/TzeLP1iTE8CLBWXKcHVTd1Y87UJrPDggu00U161bh6ioKGg0GsTHx+PIkSPNlv/6668RHx8PjUaD3r17Y/369Wbnt27dCkmSGtzKyxtuQurITOcoBl3JQbfyUoRev4zIfbsANDNHMT8fyMgwfh8TY/xq2qv4/vvGr/PnA65d5+KKiJyD6dBTOXlp976yDsTDZNXT8qoapTeiNYvZVNcKZQVE0wu+Zoee1i200RGL2QDA8LpexUNZVwGwR5G6rsAGQ08b3xpDFiovZmMy9PRqaeNzFE1pPdyw5fERiI/shjkJvSxuZ6hWAy93F9TUClyqG75q6vzVuoVs2KNo1+wyUdy5cyeeffZZLFmyBDqdDmPGjMHkyZORk5PTaPns7GxMmTIFY8aMgU6nw0svvYSFCxdi165dZuV8fX2Rn59vdtNonOvN5rayaI0r/G5cV44P3fkBVLU1Tc9R/Mc/jF9/9rM7Q0vlRPH0aeDIEeO8xPnzrdV0IiKrkS+iisoqkVtkHGHRpYaemixmIy9O4WUyl70xpu8X8sqncsLo5tL4Ql7y0NOS8mrU1AqUlLd/MRsAGN7LHwBQUZeoMlGkrkp+LbtWb45iU4limNyjaLqYjdKj2Pz/UbifB3b9ejQWTexvcTslSVJ6Fc81Mvz0AvdQdAh2mSiuWLECc+fOxbx58xAdHY1Vq1ahZ8+eeF/u1apn/fr1iIiIwKpVqxAdHY158+bhiSeewDvvvGNWTpIkhISEmN2cSVVNrbLIgIebCwJvFirnAvIuYeK54wi4dQNYsAB4802gzGSCsTzsdMoU4L77jN8fPGjcEkOOe3KycVN2IiIHE+jtjsHhWtQKYOPhCwC61tBT08VsTBeyaW7zdtN9EuV5Ss1tjQHALPEsuFWBHwylAIBe7dxCSJ6nKGOiSF2VPMRU7km8s4di40NP5R7F0opqpYdf6VH0se4Q7r5BPgAazlOsrK7FpULjNSgTRftmd4liZWUlMjIykJiYaHY8MTERR48ebfQ+6enpDcrfd999OHnyJKqq7izLe/PmTURGRqJHjx5ISkqCTqdrti0VFRUoKSlRbqWlpW18Vp3DdB6Jxl0F9TXjEJ1KlfEC4f8d/hCPL5hmTPwWLzbuh7dpk3HvRLn38P77gbg4ICAAKCkBZs4E3nvPeC41tTOfDhFRh5EkCc9M6AvgzkVSV+xRLKusadXWGIAxZsqCNnXvL81tjQEYE0h55cUT2YW4XVUDH7Ur+rVzeFn/IB+zBXE4R5G6qsC65E7uFSxoYeipl9pVmTv8U2EZhBB3ehStnig23qP4w5VS1NQK+Khd+b9s5+wuUbx+/TpqamoQHBxsdjw4OBgGg6HR+xgMhkbLV1dX4/p14/DLgQMHYuvWrdi7dy8++ugjaDQa3H333Th37lyTbXnjjTeg1WqVW4w8d89OySvTuagk49yR/HwAQHbyQyh3dUefwsvwKrpunIMYEQH89BPw5JPApEnG/RGDgoD4eOMQ03vvNVb62WfGr888A0ycaIunRUTUISbGBGNgiI/ys1cXmqOoDD2tqlaG3jY3P1F2Z4sM4/uLPPSzsfmJMnn/tINnjR9WDu3p1+6tLFQqCcMj7/QqhrBHkbooeZuKSwW3UFMrlCGoTSWKABAVaOzRv3i9DDcrqpWOBWv3KPZrYuXTjEtFAIDYCL9mRzU4o8OHD2Pq1KkICwuDJEnYs2ePcq6qqgovvPACBg8eDC8vL4SFhWHOnDnIy8szq8NgMCAlJQUhISHw8vLCsGHD8Mknn5iVKSoqQkpKipLDpKSk4MaNGxa31+4SRVn9PxwhRLN/TI2VNz0+atQoPProoxg6dCjGjBmDjz/+GP3798eaNWuarHPx4sUoLi5WbmfOnGnr0+kUpltgSJKkJIoDEu+B7qF5AICCx+Yb90s8exZ4/XUgIQGIjQUGDQJeew1Q1f1JPPCA8Wv37sDf/w6sXg10sX9mInIukiRh4S/6KT93pR5FOeErM5mj2NzWGPXvd7veHMWmehQBwM/DOATu6yzjvrzDIvza1uh65HmKQMtzq4icVe/u3vB0d0FZZQ3OX7vZ4hxFAIgKNCZsF67dVHoTvdWu8HS37mug3KN44dpN1NRNjQKAk3WJ4s9M/qe7ilu3bmHo0KFYu3Ztg3NlZWXIzMzEyy+/jMzMTHz66af44YcfkJycbFYuJSUFWVlZ2Lt3L06dOoUHH3wQs2bNMhspOXv2bOj1eqSlpSEtLQ16vR4pKSkWt9fu3iUDAwPh4uLSoPfw6tWrDXoNZSEhIY2Wd3V1RUBA4xudqlQq/OxnP2u2R1GtVkOtvvOPV1JS0tqnYRPyG7myAIH8CURoKBL+kgqx4Q8I8DYZ/vPSS8ZbY2bNMg4/HTYMCAy0YquJiDrPpEEh6BfkjXNXbza7kIuzkS8IfzCUKu8VLQ09Be68n8gLpVW2pkexbphbQd3Kp3ER3Zosawn5otLDzQW+7Vwch8hRuagkDA7X4nh2IfQ/3VC2x+jexBxFAOhdtwXFheu3Om1+IgD09PeEu6sKFdW1yC0qQ2TdXOWMi8Y1NExHCXQVkydPxuTJkxs9p9VqsX//frNja9aswYgRI5CTk4OIiAgAxil377//PkaMGAEAWLp0KVauXInMzEzExcXh+++/R1paGo4dO4aRI0cCADZt2oSEhARkZWVhwIABrW6v3fUouru7Iz4+vkGg9u/fj9GjRzd6n4SEhAblv/rqKwwfPhxubo1fCAghoNfrERoa2jENtwPym7+y5HtdjyJCQwFJguRtwRwRlQpITGSSSERORaWSsHJWLGbE98D/xHWdxbnk94W84nIUlVWhb5A3xg8IavF+cqJYXpcgVramR9HT/II1tqdfW5rcQHxkNzw8IgK/S+zf5YarEZmS/6e+zS5UVhZurkexd6BtEkUXlaQ8tjz8NO/GbeQVl8NFJSG2g0YbOLPi4mJIkgQ/Pz/l2D333IOdO3eisLAQtbW12LFjByoqKjBu3DgAxkRSq9UqSSJgHFmp1WqbXO+lKXb5kdyiRYuQkpKC4cOHIyEhARs3bkROTg5S6xZTWbx4MS5fvoxt27YBAFJTU7F27VosWrQI8+fPR3p6OjZv3oyPPvpIqfPVV1/FqFGj0K9fP5SUlGD16tXQ6/V4T16oxQncNhl6CiEAuZfViZJhIqL2uitci3dmDrV1MzqVfFGokoD5P++N5+7t3/R2SSbkxWzk95fWDD2VF84AjHOjunk13dNhCReVhDceHNwhdRE5siE9/AAAh+qGd7u5SM2OkOjd/c4Q0Kslxm0yrL2QjaxfsA/OGkpx7upN/CI6WBl2GhPqa/Whr52ptLTUbORh/VGJbVFeXo4XX3wRs2fPhq+vr3J8586dmDVrFgICAuDq6gpPT0/s3r0bffr0AWCcwxgU1PCDwKCgoCbXe2mKXf6GZs2ahYKCAixfvhz5+fm46667sG/fPkRGRgIA8vPzzfZUjIqKwr59+/Dcc8/hvffeQ1hYGFavXo3p06crZW7cuIEnn3wSBoMBWq0WcXFxOHz4sNJt6wzkN3KNuwtQUGDc2gIAnGwbECIissygMF+8/8gwRAZ4ISbMt+U71PGo64msqDYfetrU9hgA4GdywRrXQb2JRHTH0J5aAHe2xgjwUjfbyx4Z4AlJAkrLq3G2bsuazuhRBIC+3c0XtDlZN+w03smGndZf8HLZsmV45ZVX2lxfVVUVfvnLX6K2thbr1q0zO7d06VIUFRXhwIEDCAwMxJ49ezBz5kwcOXIEgwcbP0xr7O+hpfVeGmOXiSIALFiwAAsWLGj03NatWxscGzt2LDIzM5usb+XKlVi5cmVHNc8uKUNP3VzuDDsNCADcO+bTXCIickySJGHyYMtHl3jUm6PYqlVPTYaexjnZxSCRPQj380Cgt7uyl2KAd/PXeRo3F4T7eSC36DaOZxcAAIJ8OmdBqH7B5ltknLzonAvZnDlzBuEme423pzexqqoKDz30ELKzs3Hw4EGz3sTz589j7dq1+O677zBo0CAAwNChQ3HkyBG89957WL9+PUJCQnDlypUG9V67dq3J9V6aYndzFKntlKGn7i7m8xOJiIjaQF1v1dOW9lEEgG5e7FEksiZJkjC0bvgp0Pz8RJk8/PSnQuOqx53WoyhvkXGlFDkFZThrMA7PHN7LuT5E8vHxga+vr3Jra6IoJ4nnzp3DgQMHGizKWVZm3N5IpTJ/DXZxcUFtrfH1OSEhAcXFxThx4oRy/vjx4yguLm5yvZemMFF0IvIbuYcbE0UiImq/O/soGi9AqmqMS9w3P/TU2LuhcVOZ7VtJRB1niKWJYt2iMrLOmqPYK8AL3X3UuFVZg8RVX6NWGPdwDe6iW9zcvHkTer0eer0eAJCdnQ29Xo+cnBxUV1djxowZOHnyJLZv346amhoYDAYYDAZUVhp7jwcOHIi+ffviqaeewokTJ3D+/Hm8++672L9/P6ZNmwYAiI6OxqRJkzB//nwcO3YMx44dw/z585GUlGTRiqcAE0WnoiSK7FEkIqIOoCxmo/QoGr+qm+lRvCtciwAvd0yLDYdrMwklEbWdPE8RAAKb2RpDJm+RIeusHkV3VxU+fHwE+gd7Kx84dcVtMWQnT55EXFwc4uLiABgX8IyLi8Pvf/975ObmYu/evcjNzUVsbCxCQ0OVm7xaqZubG/bt24fu3btj6tSpGDJkCLZt24YPP/wQU6ZMUR5n+/btGDx4MBITE5GYmIghQ4bgz3/+s8Xttds5imS5skr2KBIRUceRexQr5ESxFauedvdR48SSe+Gi4hYWRNZiOvS0e6t6FM23SOusHkUAiAnzxd6n78E7X2bhU91l/M+wHp322PZm3LhxEEI0eb65c7J+/fph165dzZbx9/fHX/7yF4vbVx8TRSdSzh5FIiLqQB715ijKQ0+bW8wGAJNEIivr5uWOyABPXCooa9XQ0yiTHkVXlYRunp270KHGzQVLk2KwNCmm5cJkNzgmxIncbqxHMSzMhi0iIiJHpm5i1VM3VyaCRLb21M/7YHhkN9zTL7DFsqG+GmUoeaC3Gip+mEOtwB5FJ1LGVU+JiKgDKYvZ1CWIyqqnLi42axMRGc0eGYHZIyNaVValktArwAtnDaWdNj+RHB97FJ1IubKPooqJIhERtZumXo9ia7bHICL71Kdui4zOnJ9Ijo2v9E7kvo/X4eV/boJPxS2gbp8VJopERNRWHu7Gy4SKanmOotyjyGFrRI6mX7AxUQz165pbU5DlOPTUWRQWInnvZgDA2U/6GY/5+gKenjZsFBEROTIP9igSOY1HR0WiplbgoeE9bd0UchBMFJ3FhQvKt/03rTZ+w95EIiJqB3W9VU9bsz0GEdmnQG81fpdo2Ybr1LXxld5ZXLyofKuqqjR+w0SRiIjaQVnMpl6i6NbC9hhEROT4+ErvLLKzAQC33EzGnTNRJCKidtAoiWK9VU/Zo0hE5PT4Su8s6hLFv8RNQWXPuqWSmSgSEVE7NOhRVLbH4OUDEZGz4yu9s6hLFC/4h6Nw9fvAqFHAo4/auFFEROTIPOrPUWSPIhFRl8HFbJyEyM6GBOAnbTBUEyYA06bYuklEROTgNG7GhLC8qgZCCJPtMZgoEhE5O77SOwMhgEuXAAA/+YXAw93Fxg0iIiJnoKl7P6kVxoVsuOopEVHXwVd6Z2AwQCovR61KhTHjY5WhQkRERO2hcb3zflJeWcuhp0REXQiHnjqDuvmJqh498P9nxdu4MURE5CzcXCS4qCTU1AqUV9dwewwioi6Er/TOoC5RRFSUbdtBRERORZKkOwvaVNawR5GIqAvhK70zYKJIRERWoixoU13D7TGIiLoQu32lX7duHaKioqDRaBAfH48jR440W/7rr79GfHw8NBoNevfujfXr1zdZdseOHZAkCdOmTevgVtvIxYvGr0wUiYiog2lMexS5mA0RUZdhl6/0O3fuxLPPPoslS5ZAp9NhzJgxmDx5MnJychotn52djSlTpmDMmDHQ6XR46aWXsHDhQuzatatB2UuXLuH555/HmDFjrP00Og97FImIyEo0JnspVrFHkYioy7DLV/oVK1Zg7ty5mDdvHqKjo7Fq1Sr07NkT77//fqPl169fj4iICKxatQrR0dGYN28ennjiCbzzzjtm5WpqavDII4/g1VdfRe/evTvjqXQOOVHs1cumzSAiIucjz1GsqOL2GEREXYndvdJXVlYiIyMDiYmJZscTExNx9OjRRu+Tnp7eoPx9992HkydPoqqqSjm2fPlydO/eHXPnzm1VWyoqKlBSUqLcSktLLXw2naC6GpB7WtmjSEREHUxOFMsqa1BVIwAwUSQi6grs7pX++vXrqKmpQXBwsNnx4OBgGAyGRu9jMBgaLV9dXY3r168DAL755hts3rwZmzZtanVb3njjDWi1WuUWExNj4bPpBLm5QE0N4O4OhIXZujVERORk1HWL2ZSW3/ngldtjEBE5P7t9pZckyexnIUSDYy2Vl4+Xlpbi0UcfxaZNmxAYGNjqNixevBjFxcXK7cyZMxY8g04iL2QTGQmo7PbXSUREDkruUSy4VakcU7NHkYjI6bnaugH1BQYGwsXFpUHv4dWrVxv0GspCQkIaLe/q6oqAgACcPn0aFy9exNSpU5XztbXGeRaurq7IyspCnz59GtSrVquhVquVn0tKStr8vKzmwgXjVw47JSIiK5AXs9nyjXE+fLifBxNFIqIuwO5e6d3d3REfH4/9+/ebHd+/fz9Gjx7d6H0SEhIalP/qq68wfPhwuLm5YeDAgTh16hT0er1yS05Oxvjx46HX69GzZ0+rPR+r+v57YOlS4/d33WXbthARkVOSexSv3zT2KL42bVCzI3yIiMg52F2PIgAsWrQIKSkpGD58OBISErBx40bk5OQgNTUVgHFI6OXLl7Ft2zYAQGpqKtauXYtFixZh/vz5SE9Px+bNm/HRRx8BADQaDe6ql0j5+fkBQIPjDuO774Bf/AK4ehUYPBh48UVbt4iIiJyQh7uL8v30YT0wYWDjo3uIiMi52F2PIgDMmjULq1atwvLlyxEbG4vDhw9j3759iIyMBADk5+eb7akYFRWFffv24V//+hdiY2Px2muvYfXq1Zg+fbqtnoJ1ZWcD48YZk8S4OODQIaB7d1u3ioiInJCcKAb7qvH7JDtc1I2IyEEcPnwYU6dORVhYGCRJwp49e5RzVVVVeOGFFzB48GB4eXkhLCwMc+bMQV5enlLm4sWLkCSp0dvf/vY3pVxRURFSUlKUBTlTUlJw48YNi9srCXnVF2pRbm4uevbsiZ9++gk9evSwXUNqaoBf/QrIygK+/BLo1s12bSEiIqeWZSjFG//4Hk+P74vhvfxt3RwiIrthaW7wj3/8A9988w2GDRuG6dOnY/fu3Zg2bRoAoLi4GDNmzMD8+fMxdOhQFBUV4dlnn0V1dTVOnjwJwLgn/LVr18zq3LhxI9566y0YDAZ4e3sDACZPnozc3Fxs3LgRAPDkk0+iV69e+Pvf/27R82OiaAG7SRQB4/6Jt28DPj62bQcRERERURfUntxAkiSzRLEx3377LUaMGIFLly4hIiKi0TJxcXEYNmwYNm/eDAD4/vvvERMTg2PHjmHkyJEAgGPHjiEhIQFnz57FgAEDWt1Guxx6Sq3g6sokkYiIiIjIxkpLS1FSUqLcKioqOqTe4uJiSJKkrK1SX0ZGBvR6PebOnascS09Ph1arVZJEABg1ahS0Wi2OHj1q0eMzUSQiIiIiImqjmJgYZT6gVqvFG2+80e46y8vL8eKLL2L27Nnw9fVttMzmzZsRHR1ttjOEwWBAUFBQg7JBQUENthNsiV2uekpEREREROQIzpw5g/DwcOVn033Y26Kqqgq//OUvUVtbi3Xr1jVa5vbt2/jrX/+Kl19+ucG5xrYwEkJYvLURE0UiIiIiIqI28vHxabLXz1JVVVV46KGHkJ2djYMHDzZZ7yeffIKysjLMmTPH7HhISAiuXLnSoPy1a9cQHGzZ9kYcekpERERERGRjcpJ47tw5HDhwAAEBAU2W3bx5M5KTk9G93hZ5CQkJKC4uxokTJ5Rjx48fR3FxsdkQ1dZgjyIREREREZGV3bx5Ez/++KPyc3Z2NvR6Pfz9/REWFoYZM2YgMzMTn3/+OWpqapQ5hf7+/nB3d1fu9+OPPyr7zNcXHR2NSZMmYf78+diwYQMA4/YYSUlJFq14CjBRJCIiIiIisrqTJ09i/Pjxys+LFi0CADz22GN45ZVXsHfvXgBAbGys2f0OHTqEcePGKT//6U9/Qnh4OBITExt9nO3bt2PhwoXK+eTkZKxdu9bi9nIfRQvk5OQgMjISJ06cQGhoqK2bQ0RERERENpKfn9/iPoeOjD2KFpAnho4YMcLGLSEiIiIiIntw5coVp0wU2aNogerqauh0OgQHB0Olsu06QKWlpYiJicGZM2fg4+Nj07Y4I8bX+hhj62J8rY8xti7G17oYX+tjjK3LHuJbW1uLK1euIC4uDq6uztf/xkTRQZWUlECr1aK4uLjDluOlOxhf62OMrYvxtT7G2LoYX+tifK2PMbYuxtf6uD0GERERERERmWGiSERERERERGaYKDootVqNZcuWQa1W27opTonxtT7G2LoYX+tjjK2L8bUuxtf6GGPrYnytj3MUiYiIiIiIyAx7FImIiIiIiMgME0UiIiIiIiIyw0SRiIiIiIiIzDBRJCIiIiIiIjNMFDvA4cOHMXXqVISFhUGSJOzZs6dBGSEEXnnlFYSFhcHDwwPjxo3D6dOnW6y7qKgIKSkp0Gq10Gq1SElJwY0bN5TzBQUFmDRpEsLCwqBWq9GzZ088/fTTKCkpabbeiooKPPPMMwgMDISXlxeSk5ORm5tr0WN3FmeNb3JyMiIiIqDRaBAaGoqUlBTk5eW1KiYdzVljDABffPEFRo4cCQ8PDwQGBuLBBx9ssc0dzVnjm5mZiYkTJ8LPzw8BAQF48skncfPmzVbFpCM5Ynw3btyIcePGwdfXF5IkNXhtvXjxIubOnYuoqCh4eHigT58+WLZsGSorK1sTkg7njDEGgF69ekGSJLPbiy++2GKbO5qzxveHH37AAw88gMDAQPj6+uLuu+/GoUOHWmxzR3O0+BYWFuKZZ57BgAED4OnpiYiICCxcuBDFxcVm5V5//XWMHj0anp6e8PPza204rMKWMTZVUFCAHj16NPk3acqRroVthYliB7h16xaGDh2KtWvXNlnmrbfewooVK7B27Vp8++23CAkJwcSJE1FaWtps3bNnz4Zer0daWhrS0tKg1+uRkpKinFepVHjggQewd+9e/PDDD9i6dSsOHDiA1NTUZut99tlnsXv3buzYsQP//ve/cfPmTSQlJaGmpqbVj91ZnDW+48ePx8cff4ysrCzs2rUL58+fx4wZM1oZlY7lrDHetWsXUlJS8Pjjj+M///kPvvnmG8yePbuVUek4zhjfvLw83Hvvvejbty+OHz+OtLQ0nD59Gr/61a9aH5gO4ojxLSsrw6RJk/DSSy81ev7s2bOora3Fhg0bcPr0aaxcuRLr169vsry1OWOMZcuXL0d+fr5yW7p0abPlrcFZ43v//fejuroaBw8eREZGBmJjY5GUlASDwdBs3R3N0eKbl5eHvLw8vPPOOzh16hS2bt2KtLQ0zJ0716xcZWUlZs6ciV//+tetjIT12DLGpubOnYshQ4a0qs2OdC1sM4I6FACxe/dus2O1tbUiJCREvPnmm8qx8vJyodVqxfr165us68yZMwKAOHbsmHIsPT1dABBnz55t8n5//OMfRY8ePZo8f+PGDeHm5iZ27NihHLt8+bJQqVQiLS2tXY9tbc4S38Z89tlnQpIkUVlZ2WSZzuAsMa6qqhLh4eHigw8+aLIeW3CW+G7YsEEEBQWJmpoapYxOpxMAxLlz55qs29ocIb6mDh06JACIoqKiFsu+9dZbIioqqlX1WpMzxTgyMlKsXLmyVfV0FmeJ77Vr1wQAcfjwYeVYSUmJACAOHDjQqrqtwdHiK/v444+Fu7u7qKqqanBuy5YtQqvVWlSfNdkqxuvWrRNjx44V//znP1t8XXXka+HOxB7FTpCdnQ2DwYDExETlmFqtxtixY3H06NEm75eeng6tVouRI0cqx0aNGgWtVtvk/fLy8vDpp59i7NixTdabkZGBqqoqs/aEhYXhrrvuUupty2PbiiPGt77CwkJs374do0ePhpubW5N124ojxjgzMxOXL1+GSqVCXFwcQkNDMXny5FYNc+lsjhjfiooKuLu7Q6W68zbi4eEBAPj3v//dwjPuXPYW37YqLi6Gv79/h9fbERw5xn/4wx8QEBCA2NhYvP766zYb3tscR4xvQEAAoqOjsW3bNty6dQvV1dXYsGEDgoODER8f3666O5ojxLe4uBi+vr5wdXW16H72wtoxPnPmDJYvX45t27aZvS81xdmuha2FiWInkIdYBAcHmx0PDg5udviFwWBAUFBQg+NBQUEN7vfwww/D09MT4eHh8PX1xQcffNBsve7u7ujWrVuT7bHksW3NEeMre+GFF+Dl5YWAgADk5OTgs88+a7JeW3LEGF+4cAEA8Morr2Dp0qX4/PPP0a1bN4wdOxaFhYXNPNvO54jxnTBhAgwGA95++21UVlaiqKhIGYKWn5/fzLPtfPYW37Y4f/481qxZ0+JwQFtx1Bj/9re/xY4dO3Do0CE8/fTTWLVqFRYsWNDuejuaI8ZXkiTs378fOp0OPj4+0Gg0WLlyJdLS0mw+n64+e49vQUEBXnvtNTz11FOtvo+9sWaMKyoq8PDDD+Ptt99GREREq9vjTNfC1sJEsRNJkmT2sxBCOZaamgpvb2/l1tR96t9PtnLlSmRmZmLPnj04f/48Fi1aZHH76tfb2se2F44WXwD43//9X+h0Onz11VdwcXHBnDlzIISwuO7O4kgxrq2tBQAsWbIE06dPR3x8PLZs2QJJkvC3v/3N4ro7gyPFd9CgQfjwww/x7rvvwtPTEyEhIejduzeCg4Ph4uJicd2dwd7j25S8vDxMmjQJM2fOxLx58zqsXmtwtBg/99xzGDt2LIYMGYJ58+Zh/fr12Lx5MwoKCtpdtzU4UnyFEFiwYAGCgoJw5MgRnDhxAg888ACSkpLs7sMkmT3Gt6SkBPfffz9iYmKwbNkyS5+S3bFGjBcvXozo6Gg8+uij7W6fo18LdzTH7L92MCEhIQCMn0yEhoYqx69evap8srJ8+XI8//zzDe535cqVBvVdu3atwScyISEhCAkJwcCBAxEQEIAxY8bg5ZdfNns807JyD4DpJylXr17F6NGjLX5sW3PE+MoCAwMRGBiI/v37Izo6Gj179sSxY8eQkJBgYRSsyxFjLN8vJiZGOa9Wq9G7d2/k5ORY9PytzRHjCxgn+c+ePRtXrlyBl5cXJEnCihUrEBUV1YYoWI+9xdcSeXl5GD9+PBISErBx48Z21WVNjhxjU6NGjQIA/PjjjwgICOiwetvLEeN78OBBfP755ygqKoKvry8AYN26ddi/fz8+/PBDm6wu2xR7jW9paSkmTZoEb29v7N692y6nprSWNWN88OBBnDp1Cp988gkAKB+4BwYGYsmSJXj11VcbbY8zXQtbC3sUO0FUVBRCQkKwf/9+5VhlZSW+/vpr5Y8xKCgIffv2VW4AkJCQgOLiYpw4cUK53/Hjx1FcXNwg4TAl/4NUVFQ0ej4+Ph5ubm5m7cnPz8d3332n1NvWx7YFR4xvW+q1JUeMcXx8PNRqNbKyspQyVVVVuHjxIiIjIy0NgVU5YnxNBQcHw9vbGzt37oRGo8HEiRMtePbWZ2/xba3Lly9j3LhxGDZsGLZs2dKqeTe24qgxrk+n0wFAhyafHcER41tWVgYADf5uVSqVMuLDXthjfEtKSpCYmAh3d3fs3bsXGo2mXc/R1qwZ4127duE///kP9Ho99Hq9Mqz3yJEj+M1vftNoe5ztWthqrLpUThdRWloqdDqdsuLfihUrhE6nE5cuXVLKvPnmm0Kr1YpPP/1UnDp1Sjz88MMiNDRUlJSUNFv3pEmTxJAhQ0R6erpIT08XgwcPFklJScr5L774QvzpT38Sp06dEtnZ2eKLL74QgwYNEnfffXez9aampooePXqIAwcOiMzMTDFhwgQxdOhQUV1d3erH7izOGN/jx4+LNWvWCJ1OJy5evCgOHjwo7rnnHtGnTx9RXl7ejmi1jTPGWAghfvvb34rw8HDx5ZdfirNnz4q5c+eKoKAgUVhY2MZItY2zxnfNmjUiIyNDZGVlibVr1woPDw/xxz/+sY1RajtHjG9+fr7Q6XRi06ZNysqQOp1OFBQUCCGMq+/17dtXTJgwQeTm5or8/HzlZgvOGOOjR48qz+PChQti586dIiwsTCQnJ7cjUm3jjPG9du2aCAgIEA8++KDQ6/UiKytLPP/888LNzU3o9fp2RMtyjhbfkpISMXLkSDF48GDx448/mv3/m74GX7p0Seh0OvHqq68Kb29v5TmWlpa2I1ptY8sY19fa1aQd6VrYVpgodgD5D7L+7bHHHlPK1NbWimXLlomQkBChVqvFz3/+c3Hq1KkW6y4oKBCPPPKI8PHxET4+PuKRRx4x+8M/ePCgSEhIEFqtVmg0GtGvXz/xwgsvtPjPcfv2bfH0008Lf39/4eHhIZKSkkROTo5Fj91ZnDG+//3vf8X48eOFv7+/UKvVolevXiI1NVXk5uZaGp4O4YwxFkKIyspK8bvf/U4EBQUJHx8fce+994rvvvvOktB0CGeNb0pKivD39xfu7u5iyJAhYtu2bZaEpcM4YnyXLVvWaJu3bNkihDAud9/YeVt9vuuMMc7IyBAjR45U6h0wYIBYtmyZuHXrVhsi1D7OGF8hhPj2229FYmKi8Pf3Fz4+PmLUqFFi3759Fkan/Rwtvk21F4DIzs5Wyj322GONljl06JDlQWonW8a4qbY407WwrUhC2PHKGURERERERNTp7HfCAxEREREREdkEE0UiIiIiIiIyw0SRiIiIiIiIzDBRJCIiIiIiIjNMFImIiIiIiMgME0UiIiIiIiIyw0SRiIiIiIiIzDBRJCIiIiIiIjNMFImIiIiIiMgME0UiIiIiIiIyw0SRiIiIiIiIzDBRJCIiIiIiIjP/B2/oSqF/XalWAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, sharex=True)\n", "fig.subplots_adjust(hspace=0)\n", "fig.set_size_inches(10, 9)\n", "\n", "ax1.plot(df[\"timestamp\"], df[\"volatility\"])\n", "ax1.twinx().plot(df[\"timestamp\"], df[\"price\"], \"r\")\n", "ax1.set_ylabel(\"Volatility ($ tick/s^{1/2} $)\")\n", "\n", "ax2.plot(df[\"timestamp\"], df[\"A\"])\n", "ax2.twinx().plot(df[\"timestamp\"], df[\"price\"], \"r\")\n", "ax2.set_ylabel(\"A ($ s^{-1} $)\")\n", "\n", "ax3.plot(df[\"timestamp\"], df[\"k\"])\n", "ax3.twinx().plot(df[\"timestamp\"], df[\"price\"], \"r\")\n", "ax3.set_ylabel(\"k ($ tick^{-1} $)\")" ] }, { "cell_type": "markdown", "id": "48f94cbb", "metadata": {}, "source": [ "5日間のバックテストでは、クォートを継続的に投稿することで高い取引量を維持し、リベートを通じて利益を上げていることが明らかです。" ] }, { "cell_type": "code", "execution_count": null, "id": "d45e5bce", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 11)
startendSRSortinoReturnMaxDrawdownDailyNumberOfTradesDailyTurnoverReturnOverMDDReturnOverTradeMaxPositionValue
datetime[μs]datetime[μs]f64f64f64f64f64f64f64f64f64
2022-10-03 00:00:002022-10-07 23:59:5016.28236620.6821780.0311450.0098189463.81907422.4481633.1721330.00001534458.375
" ], "text/plain": [ "shape: (1, 11)\n", "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n", "│ start ┆ end ┆ SR ┆ Sortino ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPosit │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ over ┆ rMDD ┆ rTrade ┆ ionValue │\n", "│ datetime[ ┆ datetime[ ┆ f64 ┆ f64 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ μs] ┆ μs] ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n", "│ 2022-10-0 ┆ 2022-10-0 ┆ 16.282366 ┆ 20.682178 ┆ … ┆ 422.44816 ┆ 3.172133 ┆ 0.000015 ┆ 34458.37 │\n", "│ 3 ┆ 7 ┆ ┆ ┆ ┆ 3 ┆ ┆ ┆ 5 │\n", "│ 00:00:00 ┆ 23:59:50 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asset = (\n", " BacktestAsset()\n", " .data(\n", " [\n", " \"data/ethusdt_20221003.npz\",\n", " \"data/ethusdt_20221004.npz\",\n", " \"data/ethusdt_20221005.npz\",\n", " \"data/ethusdt_20221006.npz\",\n", " \"data/ethusdt_20221007.npz\",\n", " ]\n", " )\n", " .initial_snapshot(\"data/ethusdt_20221002_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency(\n", " [\n", " \"latency/feed_latency_20221003.npz\",\n", " \"latency/feed_latency_20221004.npz\",\n", " \"latency/feed_latency_20221005.npz\",\n", " \"latency/feed_latency_20221006.npz\",\n", " \"latency/feed_latency_20221007.npz\",\n", " ]\n", " )\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(3000.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "recorder = Recorder(1, 5_000_000)\n", "\n", "out = glft_market_maker(hbt, recorder.recorder)\n", "\n", "hbt.close()\n", "\n", "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=30_000)\n", "stats.summary()" ] }, { "cell_type": "code", "execution_count": 25, "id": "0e2febda-3964-459e-bc0b-4dd711182c17", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot()" ] }, { "cell_type": "markdown", "id": "598e0430", "metadata": {}, "source": [ "## グリッドトレーディングの統合\n", "\n", "Guéant–Lehalle–Fernandez-Tapia マーケットメイキングモデルから導出されたビッド価格とアスク価格からグリッドを作成します。" ] }, { "cell_type": "code", "execution_count": null, "id": "32b12ee2", "metadata": {}, "outputs": [], "source": [ "from numba import uint64\n", "from numba.typed import Dict\n", "\n", "\n", "@njit\n", "def gridtrading_glft_mm(hbt, recorder):\n", " asset_no = 0\n", " tick_size = hbt.depth(asset_no).tick_size\n", "\n", " arrival_depth = np.full(10_000_000, np.nan, np.float64)\n", " mid_price_chg = np.full(10_000_000, np.nan, np.float64)\n", "\n", " t = 0\n", " prev_mid_price_tick = np.nan\n", " mid_price_tick = np.nan\n", "\n", " tmp = np.zeros(500, np.float64)\n", " ticks = np.arange(len(tmp)) + 0.5\n", "\n", " A = np.nan\n", " k = np.nan\n", " volatility = np.nan\n", " gamma = 0.05\n", " delta = 1\n", " adj1 = 1\n", " adj2 = 0.05\n", "\n", " order_qty = 1\n", " max_position = 20\n", " grid_num = 20\n", "\n", " # Checks every 100 milliseconds.\n", " while hbt.elapse(100_000_000) == 0:\n", " # --------------------------------------------------------\n", " # Records market order's arrival depth from the mid-price.\n", " if not np.isnan(mid_price_tick):\n", " depth = -np.inf\n", " for last_trade in hbt.last_trades(asset_no):\n", " trade_price_tick = last_trade.px / tick_size\n", "\n", " if last_trade.ev & BUY_EVENT == BUY_EVENT:\n", " depth = np.nanmax([trade_price_tick - mid_price_tick, depth])\n", " else:\n", " depth = np.nanmax([mid_price_tick - trade_price_tick, depth])\n", " arrival_depth[t] = depth\n", "\n", " hbt.clear_last_trades(asset_no)\n", " hbt.clear_inactive_orders(asset_no)\n", "\n", " depth = hbt.depth(asset_no)\n", " position = hbt.position(asset_no)\n", " orders = hbt.orders(asset_no)\n", "\n", " best_bid_tick = depth.best_bid_tick\n", " best_ask_tick = depth.best_ask_tick\n", "\n", " prev_mid_price_tick = mid_price_tick\n", " mid_price_tick = (best_bid_tick + best_ask_tick) / 2.0\n", "\n", " # Records the mid-price change for volatility calculation.\n", " mid_price_chg[t] = mid_price_tick - prev_mid_price_tick\n", "\n", " # --------------------------------------------------------\n", " # Calibrates A, k and calculates the market volatility.\n", "\n", " # Updates A, k, and the volatility every 5-sec.\n", " if t % 50 == 0:\n", " # Window size is 10-minute.\n", " if t >= 6_000 - 1:\n", " # Calibrates A, k\n", " tmp[:] = 0\n", " lambda_ = measure_trading_intensity(\n", " arrival_depth[t + 1 - 6_000 : t + 1], tmp\n", " )\n", " if len(lambda_) > 2:\n", " lambda_ = lambda_[:70] / 600\n", " x = ticks[: len(lambda_)]\n", " y = np.log(lambda_)\n", " k_, logA = linear_regression(x, y)\n", " A = np.exp(logA)\n", " k = -k_\n", "\n", " # Updates the volatility.\n", " volatility = np.nanstd(mid_price_chg[t + 1 - 6_000 : t + 1]) * np.sqrt(\n", " 10\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Computes bid price and ask price.\n", "\n", " c1, c2 = compute_coeff(gamma, gamma, delta, A, k)\n", "\n", " half_spread_tick = (c1 + delta / 2 * c2 * volatility) * adj1\n", " skew = c2 * volatility * adj2\n", "\n", " reservation_price_tick = mid_price_tick - skew * position\n", "\n", " bid_price_tick = np.minimum(\n", " np.round(reservation_price_tick - half_spread_tick), best_bid_tick\n", " )\n", " ask_price_tick = np.maximum(\n", " np.round(reservation_price_tick + half_spread_tick), best_ask_tick\n", " )\n", "\n", " bid_price = bid_price_tick * tick_size\n", " ask_price = ask_price_tick * tick_size\n", "\n", " grid_interval = max(np.round(half_spread_tick) * tick_size, tick_size)\n", "\n", " bid_price = np.floor(bid_price / grid_interval) * grid_interval\n", " ask_price = np.ceil(ask_price / grid_interval) * grid_interval\n", "\n", " # --------------------------------------------------------\n", " # Updates quotes.\n", "\n", " # Creates a new grid for buy orders.\n", " new_bid_orders = Dict.empty(np.uint64, np.float64)\n", " if position < max_position and np.isfinite(bid_price):\n", " for i in range(grid_num):\n", " bid_price_tick = round(bid_price / tick_size)\n", "\n", " # order price in tick is used as order id.\n", " new_bid_orders[uint64(bid_price_tick)] = bid_price\n", "\n", " bid_price -= grid_interval\n", "\n", " # Creates a new grid for sell orders.\n", " new_ask_orders = Dict.empty(np.uint64, np.float64)\n", " if position > -max_position and np.isfinite(ask_price):\n", " for i in range(grid_num):\n", " ask_price_tick = round(ask_price / tick_size)\n", "\n", " # order price in tick is used as order id.\n", " new_ask_orders[uint64(ask_price_tick)] = ask_price\n", "\n", " ask_price += grid_interval\n", "\n", " order_values = orders.values()\n", " while order_values.has_next():\n", " order = order_values.get()\n", " # Cancels if a working order is not in the new grid.\n", " if order.cancellable:\n", " if (order.side == BUY and order.order_id not in new_bid_orders) or (\n", " order.side == SELL and order.order_id not in new_ask_orders\n", " ):\n", " hbt.cancel(asset_no, order.order_id, False)\n", "\n", " for order_id, order_price in new_bid_orders.items():\n", " # Posts a new buy order if there is no working order at the price on the new grid.\n", " if order_id not in orders:\n", " hbt.submit_buy_order(\n", " asset_no, order_id, order_price, order_qty, GTX, LIMIT, False\n", " )\n", "\n", " for order_id, order_price in new_ask_orders.items():\n", " # Posts a new sell order if there is no working order at the price on the new grid.\n", " if order_id not in orders:\n", " hbt.submit_sell_order(\n", " asset_no, order_id, order_price, order_qty, GTX, LIMIT, False\n", " )\n", "\n", " # --------------------------------------------------------\n", " # Records variables and stats for analysis.\n", "\n", " t += 1\n", "\n", " if t >= len(arrival_depth) or t >= len(mid_price_chg):\n", " raise Exception\n", "\n", " # Records the current state for stat calculation.\n", " recorder.record(hbt)\n", " return out[:t]" ] }, { "cell_type": "code", "execution_count": null, "id": "5bce590b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 11)
startendSRSortinoReturnMaxDrawdownDailyNumberOfTradesDailyTurnoverReturnOverMDDReturnOverTradeMaxPositionValue
datetime[μs]datetime[μs]f64f64f64f64f64f64f64f64f64
2022-10-03 00:00:002022-10-07 23:59:5019.77466124.6304560.0558560.0074385878.736082262.5247957.5094370.00004330859.215
" ], "text/plain": [ "shape: (1, 11)\n", "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n", "│ start ┆ end ┆ SR ┆ Sortino ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPosit │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ over ┆ rMDD ┆ rTrade ┆ ionValue │\n", "│ datetime[ ┆ datetime[ ┆ f64 ┆ f64 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ μs] ┆ μs] ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n", "│ 2022-10-0 ┆ 2022-10-0 ┆ 19.774661 ┆ 24.630456 ┆ … ┆ 262.52479 ┆ 7.509437 ┆ 0.000043 ┆ 30859.21 │\n", "│ 3 ┆ 7 ┆ ┆ ┆ ┆ 5 ┆ ┆ ┆ 5 │\n", "│ 00:00:00 ┆ 23:59:50 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asset = (\n", " BacktestAsset()\n", " .data(\n", " [\n", " \"data/ethusdt_20221003.npz\",\n", " \"data/ethusdt_20221004.npz\",\n", " \"data/ethusdt_20221005.npz\",\n", " \"data/ethusdt_20221006.npz\",\n", " \"data/ethusdt_20221007.npz\",\n", " ]\n", " )\n", " .initial_snapshot(\"data/ethusdt_20221002_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency(\n", " [\n", " \"latency/feed_latency_20221003.npz\",\n", " \"latency/feed_latency_20221004.npz\",\n", " \"latency/feed_latency_20221005.npz\",\n", " \"latency/feed_latency_20221006.npz\",\n", " \"latency/feed_latency_20221007.npz\",\n", " ]\n", " )\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(3000.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "recorder = Recorder(1, 5_000_000)\n", "\n", "out = gridtrading_glft_mm(hbt, recorder.recorder)\n", "\n", "hbt.close()\n", "\n", "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=30_000)\n", "stats.summary()" ] }, { "cell_type": "code", "execution_count": 28, "id": "f15d94c9-d29c-4f61-860f-0ceac43fc9f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot()" ] }, { "cell_type": "markdown", "id": "8c5a758e", "metadata": {}, "source": [ "他のコインでもうまく機能することがわかります。次の例では、複数の市場を作成してリスク調整後のリターンを向上させる方法を示します。" ] }, { "cell_type": "code", "execution_count": null, "id": "352a48dd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 11)
startendSRSortinoReturnMaxDrawdownDailyNumberOfTradesDailyTurnoverReturnOverMDDReturnOverTradeMaxPositionValue
datetime[μs]datetime[μs]f64f64f64f64f64f64f64f64f64
2023-07-01 00:00:002023-07-05 23:59:5017.1799223.0629730.1225350.0329733425.879303122.8009093.7161960.00022930.06
" ], "text/plain": [ "shape: (1, 11)\n", "┌───────────┬───────────┬──────────┬───────────┬───┬───────────┬───────────┬───────────┬───────────┐\n", "│ start ┆ end ┆ SR ┆ Sortino ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPositi │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ over ┆ rMDD ┆ rTrade ┆ onValue │\n", "│ datetime[ ┆ datetime[ ┆ f64 ┆ f64 ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ μs] ┆ μs] ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞═══════════╪═══════════╪══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n", "│ 2023-07-0 ┆ 2023-07-0 ┆ 17.17992 ┆ 23.062973 ┆ … ┆ 122.80090 ┆ 3.716196 ┆ 0.0002 ┆ 2930.06 │\n", "│ 1 ┆ 5 ┆ ┆ ┆ ┆ 9 ┆ ┆ ┆ │\n", "│ 00:00:00 ┆ 23:59:50 ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└───────────┴───────────┴──────────┴───────────┴───┴───────────┴───────────┴───────────┴───────────┘" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asset = (\n", " BacktestAsset()\n", " .data(\n", " [\n", " \"data/ltcusdt_20230701.npz\",\n", " \"data/ltcusdt_20230702.npz\",\n", " \"data/ltcusdt_20230703.npz\",\n", " \"data/ltcusdt_20230704.npz\",\n", " \"data/ltcusdt_20230705.npz\",\n", " ]\n", " )\n", " .initial_snapshot(\"data/ltcusdt_20230630_eod.npz\")\n", " .linear_asset(1.0)\n", " .intp_order_latency(\n", " [\n", " \"latency/feed_latency_20230701.npz\",\n", " \"latency/feed_latency_20230702.npz\",\n", " \"latency/feed_latency_20230703.npz\",\n", " \"latency/feed_latency_20230704.npz\",\n", " \"latency/feed_latency_20230705.npz\",\n", " ]\n", " )\n", " .power_prob_queue_model(2.0)\n", " .no_partial_fill_exchange()\n", " .trading_value_fee_model(-0.00005, 0.0007)\n", " .tick_size(0.01)\n", " .lot_size(0.001)\n", " .roi_lb(0.0)\n", " .roi_ub(300.0)\n", " .last_trades_capacity(10000)\n", ")\n", "\n", "hbt = ROIVectorMarketDepthBacktest([asset])\n", "\n", "recorder = Recorder(1, 5_000_000)\n", "\n", "out = gridtrading_glft_mm(hbt, recorder.recorder)\n", "\n", "hbt.close()\n", "\n", "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=3000)\n", "stats.summary()" ] }, { "cell_type": "code", "execution_count": 30, "id": "730dc4d4-4cd9-44a9-b50c-b88547b3c836", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot()" ] }, { "cell_type": "markdown", "id": "40ec41ef", "metadata": {}, "source": [ "## まとめ\n", "\n", "これまでに、モデルを実際の例に適用する方法を示しました。\n", "\n", "より効果的なマーケットメイキングアルゴリズムを考える際には、このモデルを次のカテゴリに分けて検討してください:\n", "\n", "* ハーフスプレッド: ハーフスプレッドは取引強度と市場のボラティリティの関数です。取引強度に対して指数関数を使用することは、全範囲に対して適切ではないかもしれません。取引強度をハーフスプレッドに変換するためのより洗練されたアプローチを開発することができます。さらに、ここでは過去の取引強度と市場のボラティリティを使用していますが、短期的な取引強度とボラティリティを予測して、市場の状況の変化に迅速に対応することができます。これには、ニュース、イベント、流動性の真空などを使用してボラティリティの爆発を予測する戦略が含まれるかもしれません。\n", "\n", "\n", "* スキュー: スキューも取引強度と市場のボラティリティの関数です。このモデルでは在庫リスクのみが考慮されていますが、複数の市場を作成する際には他のリスクも考慮することができます。BARRAは他のリスクを同様に管理する良い例です。\n", "\n", "\n", "* 公正価格の設定: このモデルでは公正価格がミッドプライスと等しいとされていますが、マイクロプライスや関連資産を通じた公正価格の設定などの予測を組み込むことで、戦略を強化することができます。\n", "\n", "\n", "* ヘッジ: 複数の市場を作成する際には、ヘッジはリスク管理のための貴重なツールです。\n", "\n", "今後の例では、いくつかのトピックについてさらに詳しく説明します。" ] }, { "cell_type": "markdown", "id": "e29086f7", "metadata": {}, "source": [ "## 参考文献\n", "[Dealing with the Inventory Risk - A solution to the market making problem](https://arxiv.org/abs/1105.3115) \n", "[Optimal market making](https://arxiv.org/abs/1605.01862) \n", "\n", "Knight Capital Group \n", "[Stochastic Control Theory and High Frequency Trading](https://ieor.columbia.edu/files/seasdepts/industrial-engineering-operations-research/pdf-files/Borden_D_FESeminar_Sp10.pdf) \n", "\n", "BitMEX Market Making Series \n", "[Algo Trading & Market Making](https://blog.bitmex.com/wp-content/uploads/2019/11/Algo-Trading-and-Market-Making.pdf) \n", "[How to Market Make Bitcoin Derivatives Lesson 1](https://blog.bitmex.com/how-to-market-make-bitcoin-derivatives-lesson-1/) \n", "[How to Market Make Bitcoin Derivatives Lesson 2](https://blog.bitmex.com/how-to-market-make-bitcoin-derivatives-lesson-2/) " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }