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@chandinijain
Last active September 8, 2023 06:06
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Trading Strategy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This work derives from the works of [Quantopian Lecture Series](https://www.quantopian.com/lectures/). \n",
"\n",
"## Moving Average Crossover\n",
"\n",
"A very common way to obtain a momentum signal is to look for moving average crossovers. This means computing two moving averages of different lengths, and waiting for one to cross the other. The direction of the cross will indicate the direction of the momentum.\n",
"\n",
"We'll demonstrate this on some real asset data."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading AAPL\n",
"Reading AIG\n",
"Reading C\n",
"Reading T\n",
"Reading PG\n",
"Reading JNJ\n",
"Reading EOG\n",
"Reading MET\n",
"Reading DOW\n",
"Reading AMGN\n"
]
},
{
"data": {
"image/png": 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LoohQKITNzU0UCgWEw2GMj4/D5XIBAOLx+AmPmpCLgUrcCSGEnCt8TeLW1hYA7GmOpFAo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\n5Ejo9Xp7VlbWXoCSkhLtvHnzEhobGzX/+Mc/SouKirTXXXdd/PLly/N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VAAAg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\n31e0QIKqgXfCzmel56ttX3lnlPxm75VP6t7rOnrTfQfK51C+8uAD9JpdU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DJ0KON9ffF2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v53SIPlCfROgy59Rf72TY85Z4GJ+aetCy7Gwmf7mwWstaDBf8DKEXdvaIThib04kTMLbiNVxn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\n9YAddEmSJEmSeuB/ncPUvMKEGOMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd0ae748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Fetch prices data for 10 stocks from different sectors and plot prices\n",
"start = '2014-06-01'\n",
"end = '2016-12-31'\n",
"assets = ['AAPL', 'AIG', 'C', 'T', 'PG', 'JNJ', 'EOG', 'MET', 'DOW', 'AMGN']\n",
"data = dl.load_data_nologs('nasdaq', assets, start, end)\n",
"prices = data['ADJ CLOSE']\n",
"\n",
"prices.plot(figsize=(15,7), color=['r', 'g', 'b', 'k', 'c', 'm', 'orange',\n",
" 'chartreuse', 'slateblue', 'silver'])\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
"plt.ylabel('Price')\n",
"plt.xlabel('Time')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nowlet's pick a stock and calculate a 30 day moving average and a 200 day moving average."
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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oE3Pwnj/Uii/8bT++/fSRIffpHSaDBwBrZxfAHYzgULMUeHR7pED0khn5/fbT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\nK1bgpS9dUZaB1DOhnWdrHPkUeMom17FFNJi6XESlBIQKHY0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amiu8phwEoyIc1H9XNEw8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\nn6knomtIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xecee080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"asset = prices.iloc[:, 8]\n",
"asset.plot(figsize=(15,7))\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+5z/bqW7y8vjn5/bovMaWVrYX1xMaZGPlvkq+/+IOnt1YTHJUCL/+1FQ+PSuD6iYv/95U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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcddcfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"short_mavg = asset.rolling(window=30, center=False).mean()\n",
"long_mavg = asset.rolling(window=200, center=False).mean()\n",
"\n",
"asset[200:].plot(figsize=(15,7))\n",
"short_mavg[200:].plot()\n",
"long_mavg[200:].plot()\n",
"plt.ylabel('Price')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see here that there are five crossing points once both averages are fully populated. The first seems to be indicative of a following upturn, second of a downturn and so on.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Choosing Moving Average Lengths\n",
"\n",
"#### WARNING: Overfitting\n",
"\n",
"The choice of lengths will strongly affect the signal that you receive from your moving average crossover strategy. There may be better windows, and attempts to find them can be made with robust optimization techniques. However, it is incredibly easy to overfit your moving window lengths. For an exmaple of this see the Dangers of Overfitting.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Moving Average Crossover Ribbons\n",
"\n",
"Another approach is to draw many moving averages at a time, and attempt to extract statistics from the shape of the 'ribbon' rather than any two moving averages. Let's see an example of this on the same asset."
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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8Ylsr/isc0M5TUBMREZESpvKZyDXn9FgMgFOjUXqnElT6XVy/rIpD/WFshkFz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VbPOKZsRS2YmCR25AiJ7rNE732E5RVNnLgeyq9qZsvGFZcpUiLF01bjNN3pHJiYvtEfhkGn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\npNOWeoam16hlE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0VNRESWIiVqIiJS0rKJ2nw3EhEREVlIStRERKSkhTOJmsuokYiIiCwd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\nUmL+f0L0LSwHGSngAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe119908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"asset.plot(alpha = 1)\n",
"\n",
"rolling_means = {}\n",
"\n",
"for i in np.linspace(10, 100, 10):\n",
" X = asset.rolling(window=int(i),center=False).mean()\n",
" rolling_means[i] = X\n",
" X.plot(figsize=(15,7), alpha = 0.55)\n",
" \n",
"rolling_means = pd.DataFrame(rolling_means).dropna()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Information About Ribbon Shape\n",
"\n",
"Here are a few quantitative measures of ribbon shape. This will in turn give us a trading signal.\n",
"\n",
"#### Distance Metric\n",
"\n",
"We can use a distance metric to see how far away from some given ranking our ribbon is. Here we check against a 1-10 ranking.\n",
"* A perfectly increasing order of ribbons (i.e 10d MA < 20d MA <... 100d MA) results in a score of 0. This can be a signal to buy to go long.\n",
"* A perfectly decreasing order of ribbons (i.e 10d MA > 20d MA >... 100d MA) results in a score of 1. This can be a signal to sell to go short.\n",
"\n",
"For more ideas on distance metrics, check out [this slide deck](http://theory.stanford.edu/~sergei/slides/www10-metrics.pdf)."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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V/V/e9o0Qxol0nHYnE9Z+SGNKKd4X3OYhcn8SJWOtAt3k4JxbehBBSGM3VWV0S36v23Ep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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xdd840f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scores = pd.Series(index=asset.index)\n",
"for date in rolling_means.index:\n",
" mavg_values = rolling_means.loc[date]\n",
" ranking = stats.rankdata(mavg_values.values)\n",
" d = distance.hamming(ranking, range(1, 11))\n",
" scores[date] = d\n",
" \n",
"# Normalize the score\n",
"(scores).plot(figsize=(15,7), alpha=0.6)\n",
"plt.legend(['Signal'], bbox_to_anchor=(1.25, 1))\n",
"asset.plot(secondary_y=True, alpha=1)\n",
"plt.legend(['Asset Price'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also use a correlation metric\n",
"* A perfectly increasing order of ribbons (i.e 10d MA < 20d MA <... 100d MA) results in a score of 1. This can be a signal to buy to go long.\n",
"* A perfectly decreasing order of ribbons (i.e 10d MA > 20d MA >... 100d MA) results in a score of -1. This can be a signal to sell to go short."
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HojzzYS2H2wOcNbkipcc2Q4lHX4yIxYwR9hQivRKBqSvLy25dNiuBiATZ2cYS\nD5D3NfvY1+wb8HhF4cAGkZWFeg33TTXtnDKnjOpyb3oHKYQwVyQIXQ3S9CyPSJAtRD+FKe7y2xEI\n8/rOJrbVddDRHeaCJZM5a172B9mJE8veXXOFMEMiyHZmcbk4gMtulXLxLBQIRykvcPAP583rs/1/\nXtlNc1eopzS8t2KPnW9duIAfv7CTuvaABNlC5LrOOn0r5eJ5I7tr64RIA6/DhlKp6/K7/XAHb+9t\nQQG3nDWXcxZUYrFkf2mgNf49SCZbmC0QL9fN9nJxl5SLZ6VEPwCb1dLn3zUnz2RasYu5FQPLxUFX\nA7nsFho6AhM8YiHEhOts0LeFU8wdh5gw2X1GIkQaWCwKr8PKqzsaOdAysPRvrILxAOAfzp83aPfZ\nbCWZbJEpesrFcyCTHZQgO+sEIjGctoGnU1OL3dx23jyK3fZBn6eUYkqRi3oJsoXIfb5GfevN/kpG\nMToSZAsxiBOqSwHYUtsx7mMFwlGUAkeWros9lEQmOyqZbGGy3AmyLT1ZeZE9xtPZfkqxi4aOAIZc\nrBQit3XFg+yCSnPHISZMSs76lVKfVErtVErtUUp9e5DH/0kp9WH83xalVFQpVRp/bL9S6qP4YxtS\nMR4hxuvCJVPwOqyEo+M/4Q1FYzislpzrHpssFzd5ICLvJeYxuwbJJmYTl80q5eJZKBCOHXWQPbnI\nRSAco707nOJRCSEyiq9J30omO2+M+4xEKWUF7gUuAhYDX1BKLe69j2EYdxuGsdwwjOXAd4DXDcM4\n0muXc+KPnzDe8QiRKnabJSVBdjAcw5nlc0UHI+XiIlMEcyaTbSUcNaQ6JMvoTPbR/Y2fWqy7jEvJ\nuBA5rqsR3JPAOvj0EZF7UnHmfxKwxzCMfYZhhIDHgEuG2f8LwKMpeF0h0spuUURScLIbiERxZvnS\nQoORcnGRKRLLXmV7kJ24GCfZ7OwRixkEI7GjXj5uclE8yG6XIFuInOZrBK+UiueTVATZ04FDve7X\nxLcNoJTyAJ8Enuy12QBeVkq9r5S6OQXjESIl7NbUZLJDQzTFyXaJBukxyWQLk3UFo9itqufCT7ZK\nXCSQIDt7BHs62x9dkO2yWynx2KXDuBC5rqtJ5mPnmYleJ/uzwFv9SsVPNwyjVilVCbyklNphGMYb\n/Z8YD8BvBnA4Bq45KUSq2awWQiloQhTM2SA7Pidbgmxhog37j7BubwtF7on+OEu9RDZUmp9lj2TT\nvaP/Gz+8T7WBAAAgAElEQVSlyEV9ezBVQxJCZCJfI0xdbvYoxARKxZl/LTCj1/2q+LbBfJ5+peKG\nYdTGbxuBp9Hl5wMYhnG/YRgnGIZxgs2W/SdTIvPZrSkqFw9HcWZ5GetgpFxcZIJDrX4ArlpZZfJI\nxs8l5eIZLxKNEelV4ZSKqQqTi1w0dQXkb6kQuUwy2XknFUH2emCeUmq2UsqBDqSf7b+TUqoYOAv4\n317bvEqpwsTXwAXAlhSMSYhxc9gshFOQUcrVcnHpLi4yQZs/TNUkN8dUFpo9lHFzO3Sg5gtGTB6J\nGMp9r+/lP/62o+d+T2f78WSyi11EY9DcJdlsIXKSrxlCnVAw2eyRiAk07jN/wzAiwGrgBWA78Lhh\nGFuVUrcopW7ptetlwIuGYfh6bZsMrFVKbQLeA/5iGMbz4x2TEKlgs1gIpyCzkOvl4tJdXJipzR+m\n2J0b3VorCpzYLIqa1m6zhyKGUNsWwBeK8v6BI+xp7GJ/iz6lGU9zyym9mp+1d4elkkGIbNdxGDY+\nlLy/+XF9O/+T5oxHmCIlddeGYfwV+Gu/bff1u/874Hf9tu0DlqViDEKkms2qxt34zDAMXS4u3cWF\nSDnDMGjvDjNvcoHZQ0kJm9XCjFJ3T+AmMo/VAtEYPPF+31lxRa6jv9BTXuDAouDAET+PrT/E4qmF\nXHdq9ThHKoQwzUOXQdMOWPhp8JTCh3+AacfD5MUjP1fkDJncLMQQHFZLn7l3RyMSM4gZ5OQ62dZ4\nJtuQTLYwSSAcIxiJUeLOnWaYs8q8vLGriVAkhiMHK2CyWSxmEI3BylmTWDlrUs92j8NKsefog2yb\n1UJFoZN1e1sAOHjEP+6xCiFM1BSfUuJrglAXNHwEF/yruWMSE06CbCGGoJfwGl8AmVjeJSfLxePf\nkmSyhVnaukMAlIwjwMk01WVeXjOaqGn1M6ciNzL0ucIfL+OeVuJidrk3pceeVeahoUPPyS4rcKb0\n2EIIk/iaoGmn/nreBeaORUy43DvzFyJFEuXi48nUBuMnZTldLi6ZbGGSNn8YIGfmZAPMLPWgFBxo\nkWxmpvHHG9J5HanPT1yybDr/dOECFk8r6nkdIUQWivZ6/3Y1wp6XoXgmlM83b0zCFBJkCzEEh9VC\nzBhfpjanM9lKuosLc3V06yC7KIeCbLfDyuRCl8zLzkC+kL5o6nWmPsi2WBSlXgdFLlvP6wghslDb\ngeTXHbWw73WYdz7Ez5lE/si9M38hUsRm1X8Qx7NWdiLIHs/yLplKuosLs3XHK0U8jtyqFKku93Cg\nxU9MpmJklMTSal5n+n7fvA4b3eGo/N8Lka2adye/3v5nCPukVDxP5d6ZvxApYrfqt8d4Oowf8ek5\nduPpPJupkutky8mgMEcgHMVmUT3v1Vwxq8xLMBKjviNg9lBEL/5Q4qJO+trZeJxWDCM5/1sIkWW6\njyS/PvQuWB0w+0zzxgMopfYrpT5SSn2olNoQ33anUqo2vu1DpdSnTB1kDpLGZ0IMwR7PZI+n+dmB\nFj9uu5WKwtxrZBOPsaXxmTBNdziKO8ey2ADVZR4A9rf4mFbiNnk0IsEX0pnsdFZOJOZ7+4MRCtJQ\nli6ESLNwt771lIG/BWatAkdqGyUepXMMw2jut+2nhmH8xJTR5IHcuvwvRAqlIpO9v8VPdbkHlYNz\ncZRSWJSUiwvz+ENR3PbcC7JLPA6K3XZpfpZh/MEoTpslrZUTiVJ0mZctRJaKxCuQSmbq22M+Yd5Y\nhKkkyBZiCDbL+IJsXzBCU2eQWWUZcQUzLawWJeXiwjTdodzMZIPOZm+uaedvH9WZPRQBbK/rYO2e\n5rT/viVK0X3SYVyI7JTIZBfP0LfzMiLINoCXlVLvK6Vu7rX9NqXUZqXUA0qpSWYNLldJkC3EEBy2\n8ZWLN3fp+dhTilwpG1OmsSglmWxhmu5QNOeaniWsmlsOwKaadpNHIgB21ncCcOa8irS+Tk+5uGSy\nhchOkQCg4JjzYO65E7F0l00ptaHXv5sH2ed0wzCWAxcBX1dKnQn8ApgDLAfqgP9M90DzjUz4EWII\niZLAyFFmshNr+E7y5F7TswSrRcmcbGGa7nCUyfbcvIg1s8zDybNL2VIrQXYm8IUiVBY6OXVuWVpf\nx9NTLi6ZbCGyUrgbbC5YeaP+l34RwzBOGG4HwzBq47eNSqmngZMMw3gj8bhS6lfAc+kdZv6RTLYQ\nQ7DFg+zQ0QbZObiGb39Wi0IS2cIs3eHcnJOdYLdaxrWEoEgdfzCa1qW7EuxWC1YLBMNH3wtECGGi\nSADsmdOwUinlVUoVJr4GLgC2KKWm9trtMmCLGePLZZLJFmII9nj77MhRlou3+UO47VZcORwEWJRk\nsoU5YjGDQDiW40G2IhSNYRhGTjZPzCa+UITygolZJcJhtR71xV0hhMnCmRVkA5OBp+OfITbgD4Zh\nPK+UekgptRw9X3s/8DXzhpibJMgWYgjj7S7e3h2mJIdLxQHpLi5ME4joOau52vgM9N8gw9DL5Nms\nEmSbyR+amEw2gN2mCEckyBYiK0Xi5eIZwjCMfcCyQbZfZ8Jw8oqUiwsxBLttnOXi/twPsqW7uDBL\ndyg/gmxASsZNZhgGvmCkp/N3ujmtlnEtHSmEMFHmZbKFSSTIFmIIrniQPZa5cf5QhD2Nnexp7KTV\nH6I4h+djg3QXF+ZJdF/O5XLxRPY660uH22vhh1XQsM3skRyVQDhGzEh2/k43u9WS/f/nQuSrDMtk\nC/NIubgQQ7BZLThtljEtpfK/Hx5mc68ldyomaA6fWSSTLcyyr9kHQKErdz/GkiscZPl7bNffINQJ\n638Fn/mp2aMZs0Snb8+ElYtbCEm5uBDZSTLZIi53z06ESAG3w4p/DEuptHeHqZrk5tPHTcWiFNMn\n5fYfWlnCS5ihrr2bl7c1sHhqIdNLcvc9Zo9nsrO+dNgSr+iJhs0dx1HyB/WF1onKZDuslp6eA0KI\nLBPpBk+52aMQGUCCbCGG4bFb6Q6P/mSnOxSlsshJdbk3jaPKHLpc3OxRiHwSjsb44/pDuB1WLltR\nldNdt8fbfDFjWLM7yO7JZE/Q/H+HzUJHIDt/VkLkvXAA7FIuLiTIFmJYOpM9cpDdFYxwsMWf8+v2\n9me1IOXiYkK9uLWBho4gN66qpsCZ2x9hyUx2lr/HEpns2OirgjLBhv1H6AiEqWsPAOCdoN83hzQ+\nEyJ7RbrBlrsVVmL0cvsMRYhxcjusNHYER9zv0XcP9swRzacg26KUdD4WE+r9A60srSpmwZRCs4eS\ndjmXyY5lT3a2MxDmyY21PfeL3LYJm//vkDnZQmQvyWSLOAmyhRiGxzG6cvHepX2uHF5SqD+rRUkX\nXDFhDMMgEIlSnuMNBRNyLsjOonLxxN/9z51QxbKqEpRiwqYm2K2W7K9eEMJsO5+Hv9wBq9eDwzNx\nryuZbBEnS3gJMQy33YY/FMEYYZkqV6/stSfPMtlSLi4mSjASwzDAZc+Pj67EEl5Z313cEr+en0VB\ndmLpRpfdisWiJnTuv8Oml/Aa6XNHCDGM+s3QUQMdtSPvm0qSyRZx+XGmIsRR8jisRGMjr1PbO8h2\n51Em22JRZHuSTWSPQDy76MqTC1l2S45kshOyqFw8GC/Xdtom/jTJYbNgGMhUHCHGw9+ib7saJu41\nYzGIBiWTLQAJsoUYVqKbbPcIzc96Z9byaU62VSmikm0REySQyC7a8uM9Zo8HeFk/JSMW//uZTZns\niHkXdBIN72RethDjkAiyO+tTf+ymXfD8d5J/2wCCnbD2v/TXkskWSJAtxLASJ1gjdRhPzJ3s/Zx8\nIN3FxURKZrLz46PLZsmRcnEjG4NsHeA6zMhkxz9PJMgWYoxiMdj9EoR84D+it3U1pv51Nj0K7/wc\n6jbp+43b4f5z4NUf6PuSyRZI4zMhhpXIZI8UZEd7BZp5VS4umWwxgQImZhfN4MiVxmdGfPzRkLnj\nGIPEnGyzysUhB/7fhZhI/iPwzK2w63k46WtHVy4ei4JlFJ8vDVv07cF34Mg+ePY2cBQkH5dMtkAy\n2UIMy+PQ16ECI3QYj/Q6GfLkWZAdkyBbTJBEubgzTzLZFovCasmBdbITJZWxkVdqyBTmlotb4mOQ\nIFuIUanbDPefBXtegcnHwsYHoXm3fmy0QXawC+4qhbfvGXnf+niQ/fYaePIrMHU53PImlM3T2yWT\nLZAgW4hhuUeZye59Epwv80VBL+El5eJiouRb4zMAm8VCJJblwVYik51ljc8sKlmyP5Ekky3EGP3l\nDogE4cvPwyX36mW0wj792GiD7LoP9e36Xw2/n/8IdB4GZYXOOlhyGVz/DBROgbJj9D5Kwish5eJC\nDCtZLh4Zdr/ESbDHoZd7yRfSXVxMpJ4gO48uZDlsluwPtrKxXDwSw2mzTujSXQk9c7Kz/f9diIkQ\nCeoA+eRboOqEgb0fRjsnu2aDvvVWDr9f/WZ9+6kf6+UJj78e4itBULEAdv0NfGmYBy6yTkoutSil\nPqmU2qmU2qOU+vYgj5+tlGpXSn0Y//f90T5XCDPZrRbsVjVid/Fw1KCy0Ml1p8yaoJFlBquUi4sJ\nFAjr7GKi+3I+sFkU4UiWv8d6uosPf7EykwTDUdOmJSQy2dL4TIgRbHsWfjxHX8CrOlFvs9rBU6a/\nttig7WCydHw4Nev1bbh7+P0OvQcoOPYKWHljMsAGOOObcPx1sPyasX4nIgeN+xNEKWUF7gUuAhYD\nX1BKLR5k1zcNw1ge/3fXGJ8rhGncDuuoGp+VFzioLvdO0Kgyg9XSt+mbEOkUjERx2c3JLprFbrUQ\nlnLxCacz2SYF2dJdXGSq7jYIdJg9iqSXvg+hLv11IsgGKJiib1d+Sd/+/BR4/rt6/EOp3ahv2w8O\n/5oH3obKxeCeNPAxVzFccs/gj4m8k4pPkJOAPYZh7DMMIwQ8BlwyAc8VYkK47Va6R9H4zGbNvzk4\ner6ogSHZbDEBAuFo3izfleCwWQhne7DVs4RX9pWLm2G0vUCEmHA/mgX/s8zsUWjRSLKDuM0NRVOT\njxVO1rdzzobbNsLya/WSWz9boTuC9xfs0vOsXcUQaB/6QkI0ojPes05N5XciclQqzlamA4d63a+J\nb+tvlVJqs1Lqb0qpJWN8rhCm8TisI5eLxwxTGuSYzW6TuYNi4gTCsbyajw26ND5nuotnU7l4JGpa\nJttp09OUfMHs+XmJHBOLwSt3QcO25LbExfTuI+aMqb/6TRDsgEt+Dt/c1vexk2/Vt5MXQ0EFXLwG\nvva6Lh9f+9OBx2rdr29nn6Vv2w8N3Aeg4SOdOZ8pQbYY2UR9gmwEZhqGsRT4GfDMWA+glLpZKbVB\nKbUhEpEPHjFx3A7biBmFSDTWs+xKPknMjY1kexAgsoLOZOdXkO20WUdcQjDjZWO5eDhm2pxspRQe\nh40uCbLFRHprDfzxizqYbt4Fb/4nPHw5tNfoxzvrzR1ff4fj3cBnnwme0r6Pzb8A7myH0jnJbVOX\nwXFX6WW+uluT29/5hV6GC2DOWX2P3d+BdfpWgmwxCqn4BKkFZvS6XxXf1sMwjA7DMLriX/8VsCul\nykfz3F7HuN8wjBMMwzjBZpOm6GLieOxW/OHhT3bCUQNbHjVjSkhcWJAgW6RbKBKjsTNIkTu//v67\n7BYCkRwJsvt3/c1gZpaLAxQ4rZLJFul3aL2uNImG4a3/ge1/hoProGmHftzXBA9fqecyN+9M/3gM\nAx74pB4H6HE1705m0XtLdA0vnDrwsaEsuVxf7Nv9kr4fCcHrP0p+v4su0ets/+UOPfe6v4NvQ8lM\nKJaiWzGyVATZ64F5SqnZSikH8Hng2d47KKWmqHinGqXUSfHXbRnNc4Uw22jKxaN5Wi6e+J6lXFyk\n2/sHWvGHopw0u8zsoUwol91KIJzl769EuXgWZLIPtvh5ZXsD/lDEtHJxAK/Thk/mZIt0atwOvzkf\ntj+rs7v+Zr2+83v360w2wNUPQ8seneFu2Jp8brqaMQY7dJC/f62+v/a/4Z4T4JErB+7rawJ3KVjH\ncOF16jKwuaBuk76/99W+We2CCrjuGSiZAY9clVzWC3Sgf2AdzFw19u9L5KVxf4IYhhEBVgMvANuB\nxw3D2KqUukUpdUt8tyuBLUqpTcAa4POGNuhzxzsmIVLJ5bASjhpDrlVrGAaRmIHNko/l4vFMdrZ3\nPxYZb2d9B5WFTqrLPGYPZUIlysWzurmgkT1/H17YWs/L2xuJxAymFrtMG4fXYZNMtkivRNBcvwU2\nPaqXvVp8ic5uN+3QGdsFF+lu2fvfhBe+m3xusD09Y0oEvJ11Oqj96HF9f8/L4O83F9zXCAUjrGnd\nn9UGFQuT3/tHfxrYCbygAq7/X/CWwx+uTlbgtOzRFyKk6ZkYpZTU3cVLwP/ab9t9vb6+B7hntM8V\nIpN47MlOr8XugYF0JL6EVT6WiyfWc836dXxFxvOFokzy2PNq+S7Q5eIxQ09Jcdiy9Hs3sicjGwhH\nWTS1kOtOmWXq75rXOXIvECHGpWWvvq15T3fcPuHLUDgFtj4NhyxQuVA/vuzzOvhddy/4miHSre+n\nY5mqniC7Xmfam3fBoot1tr3uQ9jwAMw9V4/V1wzeirG/xuRjYfeLuqP4zr/q789ZCIXTkvsUTYNz\n/6+eq924XQfle+Il5pLJFqOUf6k3IcbI49DXooZqPpSYj5yPjc+kXFxMFF8wgseZX/OxgZ5Gb1k9\nLzvWa+wZ3mE8sT622RdzvE4rwUhM1soW6fGnG+G1H+qvP35DL6+37AtQGV/8p/0gVCxI7n/KrfCP\nW+Cq3+n7vUusU6l3JnvbM4DSwS7AwXf1XO1X7tIBclfjUQbZS3QWfOODEPbrZmifuAtOuaXvftNX\n6NuPX4fnvgFbngRnMZTPO+pvT+SX/DtjEWKMRlqzNBwvlc7HOdlSLi4mij8UxevIv4+sniA7HKXI\nZTd5NEepd7l4JADWAvPGMgK9dJf5HewL4heUfMEIDpvD5NEIU9Rt1p29veU6s1owZWzzj4fSWa+z\n1b1VLNLzlROdxEFnkPtLZK/THmTHxzjrNKiYD5NmJ5uhdbfqjLavaezl4gBTjtW3b9wNRVUw45TB\n95s0W3+/r/6b/rsFYHNCnlVTiaOXf2csQoyRpyfIHjwDk8hk53O5uHQXF+kUjsYIRmJ4nOYHPxPN\nFV9GKpjNzc96l4tHguDM5CA7ZmrDs4REBZUvFGGSV4LsvPPS93W37948ZfAPm3Rp8zNfhyP7oGol\nVJ8B8y+EDx+FfX+Hy+8f/tg16wduW/Z5HTwWVyW3VZ04cL+eILttbN/PaCWC7GhIl4qfdLO+P215\n8sKAtxLeXqObpHnLx/4aM1dBySxoOwArroOh+ukoBdNX6vnghdNg4adh4afG/noib0mQLcQI3PFM\n0lAdxiPRRCbb/BOziSbl4mIiJKpI8jKTbUtmsrNWrF8mO0NFYwbhqGHa+ti9JTPZWfz/Lo7O9ud0\ngH38dXrusb9Fd/9+9xc6sFZW+PBhHSi+uwHe/pnuAv5MvNx5LEH2+XfqNaGPv07fVwouvU8vUTVY\nxtZdom/TncnWg0lm06f2CrIv/CE8dZP+2nsUmWyrDU7/R3juH2Hp1cPve/o3dUZ7+Rd0wC3EGOTf\nGYsQYzRSuXg+Nz6zWRONzyTIFumTqCJJVJXkk2S5eBa/x3qXi0eD5o1jBMH4vPdMKBdPVG34hqig\nEjns7TVQvgA+/V+QmCrgKdNBdtsh3QTM5oKbXwO7B/5rIbz7y+TzI6Hk83qLRWHX8zpYnX4C3PTy\n4IH08i8MPTZXIshOUybb3yvInnUaFE7WX09brm+tTjj2Clj/Kzj07tHNyQZYeSMcc57uoD6c6tP0\nPyGOgvmXa4XIcE6bBYuCbml8NoCjZ062lIuL9Elk87x52fhMv8eyuvFZ73LxcOZmshMl+ZlQLt57\nTrbII+EAHP5Al3/3DpQTweAL34HNf4STbwFPKdhdutv2/jd7HcM38LiHP4SfrYDHrtGVJWd/++jm\nFtsc4ChIbybb7tXZ+uN6rY09dZm+LZmpy7vP/g5Y7H2bs42FUiMH2EKMU/6dsQgxRkopPA7rkOXi\n+d34TMrFRfolMtnevM5kZ3GQ3bu7eKTbvHGMIPF3LBMy2U6bBZtFSZCdb+o+1PORZ/ZrxuUp09nr\ntoMwbYUu805YcpnufF00HTpqIeQbuLzW2p9CoB2u+j0s/Mz4GqhNmg21G47++cPpboWyOfC5B/Xr\nJLgnQelcKJur7889B757ePCMvRAZwvzLtUJkAbdj6DVL8zmTbbUolJLGZyK9EpnsfFzCSy8nlUPl\n4iG/eeMYQeJCRibMyVZK4XFa6ZI52fklkZGuOqnvdqX0GtYAM0/tm4Ve9Fn45g644Af6fqhfJjvc\nDbtf0sH4kkvH36H8uCt0qfaRfeM7zmAS62+XzhmYab/6IfjkfyTvS4AtMpz5nyRCZAGPwzpkd/Fw\novFZHs7JVkpht6ien4EQ6dAzJ9tufoZxoimlcFgt2Z3J7lMunrmZ7GAkc8rFAQoctiE/dzJaV6PZ\nI+grEoJX/1WvizzWddqb94D/SHrG1ZthwLv3w9//XS8pVTDIXONE8JxYv7m3oqm6jBsg1NX3sY/f\n0CXkCz+TmrEuvRpQsOmx1Byvt0SQPZjJS6B09uCPCZGBMuOTRIgMN1y5eE/jszzsLg66+ZkE2SKd\nuoIR3HYrljyckgG6ZDyrg+ze3cUHmy+aIUKRzCkXB1250ZVt5eKN2+En8+Bv/5/ZI0n68z/oNZGf\nvQ1e+ZexPfeelfDbi9IzroRYFP58O/ztn2DeBXDtnwbfz9ekb6cdP/jjDq++7Z/Jbtkz/PPGqmga\nzDkbNj3a972dCsMF2UJkmfyMCoQYI5fdOmTjs0Tw7cqAEkMz2K0WwlIuLtKoKxihwJV/peIJDluW\nv8d6l4tndCY70V08M/6WFzit2Tcnu71W3757HzRsNXcsAE07YdMf4LRv6I7Sb/9MbxuNRHOvph1p\nGx4AB97SWfZTV8Pn/wCuosH3u/hnUDyz71zl3oYKsjsO6/ncqQxel1+j54cfXJe6YxqGBNkip2TG\nJ4kQGU6Xiw8eZCcyTO48LGUFcFhVz1rhQqRDVyBCYR7Ox05wWLN8SkbvcvH+AUAGScx7z4Q52aC7\n6WfdOtmhzuTXHw2RkZ1IGx/UXahPXa07UmPAjudG99zW/frWmua5v+01+vaEL+vO2UNZcT3840dD\n79NTLt7vPdZZB4VTj66b+FAWflq/3qZHBz4W8sOfboRD743tmCEfxMISZIuckRmfJEJkOI/DSjAS\nIzrIUlXd4Sh2q+pZMzrfSLm4SLeuYITCPM5k27P9PRaL6kwaZHQmO9PKxb1OG8FILLv+74PxILti\nke54bZhYgREJwod/gIWf0nOcC6fA1OWw64XRPT8RZBdOTc/4YlH47afh/d/HX2fK+I7Xk8nuNye7\nsz7134PDC4svga3PDHxPv/ZDvRb3aC9mJCQqByTIFjkiP6MCIcao2G0HoLZ14AmiPxTFnYdLCyXY\nrRZC2VzKKjJeZyC/y8X1eyyLAq3+jFgyAAhnbnfxYERfMLVmyNx/r0P/zvuzKZudCLIXX6LLiSei\nadhQtv8Zuo/AihuS2+ZfCDXrRzeuIx/r26Jp6RmfrwkOrIVD74CzKPkeOVrDlYsXpeFCwZLLdeXC\noXehZa++eHH4Q1h3r358LN3H//7v8IfP6a8lyBY5QoJsIUbh2OnFuO1WXt81sGtqdziat6XioNfK\n3tvUxcGWzD15FtkrGIkSjMQodNnNHopp7DYL4UgWX8gyorpk1+rM6CA7EI5lzHxsAK9Tf650ZVOH\n8UCHvk10ge42Mcje+HsomQlzzkluO+Z8fdFn32vDP7dxO7z/W/21JU0X+DoOJ78umDz+49l7BdmG\nodfGbtqZLBdPteIqfetvgT9+UQfJT30VPOV6mbHERYr+YlHd7T1RKRCLwvpfQ+M2fV+CbJEjMufT\nRIgM5rRZWTlrEjvqO4n1KxkPhKJ48jiTDfrz/E/vH8IwszRQ5KSugA4wCmROttnDOHqxGFis4PBk\n9DrZvlAkoy6YJn7ns6r5WbBTz9X1luv7ZmWyW/bqpatWXN93DvO0FeAshn1/H/75j35BZ+JBl52n\nQ2d98uvxloqDXv/a5tLl4ofehZfvhLfWQCSQnmx8Ihjubk1ePGveBZ/6sS7Lb9gCvzgdWg/0fd7H\nb+hu7y/+X32/Zj34mwceV4gsJ0G2EKNUUegkZujS1d7yPZO9t0mXpjV3hWjqTNPJiMhbiSWMZE52\nFgfZRgyUVWfaMnhO9pGuEGUFTrOH0cPjyMYguwOcheAu1ff9LeaMY9Oj+ndu+Rf7brfaYPYZsPe1\noeeLdxyG1o/B5tb3o+kKsntlslMRZIMuGQ/5YEM8C39gbWqP35u7RN92t+q1yAFOvhUWXwqlc/T9\nho8Grqd94O34WOON2nb8pd9xJcgWuUGCbCFGqcSjy1XbukN9tvtDUVx5HGRfunwaCybrD8utdR0m\nj0bkmsRFrXwPsrN7TnZUdza2uzN2nWzDMGjxhSgrSHMn6TFIZrIzcE52JAi1GwduD3bqINtTpu+b\nFWQf2QeTqgefizznbGg/OPSc4URQePNrsOji9GSy//Zt+MsdyfupKBcHHWS31+jGY5AsyS6ZlZrj\n92Zz6gtnnfW6JP3s78JF/6Hf6yUzkvv1b4C39xV9G+nW23f8RVcXJEiQLXKEBNlCjFJJvPlZmz/c\nZ3sgnN+Nz06eU8aNp81mRqmbbYclyBap1Snl4tmfyY5Fk+XiGZrJ7gpGCEZilHozJ8h22S1YLbqM\nPeM8ezv86hzobOi7vSfIjmeyzZqT3d2azLT2N/dcfbv31b7bIyF4/rvwyr9A9RlQsUAHkqkOsn0t\n8N79fbelLJNdALtf1Nn3xFx0ZYXJx6bm+P25J0HdZsCASb0C+Wkr9O3cc6F5ZzLYj4Tg8Af66856\nXYT1imkAACAASURBVF5+ZK9edzvB7k7PWIWYYBJkCzFKRYkguzsZZEdjBsFILO/nZAMsnlpETWs3\n7f0uQggxHi2+IHar6um0nI8cNkU0xqBLCGaFnnJxT8auk33EpyuUyjOoXFwp/XvfFcjAIHv3i/o2\n2Nl3eyLIdhTo9aXNymR3t4FriCC7dA4Uz+zb/CzcDb+9CN65F066Gb74pM7IpiPI3v5s37XjCybD\n9JWpObbDq99v01fqDu+g58fbXak5fn/uSVD3of56UnVye+FkuLMdzo3Pu67bpG/bDurxgc5+J5b5\nOvGm9IxPCBNJkC3EKLnsVtx2K23+ZLl4dzja81i+WzytCIBtUjIuUqi+PcDkIheWDFlWyQx2q/6o\nztpsthEFZdFBdoZmspu79N/1TMpkg14r25+JmexAm74NDRFkK6XnZacjyDYMvT5zYn3pocY3VNmx\nUjD3bN2AKxr/2dash9oN8KmfwKfu1sE16I74qZ6TveXJZDk9wP+7C2atSs2xE8t4rfxSMrPc+7VS\nzV0C0fg50WAl6ZWL9QW2+s36fqJEf8Yp0FEHO/4K046H8mPSN0YhTCJBthBjUOKx094rk90d0kF2\nPjc+S6gsdFFR4JAgW6RUQ4cOsvNZ1gfZiXJxuztjl/Bq6QpiUTDJk1lBtsdhpSsT52QnspGDZrL1\nBVc8ZeBvTf1rb3kS/nQD/Pn2offpbhu6XBx0KXWwAw7H55X7mvRt9el997O5UpvJ7myAA2/BCV/R\njdVOXZ26Y4P+2TuL4NjLkyXiZ30rta/RW+JChqNg8HnldhdULIyXlJMMsmet0hcvajfAgk+nb3xC\nmCh/6++EOAolHjs76ju589mtAD1LVnnyuJS1t8XTinhzdzPdofyepy5SoysYoSsYZYoE2QCEo9la\nLm7obJbDm7FB9hFfiEkeB9YMq5gocNqobcvM7D+QXBc7IZHJBj0vOx2Z7MScXtCVEf3n8MZiOpM9\nVLk46OZnKNj7d5hxkp4nDXqN595sjtQG2dv+V1+gOPYKOPf/pO64Ced8F06+Rb/XHF5dsp1OiSB7\n8pK+S6X1NnUp7HpBz8s+sk8H5FN6zRFf9Fl9e9Xv9UUNIXKERAZCjME5Cyop8/ads2e3KqrLPSaN\nKLMsnlrM67ua2dnQyfIZw5zgCDEK9e0BAKYUZ848WTM4sj2T3bu7eIauk93iC2VcqTjocvGuTFvC\nq3f2OvF1ont0Ygkv0EF27Ub44GGo/wiOuwqqThj/63fUJr/ubh0YZIc6dSA7XJdqTylMOU5nlSGe\nyVbJhm0JNhfEwvG13lNQ/LnlSV1CXblw/McaTOWi9Bx3KIlqgcrFQ++z7Auw7Vm492R94aN0NhTG\nu75PW5H8WSy5NL1jFWKCSZAtxBjMKPUwo1QC6qHMKHVT6LKx7XCHBNli3Bo6dJCd9+XiNp1dDUWy\nNMjuKRfPzHWyDcOguSuYkX+zCpw2AuEYoUgMhy1DZvi1HUp+HeyEJ76im4gtuRQwkkF2wWRoPwT/\n+3V9P9SVoiC71/rS3a1QNK3v493x+eLDlYsDlB2TbNrlb9YBtqVfBZY1fuElGgTLOLtet9fAoXfg\n3O+N7ziZJPF+TqyLPZg5Z8Hq9fDi92DrU7okv+okuPCHsPzaiRmnECbIkL/YQohcoJRi0dRCdjV0\nZm/WTWSM+vYABU4rhS672UMxVdbMye4eYv6tEYs3Pouvk21kVtl7dzhKIBwbUKWUCaYU6wtMGVMy\nbhjw0Z+S94PtunzbiCUbkbnj2eDT/xEu/zV8fT1ULEoGv+PVXgtF0/XX/kGWCEs0ZRuuXBx0cN5x\nWH9PvmbwVgzcJ1G+HAkc/XgTtsc7aS+5fPzHyhSJn8ukEdbhLp4OV/0WvvYmXPhvYLXBqV8f+UKI\nEFlMgmwhREotmlpEMBLjQEtmloWK7FEvTc+A3uXiGRCctuyFd385cHvt+/DjOfrx/oxofE62Rwdj\n0dDAfUzUEu8sXlaQeeXis8p05dT+lgxY+iwWg+e/DWv/C5ZeDRa7zmR31sOyz+su2Vf9TjfdAh3E\nLr0KKubrLPFQF2HGNIaoXvpp8hJ9f7BjjjaTXTRdB4ndrTrI7j8fG/ScbNDrO4/XgbW6A3fZ3PEf\nK1Oc8z19MWXBp0a3/9SlqVsTXIgMJ0G2ECKlJhfqoCix7qwQR8MwDBo7Aj2ZvHxmaib7r9+CBy6C\n/Wv1/V+dA3/71sCy79YDOoBuOwgH34FNjyUfM2K6DNcRLyPu3yzLZM1durFVWQbOyfY4bEwucrK/\n2eQge+/f4ZEr4N374JSvw6X3gatYL8MU9unScE8pLLksuYxUb+5JqQmyuxr1RZtE5+xBg+zW5GsO\npzieDW+v0eXi3sGC7BRlsg1Dvy9mnqpfsjuML9Pm2h+Nwslw/p1gze9qIyEGI0G2ECKlitx2lKLP\neuJCjFWLL0QoauR9Z3HQzRUBQhMdZDdsg/d+CQffhqdv0U3LAvFuxf0bmIXiQWCwE967XwfiibLw\nWLxcPBHEJJZLGqvtz8Ejnzu65w7jiC+EUjApA4NsgJmlHmpaTSwXD7TDY9fosvAL/lWX+1os4CqC\nlt16n5Gyk+6S1ATZiaZnU4YJskddLh4PsjsO69/JwYJsa3wKwXirL1r2gq8JY+aprNvbwn++uJPf\nvb2/Z4USIUTukSBbCJFSVouiyGWnrdd64kKMVaKzuJSLgz3e8Co80Y3PNv5eN3763EO6gdVb/518\nLNTVd9/E/WCnDrgD7cn5skZUB9kFlfp+V8PRjefAW7D7hdQuqYQuFy9223sqBjJNiceOPxQlYtac\n/A8f1UuvXfc0rLpNd4oH3eCseY/+erA1kntLVSa77aC+LZunfzfHWy6eOGZ36xBzsuNB9jgy2fua\nuojU6mXH/twyjWc3HabYbaemtZs9jV0jPFsIka1S8omilPqkUmqnUmqPUurbgzx+rVJqs1LqI6XU\n20qpZb0e2x/f/qFSakMqxiOEMFeJx067X4JscfQaOgIoBZVFmdeMaqKZNif74DrdCXjxxXDslbC2\nV5Ddf73rYL8gG6AlHoAlysW98SD7aDPZiSx6MLWBSYsvlJGl4gkFTl2K6wtGzRnAzr/o8uxpx/fd\n7izSy2VBckmmobgn6UB1vN3l6zeDxQbl8/Ux3/pveOWuvvv4m3WZt32ElUAKKnWvgESHcU/ZwH16\nguyjy2S3+kL86s2P2bJjJwAfdBTwmaVTuf28ebjsFrYezqypE0KI1Bl3kK2UsgL3AhcBi4EvKKX6\nL5j3MXCWYRjHAT8A7u/3+DmGYSw3DCMFazsIIcxW4rbTLplsMQ71HQFKPQ6cNuvIO+e4RIZ1R30H\nL29r4K09zRNTZhryJUtuL/iBDm56HutfLp4IsjuSAXgiyI71z2Q3Ht14eoLs1AYmLV3BjGx6llDo\n0j/3joBJf1Pba6F83sDtzqLk14WjyGTD+LPZtRt10zO7S1+8gf+fvfMOc6O6+v/3qq+297V33XCv\ngG2q6cXUACFAIKEkEFogIQmpbxpJXhLekP5LCIE0EnrvvXcbY1xx717b26u06vf3x5mrGbXVSJpV\nvZ/n2WekmdFodleaued+z/ke4KN/AEFNffNwJynrQnFPhMlMavaWV+h548zYfTJUsgMh+p76+tsR\nNNnBbVVYMq0BVrMJlXYLRvw5mjiRSCRjjhFK9uEAtnLOt3POfQAeBHCudgfO+fucc3Fl/RBAmwHv\nK5FI8pQaJwXZst5Mki4dAx40S9MzAFSC0Vxlx7YuF17b2Iln1+zHgUEDWgolw+cmR3CAnKJP+J66\nzR9lxKUNsn1RQbZwF3dUU4qvK9Mgeyi918dhxBeEyxfMy/Zdggo7BdnDuTDK4pzcvCvHx24T/bDN\n9uT1z0YE2aEQsG8VMH4hPRcZEZ5+6j8tGO5Inr4uaD1U/TwKMzUt4Zrs9EoUQso90OHtxoijERWa\ndoR2qxleGWRLJEWLEUF2K4A9mud7lXWJuArAC5rnHMCrjLGPGWPXGHA+Eokkx1SX2RAI8dwMCiUF\njz8YQrfLJ03PNHzjlBn41fnzcc1xBwFAdpyJ/W7AqnGKPvrrwOfvo8ejGZ/5E6SLM0Yp48OZposb\nE2SHQhwPLKca37o8ThevUgKzIU8OrqeeAfocVMVJB7cq38/q1uSqseidnUmQ3bud+nK3KkF2wwxa\nmm3AJs2wcrhTzZpIxoQjaFk9gdzRowkr2ekF2T7FR6Hc24VhawMqHGo2iN1iyr6ZoUQiyRpZdflg\njJ0ICrI10+E4hnN+CCjd/AbG2HEJXnsNY2wFY2xFICAH7hJJPiPSG2WQLUmHte0D4ByY0pCkprIE\nKbdR+nxW6nP9bsBapj5nTO3xG61ki8DXo1WylZ7Zwl0cACoaDVCyjUkX7xzyYotiPDWxPn8/a+V2\n+p8Pe3OQLj60n5bxaq4nLQFqJwNn/yF2WzRGKNn7VtJSKNlXvQzcvBmYfCyw6XnVzX7ogH4le8KR\ntGxZEH97hkG2SBevDPRg0FIfvjcCFGR7/DLIlkiKFSOC7HYAEzTP25R1ETDGFgD4O4BzOec9Yj3n\nvF1ZdgJ4ApR+HgPn/C7O+WLO+WKLxRJvF4lEkifYwm7IMl1ckjpvb+5CS5UDUxsrcn0qeYdTSR12\n+cZ4AisYoLZF0T2PxfNRlWxlW+92CrCFuzigKNlpBtkiuDZIyRZ9xy8/alJYLc5HLGYTnDYzXvm0\nE2v29mf3zQf30bIqTrr4gouAm1YDBx2f/DhGBNntKwFLGdA4Sz1mZTMw8wz6rHVvIYOykV79Qfa4\nBbTv5GPibw/3yU4zyFY+Y1X+HvSZ68Op/wBgt5jhDch0cYmkWDEiyP4IwHTG2BTGmA3AxQCe1u7A\nGJsI4HEAl3HON2vWlzPGKsVjAEsBrDPgnCQSSQ4RRk0yFa4A6N2hKkB5QCjE0THoxbzWKrBkKagl\niNNqBmOAe6yVbBEoRzs0i/TxaHdxUZMt0osrmoHACDC0T00XBxQlO410cc4NV7KFyij6kOczYkLg\ngeV7kuxpMKMp2akggmxXd/rH2LcSGHcwYI4SWmacTstNz6ufLb3p4mYrcNMa4IjrEmxXygjSND7z\nBzmsoRE4Qi70mWojJnNsFlM4nVwikRQfGQfZnPMAgBsBvARgA4CHOefrGWPXMcbEVesnAOoB3BHV\nqqsZwLuMsdUAlgN4jnP+YqbnJJFIcovFRINWvwyy85vODcCfDgU2PKOue+xq4Pnv5OyU/CH6zFjy\ntGdxrjGZGMqs5rFXssNBdlnkemGE5os2PlOeix7YIv22Z6vqLg6Qku3qIoU7FXzDqpu0QUp2UDkH\nsyn/P2va9m1ZNZQcFEF2S2bHsVfQ/753W3qvDwaA/WvUemwtNROAlvnA5hfVz59eJRug2vJEnwGh\nZAfTa+EVCIVQ5afkzSFLZE22wyrTxSWSYsaQOwvn/HnO+QzO+VTO+a3Kujs553cqj7/COa9V2nSF\nW3UpjuQHKz9zxWslOaQ/y7PkkqIknC4ug+z8ZsvLADiw6316vn8NsPZhYHl0l8U04BxY+2jKfXFF\n7CUmaiSxlNvMcPvGWMkWQXN0urjFAYAl7pM9dICW4zRBtnAXB0hhDAXIEXo0VvwL+FSTFCdUbMDA\ndHEKVgvhs/aloydjvOK27xrr/72Wof2kQkdPtqRD40yga5O+fds/Bt74lXpB6NpAmRHj4wTZADDj\nDGDPMpo4BFILskfDkqmSHUKjdycAoNc2Lqom24xAiCMYyp9MIolEYhz5P30ryR6dG4A/zIsc2Egk\naSDSxWWQnedsf5OW+1ZS2vjjV6vbghmaLHVvBh67Ctj4XEovC4TVxfwPfHKF024Ze3dxMTkSnS7O\nGAXeMTXZSuArWh3VTaXX9myLTBcvb6SlUBwT8ew3gIcvU597BuM/zgAR3FgKIF18ZkslTptHanLX\nUHr1wWnh7lb/Z5kiguxoJf7N24CP/w08ehWw7xNa9/JPgLduAz76Oz1vV0zP4inZANVl8xCw7E56\nXj1ak5sUsCiTC9Gfd50EghzThj+Gj9mx1zk7oiZbTEbLumzJWMMY28kYW6vNJmaM1THGXmGMbVGW\ntbk+z2JDBtkSlc5PaWmEiiUpaUSNo08an+UvQT+w6wNK4923Crj7JFIhD76Etvfvzuz47l5apliD\nGSggdTFXZEXJFkq1LY7rttUZp0921HNbOQXaPVuj3MWVWlm95md9u2g5Jkq2UppQAOniANBYQU7X\nGQXZI33A/00Gtr+lf/+yOK2t0qFxFtXTizpvwZu/Ap65CVj3KPDiD2idmLT58A5a7ltJfdbrDop/\n7HGHABUtwIE1QMPMzNPbBRYb4Kwnb4E08Ac5pg19hIHGxThp3kSMr1YzAhxWJciWKeOS7HCiNpsY\nwPcBvMY5nw7gNeW5xEAK484iyQ5iMLPzHXLplEjSRCrZBcBwJ6VfTlpC6mN5A3D168DCy2n7gTVU\nS5suwpwqWVpwFEFF5ZJKdmKcNsvY12SLoDlayQYo8NYqewEf1azaqzX7lFO7r+h08XIlyB7N/Eyr\ndL7zW8qyGIMgO6xkF8hnrcZphc3M0DGYXuoyAGD3Mgqc3/mtvv3dfappWaY0zqSlSOkGYmvzqyfQ\ndUeklYuMh/aVwPhDE/fjNpmAmYoB2rRTjDnf8Dm1AQMxTXN0wUd60Ozdibp5p+DEWU0waT5rdgt9\nJ7zS/EySG84FcI/y+B4A5+XwXIoSGWRLVPp3AbYKwGSh1C2JJE1sMsjOf0SQc9hVwNm/B77yKgVF\ntVNo/SNfAl75SfrHFym9KbbsUQMfeXtKRLndjMGRANxjGWgnShcHyGFcW5MtnMWr29R1tnKgfhpN\n3ga8qrGUHiVbW8e/8h7gT4cAT91Az8ubDHMXD9dkF0C6OAAwxtBaW4bdvemlLgMABhTfFadOdXqk\nT/++yaifRsu+neq66Ek4Wzm14wp4gIYZ9DnzDFCm3bhDRj/+7HNoKYJto6ieAAzsTeulJiWjx1TT\nFrNNpotLsggH8Cpj7GPG2DXKumbOuUgrOQAyo5YYiBzFSFT6dtJM86yzgFX3Af4MZsslJY3JxGAx\nMRlk5zMijbuqFVh8JaViApFplh/9HRhKUjubCBEIjaSmZIvPjFSyEyPaAP3xtTHMOAqni5fHbrM5\nI9PDRZDdMk9dZ3VSUMWDVNcr0sUdNYDJCrhGCbLFZ+fs3wNfXwUsvRVomA7UTqZ7lOFKduEMhSbV\nl2Nf/0j6gVnH+tT2H+k1TsmuaKZJfG3AGp3R4B1Uz/GgE2jZ8SmZ5dVMHP34004GbvwYmHKcMecr\nqG6jyYk0XN2Z8lll9qqYbQ6pZEuMwcIYW6H5uSbOPsdwzg8BcAaAGxhjEV8STi0LZH2fwRTOnUUy\n9vTtAmomAYu+TLPXnz6V6zOSFDBWswm+oLxmZ42AjwyEXtBZViUGt+UNkesZA2aeCUw5ntSkdK8D\naaaLh93FC0RdzAWLJ9dhfLUDgyOBsWvnFE4Xj+MqbXWqQbh3GHj3D/S47TB1H6FkC0S6uMlERlrD\no6SLi9RwexVQNwU4+kbgyheBm1ZToDbSm97vFEUg3C6ucD5rk+vLEeLA3r4o1/5XfgLcc05kKnY8\nxPahjuQT6X4P/Z+NCrJNZuq33bMV2PoaBa0io6F2Mi2Fas1MwORjad2BNbSsGp/8PRqmJd8nVapa\naSJJW7KgF59yHbRXxmyyy5psiTEEOOeLNT8xxkqc83Zl2QngCQCHA+hgjI0DAGWp0yhDohcZZEuI\nUJBml2sn0eC67iDg43/l+qwkBYzVwuCXM/TZY+U9ZCC07K/6FJdwkB3HOfiSB4DLnyLFcTC9WsR0\n08Wlu3hybBYTDp5QA2AMVbDR0sVtFVSTveUV4C9HACv+CSy+Clh4hbqP1UnlBwLhLg4AFY2jK9ki\nmHHUxG5rW0ymfHpbQY1CIZrsTaxzgjFgV48mkyAUAlb+F9jxFnDnscDrt8bvDrDyv2rAuvt94NZm\n4N9nA6vujzWuA9TvrlFBNkCq8IangXvPBzY8o16HLn4AmHoS/e871pNpnlCu96+mpVFmZumcM5BW\nyrhJZF04YpVsUVYl08UlYwljrJwxVikeA1gKYB2ApwGIi/YVAKSyZjAyyJYQA3uAkJ/qMU0mYNbZ\nwN6P0kqPkkgAGkDIdPEssm+V+lhPOq2rk3oe2yrib2eMVCfR9zhV0kwXDxSYGVWucFiVVFM9KpjP\nBdxSQ33L9eJP0CcboHTxzk+B+y4ghe7Kl4Czf6f2FBb7OOvUFkhMM9wobxq9JltM0DiqY7fN/Swd\nK5XfJQGBEIfFxMASmWnlIWU2M1qqHNjZranL7t5M6v4pPwPmnQ+8/etIXxXOgdd+Djx9IwWvE4+m\n9WYbTaI9eT3w8OWxbyaCbKNqsgFShQUv/1CtEa9oov+3CLKb56gTgOEgW4eSPRZUT6BlGhOOJlFK\nEUfJDn+H5WS0ZGxpBvAuY2w1gOUAnuOcvwjgNgCnMsa2ADhFeS4xEBlkS4gOpX1X0xxaVjRRDVSi\nwXrvdmDb69k5N0lBYpVBdnYRLfgAfSnaLqX/7WgBRmVLbLsdvXjSdBcPSXdxPYj2Px49KljXRgCc\nygn04nNTMGu2xW4rb6Ra66NuBK59C5h4ROw+ViU4Fwoe0yrZTaO7i4vPTBz1D5UtwMSjgK2v6vs9\nRiEQChXk52xSvRO7e90IKd8V7HqPlnPOAc6/C6hqA3a9T+s4p7ZY7/yWMg2ufRuYdSZtq58OfG0l\nZSHseIf+59qJdZGWb7SSDVDA3L8beO+P9Dkrq6Mge+gA+cM0zVWD7I51VMttVL/udM9ZTAikgMmv\njKHi1GSrrS7lfVIydnDOt3POD1Z+5nLOb1XW93DOT+acT+ecn8I5N6YORxJGBtkSQhiNNM2mpbOe\nlu6e+Pu/8zvg4S9JpVuSEFmTnUVCIQqkqpTBoB712NUVW48dTWWLAUp2X0rXiUI0o8oFQgXz+HUE\n2d1blRdVAZteBP5vCqUIj4bfTYFyvEmY474D3LAcOO1WwGKP3Dbvc7QUqrZQ8LT/z/JGUrITfS7C\n6eJxlGwAaJlP6m2G959giIcDnUJicn05vIEQDohWXvtW0t9UdAZoWwS0r6DrwrPfoBKSI64HPvNH\n+j+IoLlmAv1/Jx5Jbfx+OQ544bvqG4XTxQ1UssXYYvqp5Abu7gGcDXRejmrlusGB5rn0GRIlAxUt\nkZ+hbFLRFGvYphOT6PcdR8kWEzwhOY6SSIoSOYqREB3ryHjErqSOhoPsBBNbg/sA70B6RiCSksBq\nlu7iWaN/FwVFk46i57qU7K7kylBG6eLK4DLoS6l+VrqL60M4E3v0pIt3K39/Sxmw9mFSKJ+8Hnj8\nWuDAWlIOowf6fjelfMfDWaf2PI7ms3cB39+tPhcKnjZdvKKJypMS1et7R0kXB6i1k284fb8ABX+Q\nw1yAkzmT6ylLYKeoyx7upDRsMSHSdhipxK//gtLGj70ZOP1X6nYRNAsX7pb56sGXazyTxqImWxjp\nNc4Elv4vlayItm7a/3ezklUnrlFV44w7h1Qxmcl0LY0g2+Ifht/kAMzWmG2MMTCmTixKJJLiwpLr\nEyhJOB89RTMXdH4KNGvaryRTsoeVtj4De4GyOOY0m18Ctr8FnPD9+Cl/kqLHZjFhxB3HfEdiPMIx\neOJRwNpH9E1+ubojv/PxqGyhyTSfK35t7mh4NL2M7zgC+PZWMrxKglB1ZE326ITTxRMp2bs/BDa/\nCBz8BXWSY7iDrvXzLyJTsrf+D1jzIG078zfA4VfT46EOYPWD5OSdKmYLYNYES0LB06aLlytBlasr\nfr2vZ4DS1C2O+O/ROIuWXRsje3OnSDAUKkglu9ppRY3Til09bhw9FbFZKROU9P13fwdMOgY4Oarf\n/cwzgEsfBw46kZ7XT1e3OeuBf50FBEbGpiZbmOMt+hIFnuf+RZ3gEUG2tRyomUyPm+cCPVvipltn\nleoJwEDqkzpm/zD8lnLEhtjKdsakki2RFCmFN4Vb6Iz0Ab+ZATz3bbVXTa7xj1BLDVGPDag31URB\ntqjTTDSz+8l/gQ//Atx9Yup9OSVFgazJziKiHnuiomQnSxfnXGe6uKIepaNme6MC/dHcpDUIx2dz\nAQY/2cSeLF38o38A7/4e+MthNOkJULAy0gtMX0oToFe/Dpz/d9rWu1197Yvfp/ZtyfoS6zpRkS4e\n5S4OJDY/8wxQUJVoMlqo6F2bMzo1UrIL83M2ud6JnT0uauHm6onMSmk7jMxLAeDor8W+mDHqKS1U\nfLMFaFRKxdw9wK53KfOgvJHS/+M5zKeLxUaTOULZnX8BsOBCeixSw5tmq+d27p+BE/4HOPZbxp1D\nOlS3paVkWwPD8FsSmEuCMnakkC2RFCcyyM42g/tpsPnR3cCq+3J9NkTXJoCHaMZYUDZKkB3wqesT\nGYG4e4HqiZQyevfJwM53jT1nSd4ja7KzSNdG+r4JVS9Zurh3kNK4k6aLKy1z0gmyPYNqn1vxXAfS\nXVwfqvFZgoksdzcFTif9mHpNa9XKg06g5fhDKcCpHKem94/0ARufIxfvSx/L/ETjpYuHlexEQfZg\n4lRxgCaHnPWKoVv6BBV38UJkYl05BkcC6HP5YifMGAMu/DdwzZvAzNP1HfD694FTf6E+/+IjwFUv\nAxf8M3uZd+J/rh2L2CuBE74HTD4mO+eQiOo2Kk8IpdZuyxoYRsCaOMhmTNZkSyTFigyys41f03bj\njV8CL/8IeOvXwO5luTsnoTRrU0cd1ZTeFy/I1g6MEs3surqB8QcD175Dzzc8a8y5SgoGWZOdRTo3\nAE2zqB0XMyVXsl3dtBTBTiLCSnaKDuOcU9A24XDgKsUFWqd/g3QX14fNbIKJjaJku7pJiT7u28CN\nH5FZGQC0LIhN27dVqH2S1z9BJlhLboo1NUvrRJUyg2h3cQAYTuAwPtIbvwxJS8NMMj/LAH8wiNsV\n8AAAIABJREFUBIu5MIdBTVX0vxkY6KfUbmdUVorZSpMoejGZaDJGYGQdtl7iBdn5QlUrOeqnOOFo\nDQwjMIqSbWJM1mRLJEVKYd5dChkRZJ/0I0qfW3438MatwONXj/17B7zAs98Cnrs50tCsYz0Z4mhv\nsIyRUhAvyB7qUB8nCrKFY2hlM82wp9jGR1L4yD7ZWSLop2BDpFg6qpN/30T7JD3u4kDqSvbQfhqQ\nltWpwZJXn5It3cX1wRiD3WKODbJ9bmDDM3QN1v5/hXHU1JNiD2YrJyMxAFj1ACng4w4x5kTDQbbm\n/1lWR0F3IiV7oD2yn3I8GmeSkp2BCljISrZNmRzg4QkzA9pb1UzK/BiZ0DQbmHkW1YznG2n2yrYF\nXAjaYp3FBWYTk01aJJIiRRqfZRufEmRPPUlVFpbdBbzwHaB3R2SgazT7VgEr/kGPuzcD00+jx9te\nJxVMWzMHJA6yh5UBt6OaAvRQKLK1RihESoQY4Dlq9LUUkhQVVJPNwTkHyzejv2Ji2xuU+i1qKvV8\n38JBdpKBuaOaJuBSVbLXP0HL6UtVdUqnku0PhsAYUKCxT1ZxWE3wRruLv/ITKkcCVANLgBykWxcB\nCz4feyB7JeAdBrq3AHuXA6f+3LgUYZui4gVG1HUmk9rGKxrOqQxp2imjH7dxJqW2u7p1GerFIxDi\nsFsKczLHGg6ydU6Y6UHU4E9fmvmx0sFeCVySpLVcrtD2yp5wuO6X2YIueJOki0slWyIpTgrz7lLI\n+JWUPK2RyEEn0HLHW2P73v1KW5XDrqYa6Zd/SD9dGyJrJwXO+vgtVoSqteQb9FoRuAPAuseBn9dS\njbdIXyurkUp2CWJVBq8+qWaPHdvfBB6+nNyWhfoT7/vm7gU++Itqtqg3yGYsvV7Zqx+kVNXGGWpN\nrs4gO8RJXZQTM8lxWM3wBKKU7P5d6mNt4FVWS0ZnzXMQg60C8A0Bqx8gxTleIJ4uog2YSEcXVDSq\nn0MtI32U8ZXMNTxsfpZ+XXYgyGEu0HTxsCu6kUF2WQ2Vd1zwr8yPVWyEg2z95mcjviDswWGERlOy\npbu4RFK0FObdpZDxK7P52iC7YTpQ0QLsen9s33tACbJP/Rnwg3bg+3vUn1N/Hrt/ZQu5Fkf3yh7Y\nC5gswNFfByYcSSnvgo80AXdYya6WSnYJUmGnzIhhTyDHZ1KkbHsduP/zQN1BwBXPqmnZjprYgPaJ\n64CX/gfY8yE9FymmWqUzEan2yu7cABxYowZqVge1Y9KZLh4IcZhkgK0Lh9UUmy6uvbdE1+kmwlZO\nNfSrH6IsK1EmYAQiXTw6yC5viq9ki8ngmgmjH7dBCbK79fdgjyYQCsFaoCkTYhKTGZkuDgATDgPs\niZXXksVRBdirUwqyX1q2GvagCzWNiXt8m2SQLZEULTLIzjYiXVzbc5YxStMa7oj/mnQIxgls+vdQ\nLZytnNQFR5X6E29Qu+QmGni9cWvk+p6tQO0Uavsx73M0yOneQtu0/TTFY6lklyTVZTYAQP+I7JU9\nJjx3M9VQXvFMZLpseSN918XALRQEtigtnA6spaWri4Jxiy35+1S2AEP79J/Xmoeo3nbe59R1jmrd\n7uLBEC/I3sW5oMxqxogvKlOEa4JuveqmvQLo2wkM7jVWxQbUdPEYJTtBkC2CmGRKdtV4wFap9gBP\ng0CoAFt4DbQD/pFwTbZpRCnp0juhIkmf6lb18zncCQwmvi6u2tOPsnX3wwSO6kWJv1Mm2cJLIila\nZJCdbYTxmbUscn2ZgXXLm14EbpsQO+Pavzu1vqfjFgAHnRjrfN6zFaifRo9nnUnLjYp7uElT5u+U\nNdmlTI2T+qD2u2WQbThBPwVFc84ByqPU6CnHkm+C6J299yN1275VtHR16Ve+hJKtR20JhYA1j5Aa\nWqFxLrdX6U4XDwQ5zNL0TBeVDisGPVHfL61jt24lW6NcNkxPvF86WBOki5c3kvFZ9OdKtIWsTnKv\nYozKETIJsoOhcG1zwfDP04DHrw6ft3W4nSaxbAb2spbER9sr+46jgN/Njntd7HP58PQnu3F0/zPg\nU44HGqYlPKRJ1mRLJEVLgd1digARZFuig+xa49Te1Q/Q+2x+MXL9wJ7kKXjR1E8F+nZoVLEQ0LNN\nvWlUt1Ht5cbn6Lm2xk6oKGW1ZHoT8Kb+u+SSgA/499nAzvdyfSYFSXUZBdkDI74cn0ke4feQe/MT\n1wG/n08mVekwsJd8D+K5AU87lZZbXqalyDJpmAHsWQZsfhno3JhCkN1C1xM96d6734+vhjqqU3IX\nL7S4J1dUO61w+4LwauuytRlR0RMwibBrakaNSjsWJEoXr2giw77oyZf+PXR/1GZFJaJxVukp2cMd\nwIZnYN7zAUwMsA/tpswyydgjgmzOqQ89ALSvjNntrc1dmNr/Piq9B8AOu2rUQ5oZA5fp4hJJUSKH\nMtnG56KZ/WilxlET32QsVfweYKvSl/blHwPPfRt48IvA308hR/Fk6kA0tVOotYuo+xrYQz1U6zUz\ns7POIrVscH9k+p+o9xS1ooWmZrs6gZ3vAB/ekeszKUisZhMqHZbSUbJ7dwB/P3XUFEKsuhd48joK\ngL2DsVkiehHmVrVxguyqcUDzfGCLch3o20Hp23POA3q3AfdfSIaF8Qyw4hHulX2AJpxe+Smw75P4\n+659lFTRWWdFrnekoGSHuGzfpZOa8ESW5jsWcQ1OoSZbYHSQLdzlzVHNTESP9mjzs76dQO1kfe7m\nDTMoayPNe0sgWGClCcEATUwAwMs/htXE4HDtob+XZOypbqPOKR3r1XVrHozZbdgbwNF9T5HXzswz\nRz2kyST7ZEskxYocyWQb/0hsqjig1C0PUv1kJux4i4Li+mmkPq1+kJRnkcbdujC144mWYn07aNmj\nqGIRQfbZtNz0PAWmbYdRH3CLndY7lCC70OqyhfKy5RXd9aSSSKrLrKUTZK/8D7U/ev/PpHT4PbH7\nuJT6yZs3AQcdn/7EWp8SZCfqazv9VGD3BxTY9u6gDJYlXwcueZDcg7+xDjjjdn3vJforD+2nbgTv\n/QF48qvx9+3dDjTNiU1dTakmO1SwvYuzTY2TauoHxHfMO0wdLA69FDj9Nv0GVtp0cXHdNopxBwOn\n3AKcd2fkeuEjEF2X3budzPz00DiLlt2bUz4tzrmiZBfQMEhkwjXPA9pX4JDB1+B0tcsgO1tUjqel\nyBKsmUg96UORvgj24T2Y3PcBsOgKwGwd9ZBkfDYWJyuRSHJNAd1digS/G7CWx64vqwXAdas9Cdn4\nLJnBXPYkcO4dwHe3ATd8CFz5IvCTXmD+BakdT6Sh9W6n5aoHSIlvnqvu0zgLqJtKvXFH+ihdVfQA\nBwpXyfYO0zLojU29l+iixmktHeMz0VN+/2rg1VuAX44D/nIk8OQNasq2d5C+P2ar4gKe5neifxep\n01Wt8bdPX0oGWNveoAmy2imUEjzzDHIPrpkQm02TCKFk719DCrazgeq9e7bF7usdItU6GntVSu7i\n5kJSF3OIULLD3zGXErBOWgIceb3+A9kTtxjKGMaAY76pTtYIhJK99VX63AAUrPTtUCd3k9E4g5Zp\ntPHa2knXd0s+ftY4B97/f7ETECLIXvQloHkeztn2M5h4QAbZ2UJkZex4mzomHPcdmnyMyuyZtucJ\ncGYCFl6R9JAmBukuLpEUKTLIzjZ+d3yDEiPU3lAQ2PQCMGMpDaIP/WKkKmEyp37M2kkAGKlh+1cD\n6x6lwVtZrboPY5QeuvMdel4RlW7oUPYtOCV7WH287vHcnUcBU1NmQ7/bVxo1Zx3raLn7A/pxNlB6\n4ZqHgPf/RNu8Q2pAI8wO0/nb9O2iY0en4AraDqMB4dZX6LurN2iJR0UzLVfdR8vP/JGWwuxQi/b3\n0+Ko1j2BGAxxqWTrpKrMCsY05oKi1Vp5U+IXxUOki0d7hYwlwhjv3d9RezmAApaAR7+SXTMJsDhS\nrssOBEO454OddIiy0ZXGnNCzDXj5R8B7f4xcL7Kr7JXA0v+FCUrmmwyys4MIsjs3kLv9rLNpsnPj\nMxG7Vbp2YNA5idzIkyBbeEkkxUtxB9n5eOHyuROkiyuBaCZq74E1VN8244z0jxGNxU4D9H2fAK/+\njM5zyU2x+80+R30cPcALK9kG1JxnEzGgmXQMsO21wlPi84Daciv8QY5hb5H3yg4FgY5PSVnmQXLx\nbl0IXPooMOU41RzHN6ym5pbVUpaEf4Q+a6/fqr8soXf76ANrs4Ucvtc8TJNbmRgj2StIie7aSC0A\nZ50FtCxQzQ61eIdo32iqWmmCsX9P0rcruBTeHGI2MVQ5rOh3K3W6e5bTsmVeagcSn8l496axQtuj\nvW8nLXuV7Ai9QbbJDNRPTznIbu8fQTAEnL+wFYdOrE3+gmwjzOvWPRZZQqbtTjL1ROyrPpSe1yd2\nr5YYiAiyXZ10/XbWAZOPATZETjhaAy74LXEyFuNANdlGn6hEIskHimsk8/E9wAvfo4HqgXXAz2qA\nXe/n+qwiSZgubkAgKkyUJh2d/jHiMeN0UsS2vQYce7N6o9HSthiYcy49jjZjEoNukRJYKAgle+Fl\nZDaz6fncnk8BUqvUjBZ9Xfa+VeSgP11x9g56VaWubTGlV3uHI5VebfbKxueAt39Ndd3JCIUo4G1K\nYlw27VTVJGnKsan/TloqW2jZNIcyV2Z/hgK6oY7I/byD8ZXsaSfTUvTrHgWpZKdGXbkV3cPK/3n7\nm0DjbPX/pRdRu23NYhsobWaV6DwhypLqp+o/TuNMoDu1IHtnDwWrs8fFmRDKJfs+obGLCLKH9gO7\nNN0t/CO0VMYQLxz6Nzyx6J7Uu4ZI0kNbCiOEkdmfIa+aLtUXwBJwIRhvnBcHs0wXl0iKluIKslf8\nA1h2J3DnEuB5pSZ4zUO5Pado/AmUbCPSxfd8CFRP0JWilBKzzqJ2QVWtwGFXx9+HMeDCe4AbPgJa\n5kduszpoGYhjBJXPiCB7ynFkcCJTxlOmrpyC7F5XkbfxeuN/6Tus/X6INOvWxfT92b8qNl0coAwJ\nMRm46r7IDJynbgBW3R/5Xv076TqSzB182im0bJhJbfYyQfwuTYrR1KyzAHBgk0bNDgbovOIp2Q0z\nSHnf/HLSt6I+2TLI1sv4mjLsHxhBaLgH2P0hGeqlilkpK8qmkg0A39oIzLuAShoACrLNtsReA/Fo\nnAn0745tETYKu3pcaKywocKeoNwiV9x1Ao1fhOO62UbZKALxOyolZ2arDfsqUsxakKSPVmAQYzbh\nHq5JGbcG3Qha9JkOmkwMIel8JpEUJcUVZPftBCYfCzAT9WsFgO6tOT2lGHwJarLD6eJpKtmck5I9\n4Yj0zy0RE44kI6Uzfq0GzPFgTDWi0SLq/OK5Lecz4QFNBbU/2v5GSgM5CRmfAUCvu4iD7K2vAdte\nB47/Lg34oQSIIjAVAe7+NaRmh4NszXd+94c0oO78VDXRcfcCn9wLPHl9ZMuYzg20TKZkVzYDX3qO\nTA+NQrg5N82hFHRtyrhPyVSJp2QzBkw/Tel+4B71LaS7eGq01pRhSt/74H89Cgj5gbnnp34Q0ZN6\nXhqvzYSqcTRZ5Oqka6sog0jFP6RxJi2FuWASOOfY1ePGpHp9SmNOGO6kWt+5nwU+fVpV+sPp4jSG\nsFpM8AVkrnHWsFUifH0Xk6TVrcD4hREp47agCyGdSrZ0F5dIihdDgmzG2OmMsU2Msa2Mse/H2c4Y\nY39Stq9hjC3U+1rdjPSTsc70pcB17wKn/pzqhNs/BoI6UlV3vB1TVzMmJE0XT0HJdvdSHShA/auH\n9gETj8z8HKMxW4AvPgLMPjv91zNz4SnZwl3cVk5BRSigpvFJdGG3mFFhN6s1o8VGKER9o2smAod9\nhVzDRZ/h8LKB1N2+HZHp1EIJ6dtJfauPuI5MnITB2P7V6vu89yf1cafynRfBxWhMPkYNoDJBXJdE\nkM0YXQ+2v0UtbG6bpNZbJ3KqnrGUrgHCIDEB/pBUslNh+qY78eWd34HPWg185TVgYhoTrZUtwM2b\ngePTvwWnjfAW6NupmPTprMcWNCjfA5112V1DXrh9QUxuyGJqfKr07aDrxoKLAO8AsEXJAAmniytB\nttkEvyzozR4mk5qpozV/nX02sG8lMNAOQAmybTqVbGl8JpEULRkH2YwxM4C/ADgDwBwAlzDGoiWW\nMwBMV36uAfDXFF6rj36lb2ztJBrkLbmJaoQDI6rykwi/B3jsauoBO9YkShe32EnxTUXJvvdzwF+P\nImMUUY894XBjztNorGWFE2QfWEtqom+YBjMmsxqouHtze24FSI3Thl5XkdZkr30Y6FgLnPxT1clf\ntCoSSjZjFEj07qB08bDxmRJk7/2IlpOWkFvt2kfomrR/Fa2fcx7w6VOqO3fXZioLGcu2S9GIWnNt\nYD/rbFJOH7qUylyEAh+vhRdABoLWcmBz4rrsvX1u9Lv9aK4aJWNGEkH52nuxvXIRXj32IWD8Iekf\nqLJZf1s3Iwm3idyRWo9sQd1BgMmiuy5b1GPntZK9Zzl5Okw5gSbrRMp4VLq4TQbZ2Udc38QkKUDX\nQgDY9DxCwRDsQTe4Ta+SLWuyJZJixYg76uEAtnLOt3POfQAeBHBu1D7nAvgPJz4EUMMYG6fztfoQ\n7qRax93qNlqK+qZErL4fGD4ADO4jZWosSZQuDtCgOZV05H2KY3HvDqrHtlUATXNHf02usNgLJ8i+\n8xiqjfMNq61tymSQnS515bbiVLL9HuC1XwDjDolM0RV9pSs0Lvt1U0id8sVJFxeKdc1EarvnGaBa\n5/2rad2Sr9Nk4brHaL/Bdgqys8mJPwS+tSHyd2o7LLKTwIjy3UgU/FsdwEEnkCqXYFD53tZuOKwm\nHD7FAPW9FPAOgw3uRU/jEdgzVKDBlvgst39Mk9CpBtkWG71Gp5K9s8eFSocF9YpfRF4ysIe+W2YL\npYxvfgkI+GLTxc0m+IMyQMsqoi5bq2Q3ziSX+w3PwOcbgRlBcL1Ktkkq2RJJsWJEkN0KQNuXZa+y\nTs8+el6rjz5Fya7ROFuLFiGjBUbBgNqLMuhLHpBnQihEg+VEtTq28tGD7N0fRv4uota5Yx0p2W2L\nE/fNzTUWR2HWZIsbpVCyR2SQnSq1Tiv63L7iM3dZfhcwuBdY+otIBbAySskGSK3r2UrXGOHkbKsk\n/4gDa+h5zURgyvFAVRvwyX3kWD7uEKr3a5pD9dmAEmQbbG6YDLOF+sJqMZmBmZp2gYP7aRnP+Eww\n4zQKIETKexRdQ15MqnPCYU2hJreU6aE6ZFPjLBwY8BTmd8xZD5isqvlfqkE2QEGOziB7V48Lk+qd\nYCzPShKiJ/jFhFbDDOpWMNKnjg/CQTaDLxgCl0Fa9ggH2TWR62efDex8F8E+ZUhr0+dcb2ayhZdE\nUqwUjPEZY+waxtgKxtiKQEDTc3fne8B9F1IA6qiOvPCFg+yexAf+9ElSwQ+9lJ7/5xzg438bffqE\nCOC1/UG12CoSB9mhEHDPOdSiTCBmUnd/CHSuJ4OyfMXiKBwlW+DujexpLNZJUqLWaUMwBAx5iqxX\n9tZXqV/0lOMi109fCsw8Sw2mAVKyBSIINZko5TAUoGuCvYIC13mfJYOwvh3AuIMp3fzQS0np61hP\nGTfRAW+umHue+nhIBNmjpLFPX0rLBCnjvkAIdhlg60cx+3K2zoY/yNExVGDXWIC+B5Ut9PkG0guy\nG2ZSqnlg9IyZgRE/el1+TKrLw1TxwEjkc+HpIO49nn6qyWamcGmK1WIC59T2TpIl4tVkA2S6y4PA\n7g+U/fQq2TJdXCIpVowIstsBaHMX25R1evbR81oAAOf8Ls75Ys75YqtFGYR5BoHHr6H0w03PAbM+\nE/kiRzUAFhtkh4KU5tm/B3jnd2Tmc/g1tK1rI/DMTcDwGCjaiuqQsAeorVxtGxWNd4Bmsz99EnB1\nK+sGabnyHmoRlI7hTbYoxCC7Z4uaLu6oocFN77awuYlEH+E2XsWWMu7pj9+PeNaZwCVRbbdqtUG2\nJghtUdrvaDNwJh9LgTeg1tgu+Dypfe/9kdTwqrbMz98Ipp4EXPIgPdYTZFeNoz7Ouz+Mu9kX5LCa\nC2buN/d0bQKYGQ0TZwMA2vtGkrwgT6lsofp+kyW9UoiGGRTg9O0YdbddPTSJPak+D03PhOv+vM/R\neGTB5+m5qP0d6VONUxUV3qZ8V2TKeBYRSrYjSskWE5892wAATG+QzWQLL4mkWDFiNPMRgOmMsSmM\nMRuAiwE8HbXP0wAuV1zGjwQwwDnfr/O1MYx3KgPQD/5C6ZqtiwAwMjvTYjLTbGN0kN29GXjnN8Az\nXycF+JhvUqqmllX3xr5x/241wE2GZ4AGxKGguq5HaSfWMD3+a0ZLFxfuvkEf8Ml/yflaBOSiTqt1\nsb5zywXWAgmytSnt/bvV2WiTiT5LH/0d+H163nylSo2Tguy+YguyR/pjB1qJGHew+lhbqzf9NFoy\nzaV4whEIt4kZpwTZ5Q2Umr32EXqeL0o2ALQpZotDB2iZzJCtcYY64RiFPxiC1Zxnabz5TO82oHYS\nGqorYLeY0N5fwEE2QJ4q6ZQ8lTfQMolx6M4eN2xmhvE1We4Hrge/cu+fejJw5u3qBFy41V+/UsKk\nThCICSnZxiuLCOOz6HRxpTyI9W2npU5jStnCSyIpXjIOsjnnAQA3AngJwAYAD3PO1zPGrmOMXafs\n9jyA7QC2ArgbwFdHe22y93SYQ5S2++EdwOzPAJc+Dlz5Uvwezc56YMU/gF9NJPXa3UvBEwBse4OW\nM8+MHCzbq8OzkRHcfzHwxLVJ/yYAqK3NKz9RnYMBCrLN9sQq1KhBtjJ4sDiAFf9SB7THflvdJ5Gr\nbz5gcai9PvMZT1QLNa1DaJk0Y0qHWqcVjAF9riILsj39sQOtRGj30w6+ZihBNnjkvs1z6TohggcA\nOPQyylgB8ivIFhNRQ/sBsMhJhHjUTycPjTipvb5ACHaLVLJ143MB9iowxtBaU4a9BatkKz4G6aSK\nA6q66Bkcdbdd3S5MqHPmZ4s4oWRHG6OKa4enP6Y7ifiueANBSLJEIiW7rBYw22BRgmyTQ7bwkkhK\nHUNcsjjnz4MCae26OzWPOYAb9L42GTYTB968jdrhnPA/dBNKlCrtrCfVJDBC6vXyu4BW0aab00A2\nOjhtnKG2BBOEQhQkd2+iQD1Z71kRyHdvVntX92yjVPFEbVJGq8kWwd/CK4DlfyNHdACYdBQw7r/Z\nbeeTDhZ70gFQXhDdp1wbMFhlW6F0sJhNqHRY0FtMQXYoRJ9nvUo2ALTMp/ZwWtW6fhpw2q/UFlmC\nU38eey2YehIFI0P71c4J+YDZRmm+oQDVKyYzlGqYrqT27oyYGA2FOAIhmS6eEkEf/f0BtNaW4YNt\nPQgWYp9xoWSnG2SL+5838T3G4w9i/6AHJ81sSrhPTgk7h0fVi4fTxZWabM12YRDo8UslO2scfAk5\nv0engzMGVDTD0k9Btlmn6GGWNdkSSdFSuKOZ5X+j1hbNSVJ3hcnY9KXA9e/T8+1vqtu1fV+vfBm4\n9m2qj+yLCrJdnVQTHQqM2uc1jDbIBii9+8DaxPXYwOg12ULJPvRSSkt657f0vKIZmHMOMPXE5OeU\nSyxlhaFkR6cbaoPssajTLxFqnTb0u4uoV7Z3AABXVQ09nH831VuPP1Rdxxhw1FdjS0imnUzfay1m\nC7D4KvrOOxuQNzCmZnwkm3wESMkGYlLGfYrFrk0q2foJ+MImWK01ZQiEODoL0fwsUyVbmFGNEmTv\n6XWDc2ByQx7WYwMxPbDDhFX62HRxh5W+Kx6pZGeP+qnAEdfE31bRDFOQxjlmhz7hgzEmjeskkiKl\ncEczzASc8IPk+4nZxqbZlIIZTs+Eul4w8QiqnaydBAzspfZeAhE0A8CGpGXjmiB7C7kB/+sMar0j\nzEziYXMmr8muaAIWXq6ur4hjvJSPWOyx7qn5hJhJFkF2pZKO2zJf3Wf4gPo4WGRO2WNMndNWXMZn\nngFa6k0XB+ha86VnMyvrOPZm4OurEmfD5AqbMqAUjsij0TCNll0bI1aHg2ypZOsn6AXMVgDAuGrK\ntOkYLIDJzGhEZkb9tPReL75To2RL7RugyYe22jwNsqN6YIcxW2gSIWx8pqaLq0q2DLLzAk3bRnOZ\n/hZeIQ7Zhk0iKUIKcjTjCzHgkC/Er8GORrRcalAU67bDIrdrlWxBzSRKZxzUuEiLoHnK8cDW10iZ\nHo1+pVfi5heBu0+m9iJfeJhqyBNhq6BBU1BR/DyDpH4DavDnqAGO/CoNts+4HajQMajNB6x5rGR3\nbgRun0YZDiIt/8oXgFsGgIWXqfvNu0B97B+ln7kkhtpyGwZG/MUzYy8mvVJJFzcCkylW6coHhJKt\nJ8h2VFPv72V/iyjPEOZNVqlk6yfoI58PAHal64a/EJvuTjoGuPh+4KA0M7KsToCZR1Wyvf4gTAz5\nW/Mf1QM7AkcNcGAdZcZpWkc5LDJdPK+oVINsS5k+JVuUdsgYWyIpPvL0bjM6O4ZtwNl/0LezuHEJ\n93BtkD31ZPqJplZpp6NtByKC7KNupEB46yuRr3F1A4NKC5tggAJ0k1XZyIErX4ytu4xGDFTFOb9x\nK/CPpXS8kT5KubY6KCXz5J8kTlnKRyz2/HUX79kKuLuBR74M7F9D6+IFT+f9FTjpR/RYmNRIdFFX\nbgXnQH+xqNliMiYVJbuYCQfZOtPYz7wdGO4A1j8eXuWXSnbqBHyAhWqyzYore6AQ2zmZTMCss9LP\n0GCM6rK9Qwl38Svt4Vgyz4Bc4U9gfAYAZdXArnepW8nx3w+vtot0calk5wfKdbDHNh5Wq03XS8TH\nMSijbImk6DDE+CzbhDgLp8gl5ezfAx/8WTU7q5kIHH4tMPc8YNLR8V/TNIfUgWduAi68h1TYN28j\npXnayVQPueEZqgkXPPYVYOc7pLDPPZ+U8BN/QK855Av6aje1QXZZDfX/9rtpMOrpj5jo1UGrAAAg\nAElEQVTBLjgsjsj2WPmEmNTwDgLL/kqlCPY4qV4Wm9rD1S+D7FRQ23j5UV9hz/HZGECulOx8JRUl\nG1AziDQZQULJljXZKaAxPrMoilggVKKqpqNq1HRxfzCU358tXwLjM0BVtw++OMKHxm4xgTEZZOcN\nE44E8P/w0MSf4iqdrQhNSpQtzc8kkuIjj+84BtE0Czj3z2pQzhhw5q8TB9gA1T1f8Qylbf/jVOCf\np5N63TyPem/POovMz7RBY8d6Mm9Z/SDw3/MoUJt5FnDk9frNkYTJls9F6eW95FKJV34MfHJvYatm\nljzuky3M5s74NS0dNYkVFTHYSVQ7L4lLXbH1yhZKdirGZ8WMKHHRG2QrKc4IqiUkUslOA026uBpk\nl+hg3V49arq4L997sPsTGJ8BqoHq1JMiVjPG4LCY4ZF9svOD2WfjtQvWY49zru7rmEgXL9W5MYmk\nmClIJTsrTDwCuPYd6ou9dznVUwsTrNnnACvvoRremaeTGuPqpBTuBRcD6x6l2u1kzufRCDXI7wJ2\nrFDXr3uMlsyc8a+VMywOIOSndDdTnv0eImBecBEp1GJyIx5iAOTPYxO3PKS6jHplP76yHRPrnGiu\nKpB2aH27aIJO25c6FErP+KyYEZkduoNsKwAW0SvbF6DgMK/Vxnwj4FXTxU0FnC5uBEnTxUP53R7O\n5wbA6F4ZjZiUmnxMzCaH1SSV7DzCx82wmpnusgSxm1SyJZLiQwbZo1FeD3zxERrIaHskTzmOZs03\nPENBdt9OWl87BahuBZbclN77adPFt71OvRhdner2jrXpHTcfEH+/gEf9PfMFravr0V8bfV+rZiJE\nohuTieGQthp8sqcfH27vwbmHtOb6lPTxxwW0vEUJqjc8Azz5VSo3YebIFm+ljMhS0RtkMxbj0yDc\nxfM6EMo3gv5wujhjDFYzQ7BUJTFHFXXySIA/kIdBtrsXePt2as3nd9O9MV5wdvlT5MZvjzXTcljN\n8MogO2/whzgsKXgLmGW6uERStOTZHScPYSwywAZIOZh5OrDpORrkCIO0uimZvZcIPkf6gB1vxzqR\nn/zTzI6fS8TsfD7WZfuGKcDWo7ALJVsan6XMRYdNwPSmCuzqKcC/Hef089b/UUrqjrfJIyFfTZSy\njcjs0BtkA6TOBbVKtkwXT5mgNxxkA6Rm+0tWya4aNV3cH+T599na8grw4R3A346lx/GcxQEqe5t7\nXtxNpGSX6MRKHuIPhGC16L8vyHRxiaR4ybM7TgEx+zMUDL/8I+ChS2ldbaZBtqKKbXudAr9pGufz\nG5YDx34rs+PnEouS7paPddk+V+LBTTRiP2l8lhaTG5w4MOjBiK/AlJehAxRYi5Z6fTvT7+lbjIjv\ng7NO/2ss9oi2fuGabJkurg/O6e+nCbKtZlPxtMlLlSTp4nlZkz18gJati4CeLWm153NYzTJdPI/w\nB0MpTeaItHLpLi6RFB8yXTxdphwPmCzAsjvVdZnWZwol+9On6NiTj1W31R2U2bFzjaWMlvkaZOtN\nYZfGZxkxsa4cnAO7e92Y2aKvj2he0LkeWHYXdRbwu+mnaXauzyp/uPDfwHt/TE3JtsRXsvMuEMpX\nQkEAXJ3AhFCyS1QSE+7inMfNMPEHQ7BadHYlyRZDB+iecsUzZG5qSb3zgsNiRkc+3ldLlFRr/02y\nJlsiKVqkZJAujiqg7XB63LIAOPM3mR9TtI1y91ArCEcVmalNX6q/ZVm+ku9Ktt7aWptUsjOhtYYm\nWw4M5uHnIBrtoGfdE8CWl4DDrwbqptK6phSNDYuZKccBlz6Wmqmh2RZTk21igCXfUnrzFeHMrlWy\nTayElewqMtdMcI/JS+OzoQNARTNNCiy8jMw3U8Qu08XzCp/Sj10varp4iX5vJZIiJs/uOAXGNKWd\nxnl/pcF3pjiqgHkX0GPRYuzYm8l8rdCxKkr21leBv59KLdDyBd9wCkq2MKeTQXY6lNnMqHRY0DXk\nTb5zrtFmK6y6l3wFDvsKUK9klaTaPUASSVS6uC+Q532M8w2RBRBRk22Cv1QH6+EWmPGvzXlZkz3c\nAVS2ZHSIMqsZbl8Q97y/05hzkmREIMWyBLVP9lidkUQiyRV5dscpMI64ntSblnnGHfOs39JAfvGV\nxh0zHxBK9rt/oJZo918EPPjFUd1gs0Yq6eIWG6XySyU7bRor7AUSZCv902efQ8uDLwHKG4D66fS8\nUaaLZ0ScdHEZZKeAaH9mUYNsi5khWKrp4uEOFvHbK/ry0V186EDGQfbiyXUwMWBb17BBJyXJhNTT\nxaW7uERSrOTZHafAsFcA004x9phlNRRoV40z9ri5RtRkj/QCi74MnHILqdovfC+XZ0X43Km1FbOW\nyyA7AxorKcjm+T6o8Iog+zPAde8Bp99Gz4+4Frj4fmrxJ0kfc6zxWd4pjflMOF1creO1mBgCpSqJ\njdLBgnOuBD95Vu8/3AFUZBZk15XbsHRuC/xBDm9AGqDlGn+Qw5LC50yki5dsmYdEUsRI4zNJdqid\nRGmNQR+w4PPApKOAne8CA3tzfWZKungK/Y6tZdL4LAMaK+0Y8Qfh8gVRYc/jS5BQsm3lkdkqFU3A\nrLNyc07FhMUWmS4ug+zUCPppadYq2abSNT6zJFaygyGOEAes+ZQp4R2ma0xlc8aHqnTQdXTIE4C9\nIgVfBInhpGt8lu9zzhKJJHXy6I4jKWoqW4Dv7QS+8hoF2ADgqAE8/Tk9LQBKungKrVNsTqlkp0v/\nHsza8Cc4AwP5nzIeDrJTmICR6MfiUNVYAF5/CHarvCXpRkxQaNPFTQyBUg2yhe9HIPa6InqH59Uk\nznAHLTNUsgGgUpmsHPYEMj6WJDNkCy+JRCLIYxlJUnTYyoG2xepzRzXgGcjd+QhSqckGKF1cGp+l\njt8D/OkQ1IcCmNdqRdfQHExpSOHvnm1EurhdBtljgtmm1hUD8AaCqHQUeBeFbBLH+Mxiluni8Mcq\n2b6gaA+XR0G2q5uWqbS9S0CFomQPe2WQnWv8abqLy3RxiaT4yKM7jqTkKKsBRvpzmycVClJ6YSpq\npc0J+BOki29+CVjzsDHnVuj4PUDnBvV5x3ogRIPA2kBXASnZBdTPu5Cw2CPaLXkDIdjzKZ033wkH\n2VE12cESHayHlezYmmx/MEc92PcsB26pBtpXxm4b6aNlWW3GbyMmpwY9/oyPJUkfzjl8KbuLq6+V\nSCTFhRzRSHKHowbgQTWYyQWitjolJdsZVy0BALz1a+CNX2Z+XsXAaz8D7jgS6N5Kz/epA80m9KJr\nKM97ZXuHaCmV7LHB4ohwF/cGZLp4SsRNFzeVsJKtTDbEuTb7c6Vkb3+Llp8+qa5b+V9gx9uaILsm\n47dxWs0wMZkunmuCIQ7OU/ucyRZeEknxIkc0ktwhBhef3EetTHKBqK1OJci2JUgXD4VIuR3cV7ou\nJsEA/T/vvYCWAPD+Hykg2LcKcDYArYtQF+xG13CUkv38d4Etr2b/nBOhNT6TGI/ZFtsn2yxNm3ST\nKF28VGuyLaMo2QGlJjvbmRKiA8FwJy2Dfuqosexvqh+JAUq2ycRQYbdgSAbZOUXU/qcUZMt0cYmk\naJE12ZLc4aim5YvfA9Y+Alz9WvbPof1jWqaSEmxNkC7ev0td7+4trRZPwQCw5iHg7duBvh2R21b+\nB1j1AMBMwJTjAKsDle2fos/tV51YXd3A8r/Rzy15UKcPqDXZ0vhsbLDYw8ZnnHOZLp4q8YLsUlay\nw32yY4PsnNVkC88BYXJ2YC3dIzwDqpIt7oMZQkG2TBfPJb40yhLMsk+2RFK0yBGNJHc4NGly7u7s\nv7/PBTx2NdA0B5ieQr9za1l8Jbtjvfp4sD3z8ysknrweeOqrgL0SuPgBoH46rT/3L8BF/wGOvhGY\nciyw6AqgqhWOkU5wDvS7lUHhvlW0tKbg8j7W+IbpfExSXR0TNEq2N0CD06wrjYWMCLItak222cQQ\nCJW4kh2nT3bOarJFycmQEmTvWUbLkT7yI3FUG3Z9GVdThu3dLnQM5nkZThEjskhSaRUnarJlkC2R\nFB9SyZbkDm0tWkXmvUJHpX0l8NBlwDVvAhWKm2vnRlIVTvpRail7tvL4Lbw6P1UfD7YD4xZkcsaF\nQygIbHoBWHAx8Nk7AcaA6jbg+e8AM88EnHXAnHPV/Xu3w+wfgi3ohrevHXjr/wEf/5u2VWbezsYw\nUu2fLkkNi4OCbEXFBiCV7FQIxCrZVjNDMESZAaI1UMlgTdwnWwTZWW/h5R2kZf8uKiHa/SE9H+mj\nH0fm9diC0+Y2Y9OBQTz80R5cf8JUWPLJSb1ESKdVnEgXL9UEFImkmJFXYUnu0A4wKprG9r0++DMw\nuBfY9Ly6TgTFTbNTO5bVSSp49Mxzxzo17byUlOyujYBvCJh6IgXYAE0wXPUSBdjRVLUCAD639zaM\n/88SYMU/Aa6ob4kM5XKBd1iano0lFhsADoQC8Ikg2yqzBnQjeoxrgmzRDqgkU8bDLbxGU7KzHWQr\nSrZvmFLGw0F2PwXZBtRjCyodVpy/sA37Bjx4dUOHYceV6Ed8ziwpZEyU20jr6nP7kuwpkUgKDRlk\nS3KHthZN04ZmTChXgnhtvXDnBkoxrJmc2rFsTgA8tvav41Ng8jGAyULmZ6WCSIGccLi+/Ztmg5ss\nWDDwOgZajwO+ugyomUTbhjvJQC4XrH2UBr8CVxdQFmeSQGIM4jsf8MIbCAKQSnZKxKnJFkFkSbbx\nMpkBkzWuku3xi0mcLH++tJ0zdrwDDB8AKsdRBpWr0xBncS2zx1Xh8Cm1eHtLN3b3xMm2kowp6Uzm\nlNnMaKq0Y1d3gragEomkYJEjGknusFepj+OY1RiKcHLV9ivtXA80zQJMKX4NrIrbtFZ19Y8AvduA\nlvk0iCqlILt9JeCsB2qn6Nu/eS5839yMX896GGuW/Jn+B19fBZxxO7V0c/cYf44f3KGa3GlZ9QD1\nNe/ZBjx2lZq2DlA2QnWb8eciIYTyGPDKdHFB1+YIx/VRCcSvyQZQunXZ1rK4f79wpoTFgEyJra9S\nwKwH75BaK77mQVrOOI2WvTsNVbIFp88dB86BHT0yaMs26aSLA8DkBid29bplr2yJpMgo8RGNJKdo\ng9uxThMe2k/LPcuBJ64DXvohsOcjMj1LFZtizuXTDGK6NlLKc/NcoGo8MLA383MuFFzd9DunUANq\nq6jDcFkr3F6l5YzJpJYMDBuc6ugZAF76H+DjeyLX92wDnv4a8NzN9LkAyP0XoFKAARlkjymiv3PQ\nGw6CStr4bGAv8JfDgFd/pm//OOniwtirJJVsgCZu4txLPP4grGYWnoTIiFduAd78lb59vUNAs3KP\n2fYGTSxPWqJsGxiTINthNcFqZuq1VZI10kkXB4BJ9eXw+EO4/aVNuP2ljXh4xZ6xOD2JRJJlSnhE\nI8kLTvoxLY0Msvt3A/tXR64b6iBztZb5wM53qU9p40zg2JtTP75wwNaan3Uo9d0iyC4lJdszkLKB\nD2MMTpsFLl9QXSlMz4wOsvetAsAp/VvLiz+giQHvoDpo7lhHS3cvpZ3KIHvsiEgXN1BpLFTENWvf\nJ8n33fYG8MpP6HFETbaSLl6KNdkAmZ/FyYoytD3c0H6173UyvINUqlTRTFk6bYdF+lQYaHwmiHtt\nlWSFdFvFzRlXhSOm1GFyfTkcFjNW7+kv3X73EkkRId3FJbnluG9TTW90AJQJr/4M2PgcOYk3zaJ1\nQ/uB+RcCZ/2GnnOekvIagTWOkt23g/pA104hY69NL2b2HoWEd1CtqU6BcpsZbp9GbRkrJVukiWsH\nxptfBra8BJz6c2DNI0CHomB3byHjpEElE0EG2WOHULIDXnj9FBCUtJItSlniOezv/hB44XvAIV8A\njrgWWP+4us1sDT+0lHq6eAIl2xcIGfPZCvqpnCWksx+1d4jaGtZMpOvaxCMj1esxULKBONdWSVYQ\nGSSpBtkOqxnnHUqGoJ/s7sPDK/ai1+VDU5XD8HOUSCTZI6O7DmOsjjH2CmNsi7KMuWMwxiYwxt5g\njH3KGFvPGLtJs+0Wxlg7Y2yV8nNmJucjKVASDIzSxt1DKuSjV1LA5B+hmmzt4DWT4NcWR8ke2k+K\nhdlCQXZghNxjSwHPQKSJnU6cdgtcXo3aIszpjJxwAYB9SvAiguyAD3jpB0D9NOCI64HDv0LrLWWk\nNm17XU33V5zQJWOAqMkOyppsAOpkkHCk1vL41ZRl8cL3gM0vAe0atVtzLRNpqkOeQDh1taSwxFey\nPYEgHEZkSbi6AHC65umpnfcOK0G2Mgk54YhI9bphRubnFIeYa6skKwQM6MfeWEkZPp1DOr0ZJBJJ\n3pLpiOb7AF7jnE8H8JryPJoAgJs553MAHAngBsaYthD295zzQ5Sf5+O8XlLsWJ3GBtkiRa9zPfDy\nj4ChA7S+cpwxxxfGZz5tkH1ADeKrxtOyVNp4eQYBR1Xy/aKIUVts5eTMrnX4NgKhELo6Kbtg2Z1A\nz1bgtF+Rmjr/QvpsHH0jUD0BePALwGu/oNdUTzD2XCQq4XRxn8aYqkSDbM7VNHFXVCqyf4RKYI7+\nOrXGe/Qqtf1gFCLd/l/v7cTtL21CqNTSxq1l8dPF/SFjnMXFvQTQNxkolOzGWXSfa1scqV5POS7z\nc4qDVLJzg1/5vmVS+y+C7K5hGWRLJIVOpnedcwEIN6F7AJwXvQPnfD/nfKXyeAjABgBSHpKoWA1W\nsr1DwOQlwJE3AB/dDaxWXF0rmo05fljJ1qSLD3WoQbxQP0uhLjsUokkNI5RsxmgAamQGwOB+muyo\naqXBd+924K1fA9NPA2YspX1s5cA31gIn/hD46gfAkV8FujeRsl3eYNy5SCLRGJ+JmllWCuUV8XB1\nqR0QXN2R2/p20bJpDnDx/RRI8iBw6i+Ai/4TseukOicuXNyGBW3VGPIE4AmUmJppccTtk+0LhlJ2\nfI6LtuQkWV12wEvmdPYK4KgbgOvepWuN9lop7iUGI5Xs3BBUyjSsqXYs0WC3mFFdZsX69oHw5KNE\nIilMMr3rNHPOFdtmHAAwahTDGJsM4FAAyzSrv8YYW8MY+2e8dHNJCWB1GtvCyzNI6sEpP6U66S0v\n0Xp7pTHHDxufaSYGhvYDlcrHv5SUbO8gAB7Zjk0n5TYzRvxBBLVqm6NGDTaMQKSKzzidlqvuA3xD\nwEk/jNzPbKUg314JnP5L4Nq3gS88VBo19bki3MLLA28gWNr12N2badmygAJubSufvp20rJtCHgGX\nPEiTRIuuAOacG3EYk4lh4cRazGyha91IqZlfWRwJ+mQH4bAakC4+nIKS7VV6ZNurKJiun0rPTWaa\n0LvqlczPJwFxr62SMccf5DAx+h5mQkuVHe39Hjy9ugQm6iWSIibpqIYx9ipjbF2cn4i7O6cGfwmv\n6IyxCgCPAfgG53xQWf1XAAcBOATAfgC/HeX11zDGVjDGVgQCMg2qqLA4IuubM8U7SAMbi50CYpfS\nd9ko1cAm0sUVJTvgA9zdqpJd0UzBfbEr2aEQGYUB6SnZNvJdjEhrNFrJbl8JMDMw7RR6vvVV+kw0\nzxv9dS3zgYOON+48JLGYVeMzn5Huz4WI+B5NWgIEfZETTSLIrp1My7ZFwBcfHvU7V6YElCP+Eguy\nrfGVbG/AqHRxjSljMiXbqwxz4k3uHv9dYMLhmZ9PAuJeWyVjTjDEUzY9i8f5i8hwc8ij02BPIpHk\nJUmvBpzzUzjn8+L8PAWggzE2DgCUZdy7DmPMCgqw7+OcP645dgfnPMg5DwG4G0DCuw7n/C7O+WLO\n+WKLRZqiFxXWMiAUIOfWTAkGKGAXA1CrkwJg8dgIrGW0FBMDwg1b1GSbLRRwF3uQ/cb/Av9Qgtd0\narLtFAi4tWpbWY2xNdntH1NbtVrFeGj/anpuKuFWUfmC+B4FPMa2WCpEurdQecL4Q+j5sEYl7dsB\n2CoAZ73uw4WD7JJTssviKtm+QAg2sxFKdofqyZFMyT6whpZiciSLxL22SsYcfzBkSC/2KocVUxvL\nZbq4xDAYY2bG2CeMsWeV59J4OgtkOqp5GsAVyuMrADwVvQOjIrt/ANjAOf9d1DatE9VnAazL8Hwk\nhUg4aDWgLjtaPbA51WDYsCBbtPCKDrI1H+eq8apDdTHxzDeAN35FEyLv/Uldn4GS7fKOkZLNOaWL\nty4EKjTO8i3zjTm+JDNEurif0sVLukd292Zyuxe+EdoArm8ntQZMoXShzFbCSnaU63coxI2bxHF3\nU8q+rSK5kr3pBbqetY2dYp2IuNdWyZgTDPGww3+m2C0mGWRLjOQmkCeWFmk8PcZkete5DcCpjLEt\nAE5RnoMxNp4xJv5hSwBcBuCkODMmv2aMrWWMrQFwIoBvZng+kkJEU5uZMaL9jagRFqoDYFy6uMms\npLgr6eJDii2BtkVY1fjiU7IDXuDjfwFv3Qb88/TIXrHp1GTHU1scBirZvdup1U7rIqC8Xq3Lbpoz\n+usk2SGsZI8Y5/5cqPTtAOoPUt3sOzTzzQN7gZrUXO4dpaxk+yJLj3xKWyVDarL9I/S5bZkPbH2F\nJvICXmqrpiUYADa/SLXz5uxn3lU66D2HPDLIziaBIA/3qs8Um8UU/uxKJJnAGGsDcBaAv+f6XEqN\njEY1nPMezvnJnPPpSlp5r7J+H+f8TOXxu5xzxjlfED1jwjm/jHM+X9l2jsZETVJKhI3EDKjLjqdk\nR7+PEVid6mBOtHXRqqVVrRRk8yIynhGTCXPOU2tIBRnVZGvTxWsB7wAQMiA4EH2Hxy+k5QX/Ak65\nBZh/QebHlmROWMkeiXR/Xn439YMWtcilgKuL2g7WT6UAbuV/1WvH4L6U2w86FSXbXWpKds1EMjbU\npNt7/RSoGGKs5x+ha/+iL1EbwB1vA2seAu6/COjUiER7llFGzswzMn/PNKgrt4ExoEv2Ws4qgRCH\nJQNncS02iwleqWRL9GERnlXKzzVR2/8A4LsAoj9Q0nh6jClh6UCSN1jVtNGM8ShBtqgRFoG1yUoO\n0kZR1ar2qh3aT+Za2nZPVeNJ6fYMGPeeuUYo8wsvB65/Fzjtl+q2tIJsCgRcEcZnNbQ04u+2bxUp\nW42z6LnNCRzzzcg+tZLcES4T8UQaU73yU+plvuxvuTu3bBL00+e9vIFSwhdeAXSspVIHvwcY6U05\nyLaaTbCaGTylpmQ3K1kqnevDq7xKGzND0sX9I3S/mnMeXUdW/BPoUN5LO/G46Xky9pt2cubvmQZW\nswm1TqvstZxlAqGQcUq22SzTxSV6CQjPKuXnLrGBMXY2gE7O+cdRr9FtPC1JHxlkS3KPoUq2SBev\njDy2kSo2AMw9F9j9AdC/mxxnK5ojzbTCvbKLqI2XCLKrWkkxOuoGdVsa6eJWswl2iwlub5SSDRhT\nl+3qAiqacpKuKdGB2UqTU4EReP1BMqYKBtQyjI71o7++WHAr3Q+EsdmCi2hy6ON71OyRqtSCbIDM\nz0quJluUgmhUZaEGGpIuHvDQvcTqAA75IrDxWWDHO7StdxstOacge/KxxrWNTIPGCju6pZKdVQJB\nDosR/dih1GQHQ+DFlA0nyQVLAJzDGNsJ4EFQ6e69qRhPS9JHBtmS3GNoTbZIF1eUVZEublQ9tmD+\nhbRc+4jSI7slcns4yC6iuuxwkD1eXXf89+n/Z7GldUinzRypZDsUJduIumyfK6eDXIkOrGXgvhH4\ngpyURu3kisgUKXZcSvcDkQnjqAbmnQ+se4xSkoGUlWyAgsqSc5euaAKcDRETNCLIthphSOV3q/er\nRV+mrhhCNe/dTsvuLfQ4R6nigsZKB7qGvTJIyyKGKtkWEziHrMuWZATn/Aec8zbO+WQAFwN4nXN+\nqTSezg4yyJbkHiOVbJFmHJ0ubrSSXTsZmHAksObhBEG2EogWk8P44D5y1dW26zrxB8CPOhK/Jgnl\ndgvc3jjp4sv+Crz9G2Dzy2kfG75htae5JD+xOBBUugrYrSa13V7b4ZSJoHVwPrAO2L0sByc5xoSV\nbE25ycIr6PP7wZ/puXZiSydlNjM8paZkA0DT7IggW6TcGlOT7VHLmxqmAVOOV7f17qDlJsXzdWZu\nO+I0VtrhD3L0u2Wv5WwRMNBdXHxeZcq4ZIyQxtNZQAbZktxjZE12dLq4CLKMDrIBSuvs2gh0bYoN\nsivHkZq+d4Xx75srBtvTGuyPBinZmkCgfjqloq9/Anj9F8CDXwBCaQ4yfMM0KSDJX6xOhHxKkG0x\nq6ruQUrwok0Zf/mHwNM3ZvkEs4A7SskGgAmHk5fA9jfpeRpKttNmLj13cQAYdzB9bgI+ANS7GIBq\nrJcJgZHIe8nhV9OyeqKqZG96gc6hujXz98uAGid5kAx6ZJCdLYx2FwdkkC0xDs75m5zzs5XH0ng6\nC8ggW5J7LCn0yfa5gG4lhbJ/N+DujdzuHQRMFjWlzzpG6eIAMPez9F48GDsINlsoXXDjs2RsVAwM\n7jM8yC63WeDWpouX1wPfWAv8uBtYeiu1CfOkmTruc0klO9+xOhBSXPrtFo2SfdCJADMBu95X9+3e\nCvTvKS7HfgBwxVGyGQOOvF59noaxoMMaNYFVKrQtBoLecBs0EWRbjQiy/SPqvQUAZp0NXPMmcOil\nNAk50E7O4jlWsQGqyQdKsFd6DiEl2yB3ceU40mFcIilcZJAtyT0i/VhPMPXIl4E/LyKDpHsvAF7+\nUeT2kX4yz2LKbHI4XbzMuPMVOOuA6UvpcbSSDQBzzqHfSRsoFDLunshAwACcdjNc3jiDQMaovlK8\nbzp4h2VNdr5jcYArGSw2i0lVsuunAZOW0CQVQMHN4F5SEsU+xYK7GwCj64mWQy8H6qYCjbPV61kK\ntNWUYWDEj85BAzKEConWRbRUWviJmtaM08VDIcX4THMvYQwYf6ha5rLuMQA85/XYAJULACXYKz2H\nBIIhmA1Ssh1WqWRLJIWODLIlucfZQKrVsI7a3l3v0XKwndxchTGQwN0DlGkGq+cNj60AACAASURB\nVELBto6RorngIlpWt8VuE063xeIw7h8xPCOg3GaBNxBCIJ65iwg60g2yZU12/mMtA/drlWyh6taR\nStj5KSnYot4VAAZ25+BExxBXN00MmqLcr00m4IblpJSmwfy2ajAGrNpjgIlgIVE9gXqOK0G2//+z\n995hjp3nef79AQcdmN52d3Zne2VfUmwyJYqkVUiTUlSs2GpObNmJLFlxElt2Ets/X4njKI4dxSru\njhxbVrMlkVSjSFFdIrksS27hcvvO7MzOTsMMBvUAOL8/vnMAzAyAKWgHwHdf114HHWdngDPn+Z73\nfd6MrHyo2Mm2gjmLLdhax5mTD0NoMwxdV9l7VQHlZNefTNaoTsAecoQXqOAzhaKZUSJb0XicGgT6\nIXJl9cdaI54uPyuTXa1gMcOQIUnxuaWOUC3LxQEOPAQ/9/mlATi5915HGXwzoMeq3tuen5Vd5ETQ\ncs1LiWzDkBUNy8hmzXLiVFT1ZNsdzZvLYsg52d5OOd7rwAPyMS8/snQxrZXCBEE62YESFSJOLZ9Z\nsU5CXhe7+oMcHQu3V8K0ENLNNvMwUtVKF7dEtlZEZFvHxdnz0D2yocqDapMT2crJrht6xsDpqFK5\nuOrJViiaHiWyFfYgNLRGkW2W5Y2aKcORCSm0Xvoi/NEeuPD9ZU62FXxWg3JxkG7T3tevdKGguqPJ\n7EANRHbAI2dYL+nLtrDmBpcS2T/8GHzqjiU3TczH+d2HjzMxE5b93MrJtjcunywBxww+i03nF1c6\nh2Up7slH8zOIQfZltxLRabnIWANu2NrJbFRnbK5FFvrWyvBhmDkN8TB6JovbKRCVCl9rsbTYooe1\nmBebsU2LisMh8GgO5WTXkUw2i6vKwWfJtPr9KRTNihLZCnsQHILFdTjZl34st0ZWPm/s6fxjijnZ\ntSoXL0crOdnplKwcqJWTXawv2xLZ0Wn408Pw8AeX3j91CqZPLQmWO3UlQjprcG7cHP1kkxNeRQk0\nL8JchJIjvGaWuroHfgYuH5Gj3IJDUszMmyI7Hoav/gdZsdDMLIxvKD18LRza3InmEO1XMr7lZrkd\nf45UOlu90DMofgzMLeYZtqqe8bnbcFZ6A9GzRtV6svMiWznZCkWzokS2wh6EBiGyhp5sp0duJ47m\nb5u/DN6u/PUlItu3dFtPnG5AtIbItmaYV7snu5yT7fbL0szYjCwXfu7vlt4fN5Pl43O5my7OyP28\nMjVlvoZysm2Ny5cX2ZpD/i4LK1EOPCi3l34kx3p1DufLxU8/Bs/8Za73tikxDFnBUyw4sQp4XU72\nbwrx0uX5fBtFO7D5Rrkde5ZUJludGdlmxcWSdHGLwuOMx0Yi29Wms9IbQDZrYBhVSrHHPB6iysUV\nimZGiWyFPQhtguhU0R7bJRQrvZ4fXXqSU6xcvFY92eUQwiyHbYFy8ZyLU93FirJONkg3O1wi6MoU\n1/Hv/DEzX/g1zj/9KKPTCwCMXjETqG3kKimKYDrZQpgjaxLzS8dV9e2Bvn3y8q57ZCVLYl5ev3pS\nbpvZyU7MS/FWIycb4PrhLiKJNOemF2v2HrbD1wV9e+Hys+iZajnZVvBZOScb8HRU/l5Vwudq01np\nDUDPSjFcLSdbcwiEUCJboWhmlMhW2IPgIGBA9Gr5xxW6wgOH5HbhMqST+duLlos3QGSDGezUQk52\nlcvu/e4yTjbIudmWmIL8TGHIiWzfkU/Re/z/suNrP8+/f+GN/NL0H9KhSyc704g2AcXacflwZBK4\nnQ7ZM7tcZAMcejM4XLDrbilgLJE99bLcNrPItnIoauRkA+wbCuFyCl6ZbCORDTL87PIRdD1THSc7\ndwxcxcm20cKez+1UPdl1ImNWimhVShcXQuB2OlS6uELRxCiRrbAHlpOzWvhZoWC9/3/Jk+75y6AX\nnGgXDT5rkMhuGSfbOsGsrpPtdAh8LmfxdHGQTvbM6fz16VP5ywVl4ieH38Hsg59G7LmXneOP8tqs\nDMZLaw36vSvWhsuHM5OUpZHZLCQWVorsV/86/MoP5Nx0bwckZbVC3sluYvEYmZDbGjrZLqdDiq12\nczS3HIboFJ7oeHXGKpVLF7dxubgS2fXBGhWnVSldXL6WyIl3hULRfCiRrbAHwQG5jU6Vf5weg933\nwgefg5HboWOLdLJTsfxjrMAsgO7tcNsHYM99Vd/lNdEqTnaqNj3ZAAGPk1iylJO9LHX5pS/Cue/K\nhOkCka137aLnpjfjfesnAcHgwjEA0k4lsm2N5sNhpPE5spCKAMZKke3ywsB+ednTIYV4KgZzF+Rt\nysleFY/mbL8ApWEZftYTflG2IlRKuYVGlz2dbH87Lq40iGo72QBOpyCdUSJboWhWtEbvgEIB5FPD\nC4RTUfQ4dGyG3l3yeucW2ZNd2AdXWC7ucMIb/qC6+7oeXP4Wc7KrL1r9bq20kz1wMH/Z6YEjfy3/\nLSMd2iIvuAPQPUJg7gQAuqbKxW2NWXrrd+r5MvDlIrsQbwckIzD9ClAwD71ZyTnZtRbZjvYbBTRw\nCISDzshpprX7K3+9XE92kXJxpyYXVNMJW0008Lqd6BmDr700gSX9rt/axeauBgSBtjhps6xbq1JP\ntvVayslWKJoXJbIV9mA9IrtQ6HUOw/gL0rG2KEwabzSuFnCyU1EIX5SXayCy+4Jujo8vkNAzeF3L\n5o1vviF/+TcvyHFHo0/BV/7tkodlOrbkrwwczLmcKac6mbQ1ZlKzX6xRZHs65PzziRfytzV1ufgV\n8HTWPAVfiuw2c7I1NwQH8SevVif4LJcuXuKYYi2o2khkD3f58GgOfnJOZlnoGYOFhM7P3rKtwXvW\neqSz1S8XdzocuddVKBTNhyoXV9gDbycgIDZb/nF6bGm5XscwxKbl8/r2wXsflePA7ILlbjQzf/tG\neOTX5OUaiIE7dveRTGf5xJNnGJ2NLb1z6Lr8Zbcf+nbDobesfJGO4fzlgQO5i7pDiWxbY36XfY7U\nGkW2KWBGn5ZhaJ7O5neya+xiA3hcTpJ6m4lsgNAQgeRUlcrFV5mwYJWJ26hcfM9giN978BC//9A1\n/P5D1zDS6yeSWGWCh2JDWGXd1SwXl052G35vFYoWQYlshT1wOOXJdTknO5OWLtYSJ9t0MGfOyP7d\nHT9V2/1cLy5f8zvZhTPJazBvfEuXj1t39DC9mOKp88sWWQpL/y2K9IVrwb78le0/hYHgqZ4HSSmR\nbW9MJ9uHDvGwvK1subh53+hTcryXr9lFdu1mZBfSluXiAKHNBFPTVRrhtZrINhcgbeRkLyfo0ZTI\nrhHpbPXLxZ0OoZxshaKJUSJbYR/8PeVFdq5cr6AnzioTjkzUvORyQ7RK8JlFjVLa33zjFnb1B5iK\nJFfe+TMfgwc/Xvb5XndB58uuu7n0wct8efg3cn1yCptiCsxN88+vvVwc5KJa/37pGiYjNd7JGhK5\nIjMmakxblosDRmiIoD5dnRFe6QQgwOkufn9OZNvHyV5OyKuxWCpkUlERtSgXVz3ZCkVzo0S2wj74\nuiFeply8mJPQWVAmXIPk64px+fKLA61ADUeh9Yc8TEWSGMayk4rD74Ob3r30Nrd0i8be/EX+z56/\nWdHLrZnOlZoxanNG7uRS4FoOnPqEnBIA4CuTqeAtCDgcOCCFTbM62YZRv3JxzdmWTnY2OEQgM4+H\nVOUvpsfl8VyUcCqtvz9u+zrZIa9GLJVRi481IGouXnjd1ezJVk62QtHMKJGtsA++VZzsYgnXhS6Q\ny65OdpP3ZIuCw4Tmqdnb9Ic8xPUMi8k06UyWbx6/wke/8TJfen5s5YPf+zBc/3OEew8z4duL17X0\nUOYyS/bU+BN7kzXg0U2/ijcxBT/+hLyxcFLAcgrv69/f3CI7NivbX2o4I9vC43KQydJ24irtl/kc\ngdR05S+WSZV2sSHfi21jJzvocQEQTbbfgkutCcd1ALp8ZT4j60Q52QpFc6NEtsI++LrLB58Vc7Jd\nPvCb/bi2dbKbXGQXCptSLk4V6A9KAX9ifIE/++5ZvnNqirmYztHR+ZUP3nITvOVTJMxzRa+21Mm2\nejD1NhMVzUYynWXUf4ir2x+ERFh+1hzO0k9Y4WQHYewZ+OHHar+z1SYyLrd16skG2q5kXA+YIjs5\nVfmLpZPlFxndAXBoS9uZbEbIK9tqFhJ6g/ek9ZiP6QTczuq0Jpg4nQ61UKxQNDFKZCvsg687H35U\njFKzmjsLZiTbjVboyS7nLFaRgZA8Of3yC+PMxXTedds23njNEMl0loRe3HlJmInJy8vFXZolstUJ\nip1JmaJv/PBvyO9KuX5syIdKOd3QvcP8zhvwrd9pPkc7ckVu6+Fkt6nITvoGAPAmrlb+YhkdnGVE\ntickj5U1XIislKBHimzVl119wrEUXX5XVV9TpYsrFM2NmpOtsA/+HkjOyxRxZ5GPZql0145hmYBt\nx3Jxl0+WhGYz5R06W1Mfodrpd/HmGzYTTaU5PNJDp8/Fi2Ny0WU+rq+coQ058e1Z5h5YCa/KybY3\nVp+w6NoKr/8D2aNcDmvBp2+vPEYULqxFp+y50FYK6/9ap55soO36spPubgA8epFqmPWSSYKzjIi6\n/Vdh3/2Vv08N6fDK/VcJ49UnHNfpDVa3nUr1ZCsUzY0S2Qr74JMnRCTCEOhbeb/V27xcZOecbBuW\ni1ulg3rc1r16ZdFjqz+mSty6s3fJdau/LRzTGexYWYaZSGfwaA4cy8amuFW5eFNgOatuzQG3/OvV\nn+BwymCp/v3y+hKRPQ3d2+Xlk4/A9lfnjyl2xHKyg4M1fysrs6DdZmWnnPKY68pUocphtXLx3l3y\nn40JeORiy2JSlYtXm3BMZ1d/df/Gq55shaK5UeXiCvvgM2cilwo/y5WLLxfZZsJ4DZOvN4y1T83c\nl93AcvdOs/wuHCueDpzQs0UdbodD4BCqXNzuWCJ7eSVCWd70UbjzQ+aVgsWVqNl3O3EUPvcueOEf\nq7OTtSIyAf7emoYJWridlpPdZiJbeMjiwJWugsjO6OWd7CZAczrwu53Kya4yCT1DMp2term4crIV\niuZGOdkK+2C5TqXCz3Ll4svEdIeNe7JdBU52JRgGGNn6l5wbhlzcuO6d8JrfqO97AyGPhkPkk1uX\nk9AzK5LFLVxOB2nVz2ZrrPJlT5GFkpLc8HP5y5YbDLBo9t0e/5J5veA+OxK5Upd+bChwstusXDyV\nMUg6/Gj6YuUvlkmW78luEkJeTYnsKhOOVT9ZHOTMbeVkKxTNixLZCvvgN0V2KSd75ozcepfN0bVK\nRJffbgc003Vfr8hOzMPf3i9L4fe9CU4+DPOX4QM/qf4+lsNy4Af2N6QU0uEQdPpcPHtxjjt39+WC\neyxiqTQBd/HDmFtzqHJxm2P11PvWI7ILKXSBo1NyUSgnsquQKF1L6jQjGwp7stvr+5DKZEk6/Xir\nIrL18iO8moSgR1PBZ1UmHJeVVrVxstvrO6tQtBIVlYsLIXqEEN8SQpw2t0Ub4IQQF4QQLwkhXhBC\nHFnv8xVtguVkx4s42ekUPPdp2H0fBJb27bLlMPzsP8Cu19V+H9eL5WSn1ymyzzwBky/B5efgkQ/B\nmcdh6iQkFqq/j+UoVT1QRwZCHiKJNI8dX+lMRpMZ/J7iAk1zCPS0cgHsTDwlTyA3LLJ/+r/Cgx+X\nfdrRKVkqPndB3hetQqJ0LYlcqZ/INp3seKq9nGw9nSXhCOCshshOJ0FrfpHd4XURUSO8qorlZHfW\nJF0cDEP9HVMompFKe7I/AjxhGMYe4AnzeinuNgzjBsMwbt7g8xWtjq+Mk33iK7A4Cbf+ysr7hIAD\nDxRPJG80Vv/4escLnX1CjjP69ZPwKz+Em94jb587X939W41SffB15F/eug2P5ijqvpRzsl1OB7py\nAWxNLJVGCEqW/K+KrwtuejcE+6XIPv4lOat4+JZ8j7YdyWbk8axO5eIezYHLKYi2mYOpZwySzgAO\nPVL5i2VSreFkezUWE2kl3KpIOJbC6ZDtTdXE6ZSZE6pkXKFoTioV2Q8BnzYvfxp4c52fr2glPJ0g\nHMVF9tN/Dj277OlWl6N3t9xOvbz25xgGnPk27HytXDgYugZe9X553+y5au9heWzgZHs0J5u7vCtm\nZRuGQSyVwe8u7oK6nAK9zcpjm424nsGrORGVzhYO9Mue7ONfkt+bvn32LhePTsmMhTo52UIIgh6N\nSNuJ7CxJhx/n+e/C73XCwioj4srRKiLbo8ledXVsrBrhmE6nz1X5cWwZ1ihKFX6mUDQnlYrsQcMw\nrL9aV4BSs0gM4HEhxLNCiPdv4PmKdsDhkH3Vy4PPLj8HY89IoeloskD8rhH5fxp/Ye3PmXoZIuOw\n6578bd075LbuIrvxTjaA1+UksWz8UELPkjUgUMI9kMFn6uTEziT00osk6yLQDxe+D+GLcOgtcgSg\n1aNdSyaOwo8+vv7n5WZk18fJBgh5XW0XeGX1ZOeo5PjZIiI75JXHS9WXXT3Ccb3qoWcge7JBiWyF\nollZVbEIIR4XQhwr8u+hwscZsvao1JHg1YZh3AC8EfiAEOKu5Q9Y5fkIId4vhDgihDiSTqs/Di2L\nv2elk/30X4A7uDRVuFkQAjZdL0/G18qZx+V2d4HI9gTlPN2GOdkNFtmac4WTHU3J40ApkaY5HWqE\nl82JpTL4qiGyN92Qv7z/fggOQFaHRLjy1y7HX74OHvtPkFnn3yQrFb1OTjbky4TbiVQ6S1ormF1c\nyXSGdKou49ZqjSWy223BpZaEY3rV+7FBpouDKhdXKJqVVUW2YRj3GoZxTZF/XwEmhRCbAMxt0aQZ\nwzAum9urwJeAV5l3ren55nP/wjCMmw3DuFnTbNh7q6gOvu6lwWd6Ao79E1z/TvB2NG6/KmHzDXD1\nhDxJW434HBz/MvTvz8//tujZCa88Bl/9D3B1HeXnlZBzshs7g9zjcqxwsmNJKbpLOdlup1Dp4jYn\nrmeKzjlfN6/+d3DDz8vMBl83BAbk7bUuGc+aQiU2s77nWf3igf7q7k8ZQh6NxWR7BV7pmSx6ochO\nVhCAlkk1/ZxskBUNAJ97ZrTtgvBqQTZrsJDQ6fJV/7NhOdlKZCsUzUmltbcPA+81L78X+MryBwgh\nAkKIkHUZ+Gng2Fqfr2gzfN1LnexEWJ7cDBxo3D5VSu9u+X+IrKEf8HPvhstH4PD7Vt53yy9C11Z4\n9m/hR/+n6rtZFLs42S4nyXRmSVjP2pxsJbLtTKJMT/26cGrw5k/CG/+HvB7ok9taJ4w7zAWe2PT6\nnpcyF6/cwfKPqyIhr0Y0lWmrE3Y9kyXjKvgZpyoR2a0xJ7sn4KbDpzEf1zk/vc5ATsUKFhI6hgFd\n/uqXi+d6stXfMYWiKalUZP8hcJ8Q4jRwr3kdIcRmIcTXzMcMAj8QQhwFnga+ahjGN8o9X9HG+JaV\ni1vOgzvUmP2pBpo5xitTxEUyDNmvnU7JEtIL34fX/hbc9m9WPvbat8EvfRu23lq/snEbBJ+BFNlZ\nQ/ZYWsRMkV0uXTylTk5sTVzPbHx8VzmCZrzH4mT1X7sQzVx8iq5TZOumuKnj9yro0TCM9urFTaWz\npF2BghsqENnp1nCyXU4Hv3LXLiB/DFVsHGt8V7VnZEOBk62S4BWKpqSiumvDMGaAe4rcPg68ybx8\nDrh+Pc9XtDG+bogViOyUOXrFUz/Hp+pYJ2aZIuXipx+Dz7xDhqNZbv2BB8u/XvcOOPOtyvbJMOD8\nd2H7XeXD5CyRbS0UNAivJvcxoWfxaFKURc1y8VJzsoMeJ9FkmmzWwOGobuqronKsdPiqlIsvx+p1\njqycrV5VXD55jFrvuLBUTE5SqGOPb7Ag8KqzBqWtdiSVMcguEdkVOLeZ1ujJhvwxM6rKxSsmHDdF\ndg2+U5rTcrKVyFYompEmi2pWtDz+HnnSarm+OSe7mUW2eWKWSa68b+yIPNnefa8MRxs4uHppfM8O\n6dBVcsI4dgT+7iG48L3yj7ORkw2QLAg/i6XSaA6B21n8MNYb9JDJ5k+CFPYilZHp8FUpF1+Or1t+\n79bSolEJVhvFenuy9Ri4AjIYsU6EPFIERBLt833QM1mchT/i5AbnZWczYGRaIl0cwO10oDkEsTaq\naqgV4ZhcPK9N8JlKF1comhmVIKawF75uuY3PyYRgq7yvqZ1s88SsWLn45DHo3QNv+2spmo3s6ife\nPeY4r7kLMHhoY/s0d0FuF8ZLPyadgtmz8rINerKBJeFnC/E0Ia9WcjZpb0D+3GcWk/QEWuPkuJVI\npOTvsirp4ssRAjo2VTYXeS1Y3+11O9lRcNd34ao7IEXAbHQNAYwtgp7O4jUS+Rs2ujBpVSG1iMgW\nQuD3OJWTXQXm4zp+tzNXYVVNnCpdXKFoapSTrbAXhSIbWqMnu1y5+OSxvFB2B8Czhv9nNWZmR0xx\nXayXVE/Alz8AH90JT/0ZdAw3vlzcZZaLp/MnheF4qmwfXG9QVhBML7aPqGgmYrp00WrSkw1yBnWt\ny8XTpoBbd092rO7VIUGPhs/lZCpSpKKmRUllskz331ZwwwZ7stPmz6xFRDbILAvVk1054VhtksUh\n72Qrka1QNCdKZCvshSWyY+YYr1boybb6+NLLTm4T8xC+BEPXrO/1LCd79vzG98ly+IqlIr/4OXjh\n7+HAA/AvPwcfPFK+b7sO5J3sApEd0+nylT7p7fBqeDQHM9H2ERXNhJ6WJ45urUafrdBQ7cvFLdG2\nISc7sPrjqogQgv6Qp+1EdrTnEPzevFws3LCTbVYhtUhPNsg2DSvXQrFxwjG9JqFnkA8+S2dVgKdC\n0Ywoka2wFyWd7CYW2Tkne1m5+IxZit23b32v5+uW/+YqENk5J3tZL6lhwFN/DoPXwps/Bfve0PBS\ncQCvtrRcPJs1mI/rZfvghBD0BNxMt5GoaCas5HdXiZ76igltliK7lsm8lmhbb092KtqQnIN2E9l6\n2sBlLeJ4ghvvyc60oJPt0YgrJ7tiwvEUnTUY3wXKyVYomh0lshX2wt8jt5bItk5im1pkWz3Zy8qW\nrf9joH/9r9m9o7Jy8VJOth6Dq8fh0EN1DWVaDY9VLm462ZFEmqyxeqJrb9DNTBv1oDYTek5k1+hz\nFhqSn+fkQm1eP53Kf6c3Ui5e555skCJ7IZHmcjhe9/duBHomi9v6fLkDGy8Xb7GebDCdbNWTXREJ\nPUNCz9auXNxcgGyn4LOFhM7obEzNBle0BEpkK+xFzsm2ysUXZQpvg8uVKyKXLl5CZFv/5/XQs7Oy\ncnGrjHa5OLBK2j0dG3/tGuDRHHg0B0cuzDIxHycclz/LrlUchL6gh9loimwbnaQ0C5bILpUOXzGh\nTXJbafhZbDZfdVKIXlB6HJ9beX85Uma6eJ0Z6pDZCh//9hnmWzx1P5XOks4a+UAqd3Dj5eJp89it\ntY7IDrg14npGHRsrwPoO1axcXLSXk51KZ/nTJ07zye+c5bETk43eHYWiYppYuShaEk8HCGdBuXik\nufuxoXTwWUUiewfMj+ZP/spx9SQ881f569lsXmSvcLLtMRd7OUII3nXbCMl0lk8+eZYvPX8ZWP3k\npjfgJmvAbEy52XZDr3W5eNdWuQ1fKv2YzBrKZf/2jfCnN60sO7cEW6Bffpet+0efWZm/sBy9/uni\nAHsHg7zpWjlD/OJMBSMAm4Ar8zKUbtBcWMAdzLcfFZKMwOO/lz/2FaMVnWyPE8OAmK7c7I0Sjlkz\nsmvzuXC22ZzsIxdnWUxmEAKePj+rgvkUTY8S2Qp7IYQUnbECJ7uZS8Vh9XJxX9f6X7N7hxz3NT+6\n+mOf/3v46r+XYhuksM6mpcO+vCfbSku2mcgG2D0Q5EP37GHvYJDJhSQup1hdZJsJ4zMqYdx2pMzg\nM1etgs96dsptqbaK89+DP9wK579f/nWmXpbb5RkIlsjuHJYzlJMRmHoF/vpeeOEz5V8zVf90cZCL\nVXfu6sOjObgwE6v7+9eTsbD8/23pNjMlPMHi5eIXfgA/+BM4+2TpF8uJ7NYJPus2q4BenqhRO0Ub\nUMsZ2ZBvpUmm22Mh5OjoPMPdPn7tnj3omSx/9t1zbdPaomhNlMhW2A9/z9Lgs6Z3skvMyY7PydFk\nzg38gc4JiDWUjFti4Lm/k1trNvbgQZneXui65US2PU8mAx6Nd902wr//6b38x9fvW3U2aV/QnJWt\nEsZtR6rWPdmBflmSXSog8NJTsjf6C++D+bHVX+/yc0uvW4Ktc1hu43Nw9gl52VrQKoUeq3u6uIXD\nIRju9nFxurWd7MtzcUJejQ6vJm8o1ZNthaFNHi/9YrkRXrURU41g32CInX0BHn1xoq1mp1eTcFzH\nISDk0Wry+h7NSdDjZK5NKrEWkzr9QQ+DHV5+4c4dJNMZPvWdM/zwzDozLxQKm6BEtsJ++LoLgs8W\nm3tGNuT7+JaXkMbnNlYqDvkxXmtJGLdE9tF/lPtglYoPXSu33/gIPPkH0tGxRLYNEsVLIYSgL+gh\n5F39hDfokWO81Kxs+6Gna9yTLYSZXVDCyZ4+Jb9/6SR87l1yPvxyChfGxo4svS/nZJtl6fG5vBs6\nc7r0fhlGw9LFLbb3BphYSCwZiddqXA7H2dzpRVgBjqV6snMi+1jpF7OcbJsuPm4Eh0Pw9puHEQI+\nf2RU9WZvgPmYTqfPhcNRu5DQnoCnbSqxoskMfo9cON89EOTX7tnDvsEQj744wdhca1feKFoTJbIV\n9sPXnQ8+a4me7DLl4hspFQcIDsqTdMvJXphY6bRZ6LF8n/vJR/JO9oEHoXMbHP0cfPd/wFd+Nb8Q\n0CInk0IIegNuZhaVk2039EwWl1PkRVAt6Nleutpj6hRsvgn+xZ/D+PPwrf+y8jGFDvdzn4b/vg1+\n8il5PWWe9FlO9uJVuVAFMHOm9D6lE4DRkJ5si+19fgwDLs225olrMp3haiTJcHfBz9gTkj/75Ysp\nlrtdzsluwZ5skMGRD92whYszMf7h6UtcaPHqhmoTjqdqFnpm0Rt0t8UiHMS9VAAAIABJREFUcTqT\nJZnOEnDnqwL8bo2337wVr8vB915Rbrai+VAiW2E/fD0QD8vLLdWTXaRcfKNOthBLx3h9/TfgL++G\nU19f+dhUFDbfAF3bZMl4ZAKEA3beDf/uJfhP4/Da34a5C/kKAs2+TvZ66Qu1jxPQTKQy2dqFnln0\n7JSf6+wyxzablUK4fx/svx/2/HTx3uzwRbl96BNw7dsgOQ8vfl7etrxc/PRjMtBs6FoIj5YO0rLE\neQPSxS2Gu/04BC0rqq7MJzAM2NxVcByzKndGn1r6YCsMbfZs/neznBYV2QA3bO3i9l29nBhf4LET\nVxq9O01FJJFeU0VVJfQG3Cwk9FxQZKtiBfD53UtbwLwuJ7ft7OXY+DzTarFc0WQoka2wH4XBZ63Q\nk+1wSic5U6xcfINONsiScatcPDEvt//0iyvHDekxuVBx43vg/Hfh4o+lE+4s6CPr3wcYMPGivN4i\nTjbIk5S5WKptxqA0C3rGqL3I7twKWR2iU0tvXxiT34u+vfK6t3Pl9xPyyeTbfwoe/FN4zUek6x2b\nXRp8BnDiK/J7fvO/AozSZerW6K8G9WSDPHHd3OXjYouGn12ekwscudAzkL9DhwvOPL70wdZiiZGF\nqRK99Lme7NYT2QAPXr+Zm0e628IxrSYJPYPPVT4XpFJ6gx4MA+ZavG8+lpQiO1Ckv/2OXb04heD7\np6dW3KdQ2BklshX2w98tT0T1hBSi3gqEqF1wukuUi2/QyQZTZF+QrpyRlYLC6YLPv3dpSWTKDFm6\n4eekg33xB/kZwhb9++V24gW5tWG6+EbpDXrkGK8WP0lpNvRMFnetQs8srO9XYlmC8rwcAUfXNrnV\nPMXHbs1dlMK5Y4u8vut1gCEXq6zxd91mPkL0Kmw5DEPXyevhEsn/llvawHJxgJFeP6NzMdIt6JCN\nhWXoWaevwGX0BGHkdjjzxNIHJyPydwylS8atKqQWmpO9nP6Qh0giTTzVun361SahZ/HUajqCSW/A\nCu9s7b9fUXNc13InGyDkdbF3MMiF6dZcFFS0LkpkK+yHdWI8e066UKGhxu5PNXC6l5aLG0blIrt7\nh+wxjExAcgEGDsJb/hwmX4Jv/lb+calFKbI7t8iyWICOzUtfq3cXODQYN0W2q3VEtkoYtyd6PcrF\nPR1ya1V6WFiutbWYpHnzoX+FhC/J741V9bHlsHzNs9+WItrfK6chWCFmO1+b/04nS4xGspzsBpaL\ngww/0zMGE/NF/t9NzuW5OFu6irS87L4Xrh7P51KAPD52b5e/j5Iiu7WdbJAiG2Aqoo6Ta0HPZEln\nDbw1d7LNv18tXmVQzskG2Z/dykGNitZEiWyF/bBOUq3SveBg4/alWmjupU5ZalHOqq7Epe/eLrfh\ni1JEeDtg7+vhjg/Bkb/Jl0XqBTN5b3qP3C53sp0u6NkFi2ZPXos52dD6JynNRiqdrd2MbAtvp9wm\nl4tsc8HLEk3OEk52+CJ0jeSvOzXYcZdMEZ8fzZeKW8esXXfn33O5sLewiZO9rVe+/4WZ1urLTqYz\nTC0mS4tsWOpmJyPydzZ4cHUnu4XmZC8nJ7IXW2/RpRZYgs/jqu0xzO/W8LmcLb9IXM7Jtm6PK5Gt\naDKUyFbYD1+P3FqzZlvRybbCdjwVjCezfi6Lk7Ic1jq5f91/lmXhl34ir6cKZvLueT3svs8se11G\noC9/uYV6sgNuJ16XQ4Wm2Iy69GR7SzjZuRR9U2RrntJOdqHIBvndmR+Vc7at8V2+bpl7MHxLgXse\nLr5PVn+4v6/4/XWiw+uiJ+DifIuFn1mhZ0v6sS0GDsoFxsK+bCv3Y/AQXHlJVhkt5+pJuVBpfZ5a\nkB6/GyHgi89e5vRkpNG7Y3sSumyzqLWTDdLNbvVF4lhOZBd3sr1uJ3rGaPkAOEVroUS2wn5YrtDV\nFnKyna6lPdlpM3m4knnU1s9l8aoUEdbJveaRJ5LzY/KEUS+YyevU4F1fhP1vWvl6noITyBZKF7fm\narf6SUqzUZee7FKu8vK0aM0rK0sKU8h1sxXD6tu2sBaoUpH8fdtuh+t+Vn7PNbf8vpVysq1S5eUt\nGw3g2i2dvHwl0lIj7sbM0LPNxZxsIWD3PXDuScjIk3rZThOCwWvkwsjn3wNP/H7+OdksvPwo7Lmv\npRYfl+NwCH7mOvmZPHN1scF7Y38sJ9ur1UFkB9yt72QnM3hdDpwlZo5bAXMxlRmgaCKUyFbYD3+r\nOtkFIs8KJqukLNvXIwN75i6CkVnqsnRulT2j6aQMRVtLknGhq95iJ5O9ATdnphb5T196iUstmqjc\nbNSlJzsnspf1R68Q2ebnvbBk3JqR3b3Mye7ZkQ87s5zs+/8IHvjjpe9bTmS7Avl9ayB37O7DKQQ/\nOTfb6F2pGuPFQs8K2X2v/N1cflZeT0ZMJ/saef3kw/D9/5V//OhTslrowIO13XEbcPuuXvqCbsJx\nffUHtznJtCmya1wuDrLlaS6mt1xI4dhcjN/5yjF+659f4kdnZwiW6MeGfBm5tbgxHo7z3792kist\nmCmhaB2UyFbYj1zw2VnpMDRw1E3VcHqq72Q7HBDoh5nT8nrhSXvXVpi/lB8ztJafoSXSNa90fFoI\nawxK1oCnL7SOoGhm6jIn2+WXC1GrOtmWyC44YQtfkNvlTjbk3eyurcXft6zIvgwdm2zxHevwuhjq\n9HJloXVOVBcSabr9ZQLKdr5WttNYJeOpRVnqP3iw+ONPPiw/J1ZoZIvT6XMRjimRvRr1Lhc3DFpu\n8WNsLo6eMbhrTx/37B/gwetLV/dYTraVfv/MhVkWEmm+fmwit+ChUNgNJbIV9sMdlPNMoTVcbFhZ\nLm452ZWIbIBgP0ybItuzzMleGJclrZAvFy+H5WS3YLiPldAK0HhpowDQ00btg8+EkIJ3edL3Wpxs\na0b28p5sgP33S6HWf6D4+67mZNugVNyiy+9iPtY6rRSxZJqAp4zw8XXL3nlLZFs92d5O6Fy2oGIY\ncPIRuajSwv3YhXT53YTjrfN5qBW5cvF6iOxAayaMh2M6Tge84Zoh7j04yJ7B0hk11s85rmfIZA1e\nGptHcwhemVzkj755CqNYloJC0WCUyFbYDyHybnbLiGx3cSe70t7nwADMnZeXC5PKu7bKHtPZc/L6\nWpKMPa17EtkXyC8cTLVQ/2kzU5eebJDiaEXwmfld1Ap6smGpkz13US72FTsG7b4H/sNp6Ntd4j07\nIV4i+CwykZ+7bQO6fG7m43rLnKRGU5mS4Uk5dt8L489D5Iocz+U2T+4HD8mtcEiBPf6cDLlrg1Jx\niy6fi0gi3XKlydUm72TXp1wcYHIhwehsjIVEczvakYQsfZ+Pp+j0uRBrqOrxufMi+8zVRaKpDG87\nPMxQh5fFZIaU+rwqbIgS2Qp7Yh10+/c3dj+qhebOn9hDgZNd4aiswlC4JT3ZpiMzdUpu3cHVX8t6\nfqa1VssB+kJ5J1vNgW082axBOluHdHEwXeU1OtmFn/3wJblY5SjhVAXKpIOXcrKzGVNk28vJTmWM\nlhiPYxgGsVSaQIkxQDl23wMYcOJhed1jHh/v/m0YfpXMsdDj8n6HBvveWNP9thNdfheGIcvuFaWp\nZ/BZwO3Eozn4+rErfPI7Z/nEk2eaNmU7mkzzB197mUdfnCAc0+nyrW32vNWTHU9lODoaxudycmhz\nB7ftlBk+1qKHQmEnlMhW2JPFSbk9/N7G7ke1WBF8ViUnO9ifv1zoRPfvlduz35bbNZWLWyK79USo\n363x6/ft5Q3XDBFLZXj24hwvjc3z0tg8c9HWW1SwO3pWnhDVT2SXmpNtimvLyU5F4bM/Dxd/ZM7I\nLtKPvdH3BDm+K5u2lci2AsJaoQ83lcmiZwz8ZQKUANh0o3SvreOjtQi56Tq4/p3ycnJB9mNv/6l8\nGGcb0OW3Pg/quFiORDqDR3PgKJGGXU2EELmScYCFeJrnLs7V/H1rwY/PzgBwdCxMOK7T6S8RULgM\nazFjIa5zYmKBa4c70JyOXBl5sgUWCRWthxLZCnty+H3Qtw+Grm30nlSH5XOyc8FnFTrZgYH85SXB\nZ9tgy81w+jF5fT3l4kZrrgj3hzxsNWfnfvHZMT7z9CU+8/QlvvjsWIP3rP2wXAd3rXuyQX6uV4js\nJCDyLrUltmfOyHFNn3+P6WRXKLKXl2BbJeRWO4wNyIuq5hfZsaQ80V7VyXY4ZBtALjSyYIHSOo5e\nPSHbbdrIxQboD3pxCPjKC+NMzMcbvTu2JaFn8dShVNzCEqN37eljS5eXI00osjNZg6fOS5GdTGdN\nJ3ttItvhEHg0B89dmiOZznL9sGyPs0S2crIVdkSJbIU9+ZmPwQeeavReVA+ne6lDnBvhVaGTPXxL\n/vLyYJ7rfjZ/2bXOEV4tys7+IP/x9fv48L17+PC9ezi4KcSMcrLrzoKZkltyzFI18XYVDz5zuvNt\nKVa5+NUTcutwSde5WOjZmt6zU47Vs9L9LaqVxVBFuswk7lYIu4qmZInzqj3ZIMv9rcyKwsVKa7Fx\n/Hm57d9XxT20P51+F++7YztxPcMnnzzLU+dmGr1LtmM2muLZi3N1KRW3sFK1t/b42TsYYjwcb7pU\n7bNTiywmM9yyvTu3/thVbhLAMvxuJ4vJDB0+je298pzG6olPNNnPQtEeKJGtsC82GHFTNUoFn1Xq\nZG+7FR76BOx/YGVJuFX2CGtzstskPbcn4Gaww5v7F0noZLOtEfrULFiuadcaSwUrolgIWTq1dBa8\nVS4+aYpsy/muRGQXvo5FtbIYqojV79kKWQUxU4iUTRe38Pfmq3aChRVBlsh+QW57dlZxD5uDPYMh\nPnTPHkZ6/Tx8dFyFoC3je69MATDQUb9JHLfv6gVge1+A7X0BsgaMzjZXpcELZi/1fQcHcTsFQsCm\nzrUfC4fMx94y0pMr08872UpkK+zHGpZ7FQpFxSwvF6+Wkw1w47vkv+V4O+C1vw3f+QPwlwlpsmgD\nJ3s5XX43WQMiifSae8MUlWO5pmsNvakIfzfoUTmeqzDgzFnw+17uZOumA929QZHdOSy3Lz8Kt/5y\n/vZ0Fb/3VUIIwdYePxdnYo3elYqJJtfjZBfkWQSLONkTR2VFg42S4OtJ0KNx/dYuzk5FWUym1+U4\ntjqpdJaQV+PnXrXBdpINcN1wF9eZJdLbevwIARdnouweWEOoqQ1IpbOcGF/guuFOQl4X/+WBgxis\nL5fj3beNkExnl4xNs6oJVLm4wo4oJ1uhqAfL52Sn4/IEzlnjda7X/ib8zmzbj/AqRa4ftQVKZZuJ\ncEzHoznqMv4mt8AUnc7flkktnQdvOdnzo0ufu9Ge7F33wJ6fhm/9DkQLym1zIttes+i39/q5spDI\nlaQ2K+tysq10eJd/6fQFqwohfBG6t5dOl28DgmaAXEQljS8hlcnidzvXNHqqFnhdToY6vFxoooWx\nl68syF7qrXKhQHM61h18KYRYMZfc6otXTrbCjlR0hiOE6BFCfEsIcdrcrkhzEULsE0K8UPBvQQjx\nYfO+3xNCXC64702V7I9CYVs0z8oRXq46uVlrPUlsR5HdQsnKzUQ4rq95PmrFWI5ldCp/2wonu4hL\np3mXjshbD0LAPb8rRfWxL+Zvt6YK1Ou7v0ZGegMYBlyabZ6T9mJEk2mEWONYJetzEehf2ppU2DbT\nhqXihYS8SmQXI53J1mcyQhlGev2MzsaaptXp6GiYDp/Gjt415MOsA4/mQAglsldDCOEUQjwvhHjU\nvL6qflNUTqVHiY8ATxiGsQd4wry+BMMwThmGcYNhGDcAh4EY8KWCh/yJdb9hGF+rcH8UCnvidMng\nsxc/D5+6E576VN49swu1dtVtSGfOyVYiu57Mx1L16ceGvJiKLXeyC4R1se9i59bKciGGroFN18ML\nn8nflnOy7fXd39IlRX+z92XHUhn8Lufaxir5ZY/rioWUQle7Z0f1dq4JCXnkd3QxqUR2IemsgVaH\n0V3l2N4bIJnOMt4ECfDxVIZTkxGu29JV9ZFnQgi8mpNEWpWLr8KvAScLrq+q3xSVU6nIfgj4tHn5\n08CbV3n8PcBZwzAuVvi+CkVz4XTLE+x//iWYPCZvs1H4UY6dd8Ob/qjRe1E3PJoTv9upZsLWmXBM\nr6PILlIuviL4rOBy7x653Wg/diG7XgdXXgJzLrhdnWyvy4HmECwmm3uxKZpKrz4j28L6XBT2Y8PS\nhZX9D1Rnx5oUq+w+kmjuz0W10TMGWoOdbCtduxmyFI6Pz5PJwvVbO1d/8AbwuhzKyS6DEGIYuB/4\nq4Kb16vfFBug0qPEoGEYE+blK8BqtXXvBP5x2W0fFEK8KIT4G1WuoGhZRu6EkVfD2/8v7Hm9vM1G\n4Uc53vNleNUvNXov6kqXz8W8crLrRjyVIZrK0BOoU19yMZG9oly8YMFr4IDcbrQfu5DQZjnKy3LR\n08mV72cDhBCEvBoLTV4WHEtmVp+RbWFVOCwX2YVsf3XlO9XEaE6HOTapuT8X1UaWizfWye70u+jy\nu7gwE139wQ1mKpJEc4hcxUy18bqcJJXILsf/Bn4DKLT716vfFBtgVZEthHhcCHGsyL+HCh9nGIYB\nlGwOEUK4gQeBLxTc/ClgJ3ADMAH8rzLPf78Q4ogQ4kg6rQ74iiZj9z3wC1+FQ2/Jn9TZ0cluQ7r8\nLtWTXUemF6XQ7A/WSWR7OvJzry2WB58VXh44KLcbHd9VSGhIbiPmuUzank42QMCjsdjkIntdTrYV\niFes7/4Xn4APPd9aYyQ3SMirqZ7sZeg26MkGGVh4cSaGYdi7L1smgjtqlsEhney2LhfXLH1k/nu/\ndYcQ4gHgqmEYz5Z68mr6TbFxVv1rZBjGvaXuE0JMCiE2GYYxIYTYBFwt81JvBJ4zDGOy4LVzl4UQ\nfwk8WmY//gL4C4BAIKA+DIrmxRLZNnOz2pVOv5vz0/YvuWsVrpp9v/2hOolsIaRrWc7JdhScMG+7\nFXzdsPVVlb93aJPcRiZhE+boPrG0H9wmdHg15pp8sSmWyrBtrU52cADu/DAcLFIlOXxzdXesiQl6\npMg2DKNhadp2I501cDa4JxtkYOELo/PMRlP01mvRcgMk0xk8awkj3CBel5P5Jj92VUjaMIxSB607\ngQfNYGkv0CGE+HtgPfpNsUEqXYp7GHivefm9wFfKPPZfsqxU3PzFWrwFOFbh/igU9scqU9TtH1jS\nDnT5XMT1jOrpqhNTkSROB/QE6ig0A73lg88K6d8Pv3kBRu6o/H2LOdma15YOadCrNXXvrWEYRJPp\ntc3IBvk7uO//g4H9td2xJqfD6+LSbIwvHBlr9K7YBj2TxW0LJ1v2Zdt9lFcyncWj1e7n5dWcxNXf\n76IYhvFbhmEMG4axHdmy+23DMN7F+vSbYoNU+qn/Q+A+IcRp4F7zOkKIzUKIXFK4ECIA3Af887Ln\nf1QI8ZIQ4kXgbuDfVbg/CoX9sUR2arGx+6EA8rOyVV92fZhaTNIb8NTXCQr0Ly0XXx58VohVRlwN\nrFLkyBW51RO2bRMJeVxEU5mmGQm0nGQ6S9ZY44xsxZp57b5+/G6nGV7VnJ+NaiODzxq/UDbY4cHr\ncnBp1t592Uk9m5tnXQv8HiexlBLZ66SoflNUl4pm9hiGMYNMDF9++zjwpoLrUaC3yOPeXcn7KxRN\niVUunlQi2w50+aSjGY7pDHbYUwC1Cgk9w+hsjG09/vq+sb8PZs7mry8vFy+k2MzsjaK55aionJOd\nsGfgIdLJNgxYTKXp8NYp+b2KWCfZa3ayFWtioMPLQzds5h+fHmViPs5wd52/uzYknc2iORrvZAsh\nGOnxc8Hm7U7JdIZQDY8pAbdGMp0lnck2PPXdzhiG8R3gO+blovpNUV3UXyOFot5YTnYy0tj9UAAF\ns7LVGK+a88jRcRaTae7a01/fNy7ak12nHsbQJlg040fS9nWyg2Zg2Jmri/Sapfy9QU/udrsTNROw\nlZNdfUZ6ZFnyi2N5N9vrcrblomQ2a5DJ0vB0cYuRvgCnjk8STaYJ2PS7mkxn6athubjfzGGI6Rk6\nlMhW2Ah7fiMVilYmYDrZadWTbQdCHg2ng6YPfbI7L43N89ylMPfsH2Bbb53dsEAf6FFIxcDtL9+T\nXW1CQ3knW4/bNvDQ6pEv7L0d7vbxgbt3N2qX1oXlZAeUk111Ov0u+oJuvn96mu+fzi9WffjePW0n\ntHVz5r1dHNMRsyrocjjO3sFQg/emOMl0bcvFrcWFeCrTlFU4itZF/TVSKOqNzxwHX2x0jKLuOByC\nnoCHqcUkp65ESKblyXpPwK1KI9fJfFwnlc6uSA6fj+t86fnLDHf7uHt/mbnEtcKalR2bBve24uXi\nt/xS/rtZTUJDMHlcXk4nbCuyN3V6+Tev2ZX7/D93aY5jlxfIZg0cNkhSLkcma3Dk4iyQd7UU1eVf\n3bkjN35vIaHzxWcvMx6Ot53ITmekk28XJ9sqw47aeJZ5Uq9turj1nS/8GRiGwdhcnK31bk1SKApQ\nIluhqDcOB7zzMzB4qNF7ojDpD3k4Mb7AifGF3G0ezcF/vv+AbRwLu2MYBp/+0QUmFxLce2CQ1+zt\nz4mzb52YJJ3N8o6btzZm9I3VohGdgi5TZC8PPrv/j2rz3sEhWS6ezZjBZ/bsyRZCLKkwWEjocjxQ\nLEWfjccDAZycWODYZfndDXrVaU0t6A646TarHdKZLP/83GWmzHF87YQlsu3Qkw3gMwWmXdO1s1mD\nVMaoabq45WQXhp997/Q03zh2hV95zU5GzBR2haLeqL9GCkUj2H9/o/dAUUB/gYj4wN27GJ2N8/DR\nccbDifqXNjcpr0wuMjGfYHOnl8dOTPLKZISDmzvIGvD8pTlu39Vbv9nYy7ESw6MzcpsuE3xWbUJD\nYGRlT3g6Dt6u+rxvhfQHpUM5FUnaXmRfmU8A8JE37K+pY6aQaE4HPQE3U4vtJ7KtcnG7ONk+lymy\nbZquncrIn1e9nezTkzLzJqFna/a+CsVq2GMpTqFQKBqIJf40h2C42881WzoAuDBj79EoduLExDw+\nl5N/89pdvOPmYa4sJPjaS1f4xrEruJwOXr27iqOx1otVLm6N8ap38BnIvux00rZO9nL6QtK1bAa3\nUo6Fc+dCDBW1pz/kaYrPRrXRM5bItsfps9Mh8GgO2zrZSVPk1nSEl3ulk72QkII7nVUiW9E4lJOt\nUCjanr6gFBR+M5k45JVBP18/doXNXT52DwQbuXtNQSSRptvvQnM6uHFbN9cNd+VOSDWHaGzZfWFP\ndjYDRqaOwWeWyL5iBp/Z2xW28Ls1gh5nUwipqUiycVUSbUp/0MPJiQhPnZvh1p0rJrS2LLlycZs4\n2SBLxu3qZFsZD7UsF3c6BF6Xg2gq72RHEjLIVDnZikZij6U4hUKhaCBDnV4GOzy8/fBw7rYbtsqy\n3q+/NNGo3WoqIon0kn5YeeLjxOtyNr6v3R2UgWPRKeliQ33LxcF0su07J7sYW3v8nJqM5BZL7Ihh\nGEwvKpFdb/YMyoXHL78wnhvr1Q7kFw7tc/rsczlJ2NXJTte+XBzkVIFYUv4MDMPIieukTX8uivbA\nPkcJhUKhaBAezcmH793L7oH8CJR7Dgxyz/4BJhYStj2BsRORRDqXdGs7hJB92dGZvMiul6McHACE\nDD/T47adk12MO3b1EUmkef5SuNG7soTnL83xD09d5B+eusj/+8lF9IyhRHad2T0Q4q03bQFgIV7f\n8YdXIwm+dWISw6i/uE9n7ZUuDlJk27ZcvA5ONsgqtAXTvZ4v+Dwm0vb8uSjaAyWyFQqFogTb+/wY\nBozOxhq9K7bGMAwWkzpBj407kAJ90slOW052ncrFnS753jknu3lE9q7+AF1+F+emFhu9K0t4/OQk\nZ69GmYokmY2mGO72satftXTUmy6zBz5cZ5H9198/z7dfvprru60nduvJBlkuHrNpuXiiDj3ZANt6\n/JybjnJ+OsrYXHzF+ysUjcDGZ0QKhULRWIa7/QgBF2Zi7BkMrf6ENiWuZ8hkIWTn8UmBftmTnTF7\njOtVLg6yZHzBFNlNEnwGcqxXj99ddxFVjvm4zmxU5/5rN/HqPQ0M01PQ6ZMLVeFYCqjdmKSvvzTB\nUKeXG7fJOfaWuJ6P6XT66ls9kx/hpZzstWBVgdW6XPy+g4O8PBHhC0dG2dUfxOUUuJwOVYWmaCj2\nWYpTKBQKm+F1Oenxu5lpw1E162HRPOm1t8juk2O0dDnuCVcdR7OFNsH8qBzl1STBZxadfhfhmH1E\n9qUZWVUyokbrNRxL4NZyEWZ0Nsb3Tk/z1RcnSKWzS0RTOJ6q2fuWIp21p5Nt1+CzF8fmCXk1Omr8\nt8GjOXnHzVuZj+scuTjHcLePgNupnGxFQ7HxGZFCoVA0nqBXYzFZ/7LEZsJylpqiXFw3S//r6SiH\nhuDME/JycLB+71sFunwuFhI62ayBo87u3f/78YUlpZ8gg5TcTsHmruapCGhV3JqDgNvJfA0WYZ6/\nNMc3jl8hqWfRHIJoKsP/+MbLFH4Cv/LCOF99cWUwZcCj8cuv2VkT9zSVtmG6uMuJnjFIZ7KND5k0\niacyfOLJM8xEU7zhmqG67Ne2Xj937xvgiZevMtIb4MzVReVkKxqKjc+IFAqFovGEvBpXF5STXQ5r\nEcK2wWcgg8/SCVkyDvUV2cEhOTYMoHO4/GNtRpffjWHAQkKny1+nPnZk7+uJiQjD3T42dy3tY9/W\n48dpo3LddqbL72IulsIwDISo3u/kB6encQrB9Vs72TsYYnoxxWxUHod9Lic/OjtDLJWhP+hmR3++\nVD0c03llcpGZxVRNFmIyueAze4hZkE42yLadkE32a2I+zoyZl3Dbzp66ve/r9g/gdAhu2NrF2Fxc\nBZ8pGooS2QqFQlGGkNfF2avRRu+GrVlsCie7X27Dl+S2ruXiQ/nLnVvr975VIBduFauvyLYSgm/b\n2cPhkfqdpCvWR5ffzfHxBT713bO8/fDWqqS8X11IMD6f4IHrNnEqMj/BAAAeJklEQVTn7uJ990cu\nzKFnMty8vYe79vbnbr80E+OVyUUiNQpFy4/wss8ij89liuxUxjYLnVYLwTtu3lrzfuxCHA7B3fsH\nAPC6HEuSxhWKemOPJS+FQqGwKSGPRlzPkLbxrOBGE02lcQh5UmNbAubJenhUbutaLr4pf7ljS/3e\ntwp0mX234/Nx5qIpYqn6tE5YJ8dWuJbCntx7YJC79/Uzs5ji498+zdPnZyturzk6No8QcO1wZ8nH\nRM0e5O29SwPXgmbv72KyNuIqmc6gOYRtyrIBOszvqDXCyg5YLQTWIl0j8GpOklX6253NGmTbaB68\nojrY5yihUCgUNiSUO2lTfdmlSOgZfC5nVctFq05OZJtOtlbnnmwAfy+4myuwq9PvwiHgkaMTfPSb\np/iDr52sSQ/ucsI2OElXrM5Qp5efPjTEh+7Zw9YeP196/jL/7asnuTizseofwzA4OhpmZ1+AjjKu\n7OZO2UKwvJXAqqap1XivhJ613WKitRBmp4DCcDxF0ONsaFm91+VkIZHmo988VfEx669+cI6vHVvZ\n/69QlMNeRwqFQqGwGZYzUqvyw1Ygnsrk+gJti1UuPt9AJ7vJXGyQqb2/cOcO3nZ4C68/NEgmC+em\naz83e95Mjq73iCbFxuj0ufjXr97B22+WmQNnrm7sMzI2J3t5b9jaVfZxv/DqHXzwdbtXOMpuzYFH\ncxCt0aJoQs/gddnrWNfhcyGEzUR2ndtLipE1pPMcSaT5wrOjGMbGnGjDMBgPJ7gyn6jm7inaACWy\nFQqFogyWM6JEdmliKfudeK7Av8zJrmdPdqAfEE3Xj22xeyDI4ZEe7trTj0dzcNEco1VLwjGdkFez\nVcCUojxCCG7a1s3mTi8XNvgZOToWRnMIDm0uXSoO8rhcKtisw6vV7HhtR5HtdAhCXs1W8+zDDZhh\nvhyrjP62nT2cnYrywzMzG3qduJ4hmc6qcwDFurFxSo1CoVA0HitIRpWLlyauZ/Db3cl2+8EVgIXL\n8no9nWynBptvhOGb6/eeNcDhEIz0+nnq/Cy37uxhU2ftfoZ2OElXbIyRvgA/PjvDualFdvYH1/y8\ns1OL/PDMDIc2d1RUGRP0akzMJzg6GgZACLlQ5HdXfsqbSGfxaPZb+OnyuQnH6j83vJC5aIpLs3Jx\nZT6us2dw7b/7WnDnrl6u2dxBT8DNQlznm8ev4HE5cJsLdz63kz0DwVXbnKwKAXUOoFgvSmQrFApF\nGYIeDY/m4NjleW7Z3m3vvuMGkdAz9AaaIKDK3wvzZq9oPUU2wPufrO/71Yg9AyFemVzk498+w7tv\nH2H/UEdN3icc1xnsqDypWlF/dvcH+fHZGf7y++f5nQcOrkkwLybT/NX3zwNw07buit4/5HVxfjrG\nZ58Zzd125+5eHrhuc0WvC/JY1xe03+eyy+9iPBxf/YE1wjAM/u7HF7mykC+pHgh5yzyj9mhOB73m\n7+otNw3zp98+zT8/d3nJY3YPBHnb4eGyC3qWyI6lMraaRa6wP0pkKxQKRRmcDsHrDw3x8NFxfnJu\nltt39TZ6l2xHrBl6sgF8nTAPOD3gaIL9tSF37u5l72CQLzw7xmeeusRr9vbjcjrQnILDI91VGddj\nGAbzsRT7BkNV2GNFvTmwKcTPXL+JR45OMBVJsq139daMq6Y4e8uNWziwqbLf+4JZNn33vn5u2NbF\nZ58eZXIhWdFrWsjgM/sdO7p8Lk6ML6yYV57OZHnmwlxu9JjFnsFgVStRTk1GuLIgx67tGQziEMJW\nC69Bj8av37d3yUiv81NRvvbSBP/nidO885at7ClxvAnH8xUC0WSGTr8S2Yq1oUS2QqFQrMJtO3s4\ndWWBrx+bYFd/gIGOxq7Q2wnDMIib6eK2x2uGKdXbxW4hhBAMdHh53x3b+esfnOfxk1dz93ldzopd\nSJDtB6mMoZLFmxQhBHsHQ8AEU4uJNYnsqYgUwfsGQxVXC928vYcLMzHu2tuP1+VkqNPLuamNpZ0v\nR/Zk209k9QTcpLMGczGdngJx+/SFWR45ujIV+8gFNx++dy+OKs37PjG+gN/t5LadvThtNEO8EI/m\nZCCU/zs1EPKysz/I//vxBR55cYJfv6+4yC5MJl9I6HSq45JijSiRrVAoFKsghOCth4f52OOn+fun\nLrFnIMjmLi+HR3oavWsNJ5nOYhg0iZNtCkAlsism4NH44Ot2k8rI3/9//eqJnFCqFKs8U/VkNy89\nfjeaQ6z5MzG1mMSjOejwVX5aenikm5u2deXEen/Iw/OXwhWHlhmGQSqTxVuFao1qYy1kXJiJ5kR2\nJmvwg9PTjPT6+YU7t+cee2J8gc8fGePzR0bp9Ll4zb7+ivvVI4k03X6XbQV2KfpDHq7Z0sl3X5ki\nkzVW7P/YXIzvnZ7OXVd92Yr1YL/lOIVCobAhIa+Lt9+8lWQ6w5ELs/zTc5eZXqyOqGhm4qkMQHM4\n2T7lZFcTIQQezYnX5aQ34Km6yFZOdvPicAh6g+61i+xIkr6gu2qZF4Wv02/25VZ6vLYWFO1YLj4Y\n8uJ1ObhUkOr+4liYuZjOa/b249GcuX/XD3exo8/PqckI3zs9zQuXwhW//2IynZvE0Wz0hzxkDZgp\n8vn4zqkpAA5tltkTKmFcsR6a8xuhUCgUDWDfUIjfeuMBIgmdj37jFJ/6zlnecuMWrtlSftxMKxPX\npci244nnCnLl4nUc39Um9IeqKLLNHshGz9lVVEZ/yMOZq4v8/U8uLrnd7XTwwPWb8GpOfnJ+Br9b\n42okyfY1lJVvhIGQFNlTkSTD3Rt/j0TuWGc/f8rhEIz0+Hnp8nzObR2dizHY4WH/UGjFY99/1y4A\n/vDrL3NxNsYdFb7/QkJnsEnbqKwgu6uR5IpWsKlIkoObQrzzlq38l68c50dnp3llMoJHc3DtcCdH\nLsyteD2308H9120i0KSLDorqoT4BCoVCsU5CXhf3HhzkG8eu8OXnL7N3MITbhmNd6kHMdLJtP8IL\n8k62SoivOv0hDy9fWShacrle5mM6mkMQaIbPlKIk1w93MbOYYmZx6WipyUgCzSmYXkxyfjqGz+Uk\nrmcY3FEbkdYb9BD0OHlhNMyNFWQGJHQZHmbXBcWbt/ewkLia+3kH3BqvPzRUtjpgR5+fc9PRFYFp\n68EwDBYTaULe5pQU/dYizDInO5s1mIkmObAphOZ0cOO2LibCCaYXk0wuJHlhNIxbc9Dlyy8GZg1D\nLhj1BXjVDtVO1u405zdCoVAoGsxr9vYz0uPnz793jiMXZ7ljVx+Xw3EeOTpOJmvkHicE3HdgsGRy\nabNjuTtN0ZNtOdnpxs6TbUX6Qx4yWfjkk2dy87Tvv3bTmk7cFxI6n3t6lJSZgDwbTdHld6lxeU3O\nNVs6i1b5/MNTF3nmwhwezcHBTSFOTEQA2NEXqMl+OB2CO3b38djxST7x5Bl+4c7t+N0aT566yonx\nhZLP2zsY4r6Dg7nrdnayofTPuxwjvQFeGJ3n7NQiuwfyf6NS6SyffebSivLoXf0B3nDNpiW3xVIZ\nsgaEmtS59bqcdPi0FZU4s7EUmWxehL/j5q25+/72h+d5ZXKRB67bzOGR/MKNYRj8t6+e5OJMVIls\nherJVigUio2yvS/ASK+fH5yeJpM1ODoaZmwuRsDtzP2bnE9wdGy+0btaM5oqpMpystOJ8o9TrJs9\nA0Gu2dJByKuhOQQ/PDPDT87Nrum5L09EODcdxeuS35mt3T7u3N1X4z1WNIrXHxriVTu6+dA9e7jv\n4BAAmkOwpat2WQm37+xlW4+fsbk4pycXOTG+wGPHJwGWHK+tfwk9ww/PTC9ZME2kpciuxpg6u3Bo\ncwd9QTd/88MLPHb8Su7/e+TiLCcnZFm09TPJZg2++8o0kwtLj59WeXqwSZ1sgM2dPi7PLZ0zbonu\n/uDKCos3XrOJ23b2cP3w0kUNIQQjfQEuFvTGK9qX5v1GKBQKhQ14zd5+/u7HF3lxLMyFmSjbevy8\n784dufv/8nvnqtarakemFhMEPc6K02nrguVkZ5STXW1CXhc/f+sIIN2c//ujC3Lk3UCAgVD5MuAL\nM1GCHif/6s7tyr1uA/qCHt5y4zAgPytel4OhDi+as3a+j9fl5Jfv2snvP3qCly7Pc2E6yuZOL798\n186i7/viWJh/fHqUS7Mxvn5sgnBMz82atmu5+EYIeV386ut28+jRCZ48NcXlcJz33L6d75up5L/4\nUztzj42l0nz0G6f434+f5lU7unnTtZvwaE4iCT33Ws3KSK+fl69E+J/ffBk9IxcaUmn5+7ac7EKG\nOr08dMOWoq+1vdfPifEF/vfjr/BvX7u7bVvJFBU62UKItwshjgshskKIm8s87g1CiFNCiDNCiI8U\n3N4jhPiWEOK0ua18wKZCoVDUkf1DIQY7PHzrxCRjc3FGepeWPFqBUIZhkM2W/lfIao8t9pxGIVOB\nV56E2JKck926ix52QAjBv7hpGJfTweefGc2Jk2IYhsGF6SgjvQElsNsQIQRvvWmY1x8aqvl7ORyC\nbT1+jo8vkMpk+dlbtpYU9iM98jj+T8+OMTobZ1d/gOuGO7l7Xz99wdYK5PNoTt56eJg3XjPEK5OL\n/NNzY4TNVPJC/G6Nt940zPXDnTxzYY6Pf/sMo7Mx5uOmk92k5eIA282/27NRnd39QQ5sCnH91k7e\ndO3QuluhbtjaxcHNHUwuJDlyYdZWf68V9aXSb8Qx4F8Af17qAUIIJ/AJ4D5gDHhGCPGwYRgngI8A\nTxiG8Yem+P4I8JsV7pNCoVDUDSEEr9nbz+ePjAH5P9YW/SEPcT3Db3/pWJnXgHfdOsJBc0zIF58d\n47k1jFXZ1R/g7Ye30tnAUUdTkSQHNnU07P3XhVeJ7HrR6XPxlhu38A9PXeJ3Hz7OO2/ZynXDXUse\nk9Az/PG3XiGSSHPHLlUe3q7UczrD9j4/p68u8oZrhlYkSRfS6XfR7XcxE02xrcfPO27e2vKLQLfv\n6uUHZ6Z5/lK4aCo5wLXDnVw73Mmt01E+f2SUT37nbO6+Zg0+A9jSnW9VeMctW8s8cnVCXhfvvm2E\nP/vuWR55cYJHXpwA4J79A9xb0OOvaH0q+kYYhnESWO3A8yrgjGEY58zHfhZ4CDhhbl9rPu7TwHdQ\nIluhUDQZ1w93EdczGIbsTS2ksNTsvoMDCFYeL49cnOWJk5Ns6vQyH9d5fjTMgU0htpYZN5NMZ/nJ\nuRk+9sRpHrphM9t66j+WKpHOsJjMFC2nsyU+s1gqo0R2PbhmSyc/f+s2vvjsGE+cvMpwt3/Jp/+5\nS3NEEmlu3dGzJDxIoagVt+3spcvv5satXas+9m2Hh7k4E+PQ5o6WF9gALqeDn791G+emouzfFFol\nlTzAh163h2cvzqFnsnT5XU1dRu9yOnjfHdvprWKVwltvGubYZZnHcvpqhB+cmea64U5cNWyLUNiL\neiw7bQFGC66PAbealwcNw5gwL18B1BKPQqFoOhwOUdKJGzT7UfcOBnnd/uKHuJBX45+eu8xHv3kK\nAJdTltuuVn538/ZuPvfMKJ99ZrTs42pN08xH9ZqO2fCrGrsfbcQ1WzrJZA0++8wo/9P8fBeyqz/A\nm28s3tuoUFQbv1vjpjWO8drZH2Rnf3D1B7YQI72BFS1PpfC5nbx6T+tUoOwr4txXQn/Iw937BwA4\nsKmDjz1xmj95/HRV30Nhb1YV2eL/b+/eYy0r7zKOf58ZZhhmBqdgpx0oVoiFBCFAC7aSlExooUoN\nIWhIadUhporScDO10kCvUBWNIZEoNdNqRUOhVcsliGKwiLTEShvUpmBKC0XkVgmVUi7TGebnH2ud\nYc8wlzPnXZy9z+zvJ9mZvde+nHc/WfNb+11rve9KbgO2N1jmkqq6caiGVFUl2eGghSRnA2cDLF26\nZ42HkbTnWrV8Cb92wiH82E6ONL/p9fuxdK9FW8aurl65bFbj2169cm9+Y+1PcN9j32dDP/PtfFu6\neDFvWCg/RBcthrPvgP0P2fVrNZijDlrF4kXZ7jo6etkgSdoTrVm1jPe+9WCefn7j4J99+eCfqKHs\n8ldcVZ3U+DceAUYHOBzULwN4IskBVfVYkgOA7+6kHeuB9QArVqxwBgFJC8aujoYsWpSXjVedrcWL\nMq9jGhe8A48ZdwumTuI6Kmm6uUNx+szHwIC7gUOTHJJkKXAmcFP/3E3AW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"text/plain": [
"<matplotlib.figure.Figure at 0xca5f860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scores = pd.Series(index=asset.index)\n",
"for date in rolling_means.index:\n",
" mavg_values = rolling_means.loc[date]\n",
" ranking = stats.rankdata(mavg_values.values)\n",
" d, _ = stats.spearmanr(ranking, range(1, 11))\n",
" scores[date] = d\n",
"\n",
"# Normalize the score\n",
"(scores).plot(figsize=(15,7), alpha=0.6);\n",
"plt.legend(['Signal'], bbox_to_anchor=(1, 0.9))\n",
"asset.plot(secondary_y=True, alpha=1)\n",
"plt.legend(['Asset Price'], bbox_to_anchor=(1, 1))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Measuring Thickness\n",
"\n",
"We can also just take the range of values at any given time to monitor the thickness of the ribbon. Thick riboons indicate a buy or sell trading signal (the moving averages diverge from one another). Combine this with difference in Moving Averages to buy or sell."
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Z5/e00DXC8ckU6S+Hz6wJFpibCSJS4I5unvzu88oAS4ICYBERKQjhDLv+OgIe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"text/plain": [
"<matplotlib.figure.Figure at 0xca5f7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scores = pd.Series(index=asset.index)\n",
"for date in rolling_means.index:\n",
" mavg_values = rolling_means.loc[date]\n",
" d = np.max(mavg_values) - np.min(mavg_values)\n",
" scores[date] = d\n",
" \n",
"# Normalize the score\n",
"(scores).plot(figsize=(15,7), alpha=0.6);\n",
"plt.legend(['Signal'], bbox_to_anchor=(1, 0.9))\n",
"asset.plot(secondary_y=True, alpha=1)\n",
"plt.legend(['Asset Price'], bbox_to_anchor=(1, 1))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measures of Momentum From Physics\n",
"\n",
"Here we present some measures of momentum taken from physics. The paper describing these measures can be found here http://arxiv.org/pdf/1208.2775.pdf. The authors define 4 different measures, called $p^{(1)}$, $p^{(0)}$, $p^{(2)}$, and $p^{(3)}$.\n",
"\n",
"Their approach is based in physics, where the momentum is defined as $p = mv$, the product of the mass and the velocity. First, they define $x(t)$ to be the log of the price of the security. Conveniently, the return on the security is then the derivative of $x(t)$, which is called the velocity $v(t)$. Then they suggest a number of different definitions of mass $m(t)$; in the examples below, we'll use the inverse of standard deviation and turnover rate as mass. This works with our analogy because the more volatile or the less liquid an asset (the smaller its mass), the easier it is to move its price (i.e. change its position). The different momenta are then defined (for a lookback window $k$) as:\n",
"$$p^{(0)}(t) = \\sum_{i=0}^{k-1} v(t-i)$$\n",
"$$p^{(1)}(t) = \\sum_{i=0}^{k-1} m(t-i) v(t-i)$$\n",
"$$p^{(2)}(t) = \\frac{\\sum_{i=0}^{k-1} m(t-i) v(t-i)}{\\sum_{i=0}^{k-1} m(t-i)}$$\n",
"$$p^{(3)}(t) = \\frac{\\mu(v(t-k+1),\\ldots, v(t))}{\\sigma(v(t-k+1),\\ldots, v(t))} $$\n",
"\n",
"First, let's just implement the different momentum definitions, and plot the rolling momenta for one stock."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"k = 30\n",
"start = '2014-01-01'\n",
"end = '2015-01-01'\n",
"\n",
"x = np.log(asset)\n",
"v = x.diff()\n",
"m = data['VOLUME'].iloc[:,8]\n",
"\n",
"p0 = v.rolling(window=k, center=False).sum()\n",
"p1 = m*v.rolling(window=k, center=False).sum()\n",
"p2 = p1/m.rolling(window=k, center=False).sum()\n",
"p3 = v.rolling(window=k, center=False).mean()/v.rolling(window=k, center=False).std()"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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7P5aULUFdSR0swsK2F6ICweIHERHGZisc7GHxg5CTmR/6lUl78paVamf1hAMU\n1e1qaN+kMPkxJcOBYQBa0aptOL2EWK+3F4FIILtLF1Pe8I3zzKOeX41L3BZZo8WPoAfv9r6LVTWr\nYBImVBVVMZlFVCBY/CAiwljx41DvoTyfCeVdJJKYishm8cOZvPgxt2guejw9496HKn6EIqFx94vB\n5MeUDPuH9Y/fPvf2pI8LhoP6VWimP85f46V9VIor2UowlB/Jkh9OixOAtsrWkH9IH4baWNaI9wff\nz/1JElHOsfhBRAUtIiN48MCDODV8CgDw3sB7Ew6ZpFkuPvUBZKX4oa4Wp2pZqSmqGTf5EYwEcWzg\nmP7xpLH4MSVDgSH943SKH8ZUgDvE4sf5ylhg9If9MbepYZlq6WnKP1VcLrOX6dssJgucFqc+3FwV\nP5aUL0HbUBsikmk4otmOxQ8iKmiHew/jh/t/iCdOPAFAe4F7tP9ons+K8ip+3geQlUKBenGealhp\ndVE1en29KVMdvz32W3S4OwCkmfxQhRy2vaRFJT8ayhrwdvfkix+93l79YyY/zl/GAqMxBQSMJT9G\nA6M5PSdKbdA/CLMw68OjlZbKFgz4B1BqK9WXGV9StgS+sA8dox15OFMiyiUWP4iooJ0ZPZOw7VDf\nWOuLO+hmMaTQ5Cj5MeAfgEVYUGorTXr73KK5iMhI0iUY3UE3fnTgR1gzdw1W16xm20sOqJkfVy+8\nGmdHz056RoCxdYltEecvY/FjyD8Uc5tK97C4NXMM+AdQZi9LmId0ee3lAICLqi/Sb1tSvgQA2PpC\nVABY/CCignZ29Kz+cYmtBJWOypi5H4++9yhu/v3N8IV8+Tg9yodkyY8szfwod5RDCJH09pqiGgBI\n2vry8KGH0e/rx9fXfB1Wk3VqbS9MfqRFveG9ZuE1ACbf+tLrY/JjNohJfgRikx8qxTXR0tSUO0P+\noaQthZfVXgYAWFW9St/WWN4IAHh/iMUPotmOxQ8iKmgfjHygf2wz2bCyamXMcrf9vn4EIoGYIgnN\ncllKfoQjYdzy+1vwh9N/AKBdLU7V8gIAC0sWAgDah9tjtnd7uvHLw7/EhvoNWFm9EhaThcmPHBgO\nDMNutmNF1QoUW4vx1rm3JnUc215mB+MsKGPyIxwJ6zNARoNse5kpVHE53uqa1fjyRV/Gp5d+Wt9W\naitFjbOGyQ+iAsDiBxEVtPahdv1jq9mKFVUr0DbUpl/BU29WjEUSmuVU8sNiGduWgeKHO+TGu73v\n4qn3nwJFtH74AAAgAElEQVSgvTif40i+0gsA1JfWw2lx4kjfkZjte7v2whf24YsrvqidpsnC5EcO\nDPmHUGYrg8VkwarqVZOe+9HrYfFjNkiV/FCFD5fVBX/Yz+WMZ4hB/2DS5IfFZMFXV38Vc4vnxmxf\nUr6ExQ+iAsDiBxEVNONVdavJipVVKwEAh/sOAxjr0Wfxo4Co5IfVOrYtAykJ1Tr1ZtebCEfCWvHD\nnrr4YTaZ0VzRnFD8UEMVq4uqtdOcatsLkx9pGQ4Mo9SuzWdZXbMaJwZPTGrAZa+3F9VO7WflCXHm\nx/nKWNQwJj9U8aPSWQmA6Y+ZYjgwnDDsdDxLypfg5NBJrvhCNMux+EFEBcsb8upT+gGt7WV51XIA\n0Od+qKUpTw+fzv0JUn6o5IfNNrYtAykJVfwYCYygtb8VA76BcdteAG1lgtb+VoQjY6046s1VsbUY\nAKbe9sLkR1qG/EP6cNoFJQsAJJ/HEq/X14tFpYsAMPlxPjMWGI1L3erFD0e0+MEVX2YET9CjP0dO\nxpLyJfCGvOh0d2bxrIgo31j8IKKCFf8ix2q2osxehoUlC9Ha1wrAkPwYZfKjYCRLfmSi+BEeG5r7\nyplXMBIcmVTxwxvy4tTwKX2bO+iGWZjhMDsATKP4weRHUj94+wf40n99KabgBGhFJ3UlWSU5erw9\nCcfH6/X0Yn7xfFhNVhY/zmPG4ofx31t88mPQP5jbE6MEUkp4Qh44Lc5JH8MVX4gKA4sfRFSwOkY7\nYj63mrQ3uw1lDXo7jHqzcmYkcUlcmqWynPwAgGfanwGAcWd+AMCFlRcCGGvDArQ34S6bS18lxmqy\nIiTTKH6or4XJj6R+evCn2NO1B79q/VXMdk/QgyJrEQCgqqgKwMTFDykler29qCqqQrG1mMWP85hx\n4Knx35sqfqjVQyY7CJeyxxf2ISIjaSU/miua8fDHH8YlNZdk8cyIKN9Y/CCigqWKH2X2MgBjxY/6\n0nqcHj6NiIzoPfpnR88mXAmmWSpbyY9o8ePCOReibagNACZMfjSWNcJhdsTM/RgNjMJldemfW0yW\n9IYsMvkxriVl2hXg1ztfj9nuCXlQZNGKHyr5YRxmmsxIcASBSABVDq34oZJkdP5JmfwIacWP+rJ6\nNFU04eWzL+f83EjjDXnxbNuz2Nu1FwD0YuVkFFmLcFntZXDZXBPvTETnLRY/iKhgdbo7YREW1Lnq\nAGhtL4D2ItYX9qHL3QV30K1dWY+E0OXpyufpUq4kS35kYuBptO3l6oVX69smSn5YTBYsm7MMrf2t\n+rbR4GjMFU2LsKSX/GDxY1yqbSE+GeYNefUYvcvqgsPsiFnGNhlVHKlyVqHIWsRhmOexidpe7GY7\nrqy7Eu+ce0dfLYxy65m2Z/CNl7+Br/zhKwCQVvKDiAoDix9EVLA6Rjswt3iuPjtBb3spbQCgLYPr\nCXqwtHwpAK74UjCylPzwhrwAgLV1a2ER2jK6EyU/AKBlTgve639PX4XAHXTHJD+sZisHnmaIlFJf\nyaNjtAMy+r2SUsITHJshIIRAlbNqwrYXVRypLqrGHPucmAHLdH4xFj/CciwFaCx+fGTBRxCSIbze\n8XrC8ZR959znYj5XSS0iIoXFDypojx19DK91vJbv06A8OTt6FvNd82Eza1f49baXsnoAwMmhk/CE\nPGie0wyAK74UDJX8yFLbyxzHHFxUfZH28ThL3SotlS1wB9360FM180Nh20vmeEIehGQI84vnwx/2\no8/XB0B7gyshY2L01UXVEyY/VHGk0lmJ2uLarK8kkVYRjNKSKvmhEl12sx0XV1+MUlspXj7D1pd8\nUP9eFRY/iCgeix9UsLo93bjnjXvw5ee/nO9ToTyQUqJtqA0NpQ0JxY9KRyUsJov+ZrO+tB5Wk5VD\nTwtFlpIf6gqx0+LENYuuQaWjEqX20gmPa6lsAQB97oc76M5M2wuTHwlUy4v6nqvWFzX7x7h6RDrJ\njypnFea55qHH0xPzJjpTpJT461f/Gpc/cjnTJVliLDAaix9qEKrdbIfFZMHa+WvxytlX9KQW5U78\n7346Mz+IqDCw+EEF67fHfwtAW9mDCk+/rx/DgWE0lDXAbrYDgF4EEUJgjn0Ozo6eBQCU2EpQ56pj\n20uhyNLMD9X2YjfbsbllM5694VmYxMR/hpeUL4HdbNeLHyOBkYS2l4iMTH4gL5MfKanih1plRxU/\n1M/OeCV5jmPiNpY+bx/sZjtKrCWYVzwPEhLdnu6Mn/fxweN48v0nEYwEE6L/lBmqaCUgYgpYKtFl\nt2h/R65ccCX6ff0xQ4opN/q8cckPFj+IKI4l3ydAlC8qllpTVJPnM6F8UKttNJQ14GDvQQBjyQ8A\nKHeU68WPImsRFpUuYvGjUGR5tReHxQGTMMFhcUzqOIvJguaKZn3oacLMj+jvbUiGYIZ54jtk8iOl\nIZ827+PCOVrxQz0HeINa8cNpHUt+uKyuCZeu7fH2oMpZBSEEaotrAQCdo536kOVMMZ4Hh6pmh0p+\nOC3OmJkfxuQHoM30ERB45cwrWFG1IvcnWsD6ff1YXLpYT21y4ClRorfeeqvGYrE8BGAFZl8QIgLg\nUCgU+tKaNWuSXmlg8YMKkj/s199IqBcuVFhODp0EoC0lGt/2AgAV9grs79kPACi2FGNhyULs69oH\nKSWEELk/YcqdZMmPTBQ/wj5YhCXm92yy5rnm4b3+97D56c3wh/2xMz+iw1NDkZD+BgwA3ul+B80V\nzYlXP9XXwuRHApX8qHPVocxeps/oUG0vxuRHsbUYoUgIgXBAfw6J1+vtRaWzEgAwr3geAGRl7ofx\n79hEBRmaGpX2cFqcKWd+AFoi6II5F+Dt7rdzf5IFrs/XhzVz1+jFD878IEpksVgeqq2tvbC6unrA\nZDLNqhcCkUhE9PT0tHR1dT0EYGOyfWZbtYdoUlr7WvUXL6oPnwpL21AbnBYn5hbP1V+0qqVuAW0V\nDvW7UWzVih+ekCdhoBrNQlkceDrZtEe8Ulspzo6eHSvIGa5oqt9b4xuy4cAwPv/s5/HU+08l3hmT\nHykNBbTkR5m9DPOL548lP6JtL8aZH6qoNF6xodfbi2pnNQDoyY8ud+aXzGbxI/tU8cNhcSRd6lat\nGgZow3DVqkGUG4FwACOBETSWNerbmPwgSmpFdXX18GwrfACAyWSS1dXVQ9BSLcn3yeH5EM0YB3oO\nAABW16xm8qOA9Hp7sfIXK/Fs27NoG2pDfWk9TMKkX4m3mcau3pbby/WPi6xFWFiyEAA49LQQqLaX\nDCc/vCHvtIofxjdcxuGLKvlhnEMwGhhFREYwHBhOvDPO/EhJJT/K7GWoc9WNDTwNJk9+ABMXP6qc\nVQC0wkmxtThhTkgoEsJnn/ps2iuEnBo+hZdOvwQACERY/Mg29VrBaXHGzNfxh/0QELCYxsLULqsL\nI4GRnJ9jIVP/rowtZVNJ2REVANNsLHwo0a8tZY2DxQ8qSB2jHSixlmC+a77eh0+zn5rZ8a+t/6qt\n9BIddqsi68YXr3McY0uQltvL9eIH534UgGTJjykWCvZ07sGmnZswGhiFP+yPuTqcjjJ7WcznS8qX\n6B+r31tjcUQlFVQkPwaTHyn1e/tRYiuBxWTBfNd8dIx2QEo5lvwwzPyYqPgRDAcx6B/U214ArTUi\nvuA+6B9Ea38rvrv7u2md6y8P/xJ3vXwXpJQx98mZH9lhbHsJyrFCoz/kh8PiiGmHLLGV8OeQYyqV\nafz3xhZVIorH4gcVpKHAEMrsZUlfiFJ6dp7YqQ8PnenUVaA+bx863B16PFaf+WGOHXiq1LnqUOeq\ng4Bg8qMQZHDg6XPtz+HE4Akc6Dkw7bYX5afrf4orF1ypf65+b43JD/Vm3R9K0tbH5EdK3Z5uzC2a\nCwBacTzsQ7+vP+XMDyB18UO9GVNtL4D2XGNMaQDQUwSTWQJXSolt72xD52gn+n398IV9GAmOxBY/\nAnzTnQ3BSBA2kw0WkyWh7SV+5kuJrQQjgRFI/hvLmX6vlvyodFROsOfsJITYIIQ4KoQ4IYT41jj7\nXSaECAkh/iSX50c0WRs2bGg8cuSIDQC2bt1aV1tbe1FRUdFq4z733ntv9QMPPDClf+wsflBBGvJr\nxQ+byQZ/hDM/konICJ4/9fy4M1GePvk0vrP7O3js6GM5PLOpU1+L6uNXyQ995ocpduYHoL1xEULA\nZrbBYXHwal4hyODA03d63gEA7O/ZD2/YGzMzIh3G5EddcexKIcnaXiaV/OAbswTG4oeKz3eMdiSd\n+TFR8aPX2wsAetsLoLXWxRfc1efGN9SpnPOcw0/e/QmeOPEEBvwD2uN4etn2kgPBSBBWsxVmYU4o\nfhgHDQNa8SMsw/rvDWVfsuRHoRBCmAH8EMB1AFoAfE4I0ZJiv/sAPJfbMySanH379jnC4bBoaWkJ\nAMCnP/3pwT179rTG77d169a+7du3z53KY7D4QQVpyD+Ecns5HBYHkx8pHOw9iK/t+hpu/v3NSa9e\nnRk5g3veuAcAzpsXePFXwVXyI9nMj2KL9sZmvmu+vi3+ih/NUhlKfgwHhnFi4AQAYH/3/kklP3pH\n/TjalTgrwJj8KHPEtsCM1/aStHjJtpeUznnOYW7xWPIDAM66zyaf+RF9jnCHxi9+JCQ/4v7mqJ+R\ncY5LKmrf1v5WDPq0+SQ93p6YeRQs0GZHMByE1WSFxWRJmPkRX/xQS1Fz7kfuqJkflY5KXL3waqyo\nLKhlhi8HcEJKeVJKGQDwKIBPJdlvK4D/AJB0CVCiXDl69KitoaFh+caNGxsaGxuXb9iwoXFkZMS0\nY8eOyuuvv35Q7Xfttde6Fy9enPDHsaSkJLJgwQL/Sy+9lPaSTlzqlgrSkH8IC0oWwGa2wR/2c/nS\nJNSk+mMDx/D+4PtYWrFUvy0UCeFbr2ipynJ7OYb8Q/jZwZ/h1uW3zugBY8ar4CZhwqLSRQCSt72o\nq743NN2gb7OarJOKptN5TiU/LIY/kVMoFLzb8y4kJOpL63Go9xAWlS6aMJL9D8+8h5fe68a+73w0\n5jmp1K4VP8zCjBJrScwx6t9c0uIH214mLRgJotfbi5qiGgDA/GKt+KGSHxaTJeY5QiU/VGEkXo+3\nB0DslWiryZrQ9qIKGiE5cWFVzahq7W/VCx7dnm69cDLHMYfJjywJRsaKHxMlP1SxciQwohfTKLv6\nvH1wWpwoshZh2zXb8n062WARQuwzfP4TKeVPoh/XATAOJDsD4EPGg4UQdQA2AVgH4LJsniidR774\nxYU4dCiza0KvWOHBww9POCCvvb3dsX379vb169e7b7zxxvr777+/es+ePa5bb721f6JjAeCSSy5x\n79q1q2TdunXJ/winwOQHFaShwBDKbNrMj4iM8Gp+EsYX0McGjsXc9tjRx3Cg5wD+5o/+BnOL5uLl\nMy/jgbcfwP7u/bk+zbQYr4IvcC3Qix4q8WEs3DSWN+LVm17FpqZN+jYmPwqESn6YzWPbplAo2N+9\nHyZhwnUN12E0OIpeT++EyY9DZ4fQ5w7gzEBsmqrMpqU9yuxlCYValfxIu+2FyY8Yfd4+SEi9+OGy\nuVBmL8NrHa/hZ4d+Bqc5tmVJLXWbasaGSn4YC17xc6YePPAg/vntf570OarnsC53FwZ8A/rjqIJK\nhb2CyY8s0YsfwhJTqPKFfYnJD5uW/ODPInf6ff0xg8pnoZCU8lLDfz+Z+JAYDwD4ppSST/w0I9TW\n1gbWr1/vBoDNmzf3vfbaa66enh5rbW3tpK4y1tTUhDo6OtK+4srkBxWciIxg2D+sDzwFtBeUxit6\nFPui7fjg8Zjbnjv1HJormrGhYQMeaX1Ef+E909tfjCv7qJYXwJD8iEutxK+wYTVZWfwoBCr5YRq7\nPhAI+mBLsXsq+7v3o7miGY3l2u9at7d73NVeAqEITnRr/+4Onh3CwjljF2NU8iP+dxKYQtuLKnow\n+RHjnOccAOgzPwAt/bGncw8AYCQY28Kgz/xI0fbS5+1Dhb0i5m+Lse0lHAnjV62/0lN2k2H8eUpo\nP78eb4/ejlPmKMOQb/L3R5MXDAdhMycOPA2EA0lnfgBIvtQ0ZUWft69gh50COAtgoeHzBdFtRpcC\neDRaPK8C8AkhREhK+URuTpFmpEkkNLIl/kKOEAJ2uz3i9XonFc7w+Xwmp9OZdjGPyQ8qOCOBEUhI\nbeBp9E3veEM9C5U7oL2gn1c8D8cHxoofp4ZP4a1zb+GqhVcBiB0AONOLH8afsxp2CowVP+In9sdj\n20uBSJL8cPvTu4IbioTwbu+7WFWzCvOK5+nbF5QsSHnM+z2jCEW0N7SHzsa+gS2yFMEiLCi3lycc\nN17bS9KlvJn8SOqcO7H4odrfAODj9R+P2d9issBhdqRue/H0JAxftJqtevHjvYH30ip8AMn/VqmB\npzaTDSVWLrGaLcFIEBaTJbHtJbrUrZFqTePKO7lTAMmP8ewF0CSEaBBC2ADcBOBJ4w5SygYpZb2U\nsh7A4wDuYOGD8qmzs9P2wgsvFAPAI488MueKK64YbWpq8rW2ttonOhYAjh07Zl+xYkXabzxY/KCC\no15sltvL9auwHHqaaDQ4CgGBi6sv1osfXe4ufPJ3nwQAXLPwGgCzpPiRpO0lGba9FAiV/DAUP/wp\n3uCmcnTgKLwhL1bXrI4pfqgUSDKtndpVYpfdgiOdsVeMhRAotZeOm/xIutTteANPmfyIMRQY+9ug\nVBdpw0q3tGzB9676XsIxRdai1Ku9+HpjVnoBoqu9RJNyr3e8nvY5xv88BQS6vd16KqHYWsyZH1mi\n2l7MptjVXnxhX9KlbgEOPM2lPl9fQa70AgBSyhCArwL4LwCtAB6TUh4WQtwuhLg9v2dHlFx9fb1v\n27ZtNY2NjcsHBwctd955Z8911103+OKLL+qDzW6//fYFc+fOvcjn85nmzp170de+9jV9FYK9e/e6\nNm7cmHa8jm0vlCAYDkIIob+gnm1U8aPMXqa/MEnaF1/g3EE3iq3FWFaxDM+2P4vRwCgO9x4GAPzV\n5X+F5VXLAQBO61jxI+lV5hnEeH4XzLlA/zjZUrfJMPlRIFTyI67tZdJ+/nMM9u4DaoDVNatjothL\nypakPOy9rhHYzCZcvLAMA+7Eguza+WtxYeWFCduTJj+CXO0lXaoIbnwjqwoJdSV1SY8Zr9jQ5+3D\n4prFMduMMz/e6Hwj4ZiJhm+rAbYNZQ1oG2rDgpIF2syPcEAvfjD5kR2BcABWc+LMj5HASMIQYjXz\nI75VijJPSomIjGDAN1DIyQ9IKZ8G8HTctgdT7Pv5XJwT0XgsFgt27tzZZty2ZcuWgbVr1zaHQqEO\ni8WCBx988MyDDz54Jv7Y3bt3O5ctW+arra0Nx982ESY/KMEdf7gD9++9P9+nkTXq6l6prVR/08vk\nR6KRwAiKrcVoqmgCAJwYPKHP/vj00k/r+51vyQ+TMOGJTz0R8yZSRZYnanth8qNAJJn54U+nsPfF\nL2LtXT9CbXEtaotrYTaNJUjqS+tTHtbaOYymuS6UF9kw4kv8Pbv3ynuxuWVzwvbxZn6M2/bC5EcM\ntWKK8Xngpuab4LQ4sW7huqTHuKyupMUPKSV6vUmSH9GZH76QD++ceyfhuIlaMNXtq6pXAQCWVSxD\nj6cHgUgAVpMVTosT3pA36fLkND3G1V6MS90O+gdR7ohtR3OYHbCYLEx+5MAnf/dJfOTXH0FYhgs2\n+UE0W7hcLnn33Xd3tLW1jfuCvLu723rffffFz7WZlNl5aZ+mpWO0Y8I3geczY/JDDSPjzI9E7qAb\nLqtLL36oJW/rXHX6KgdAbPFjxic/olP5l5THXn2/qPoifPtD38altZeOezyTHwUiycwPfzD9wp56\ng2o03mDl97pG8JGmatgsAsNJih+pqORH2m0vTH7EUO0oqg0OAFZWr8Sbt7yZ8pgia1HSpMVocBT+\nsD9x5kd0qdu3u99GIBLA8srlONx3OOa48VYEUj/Pmy+8GfVl9QCAP5z+AwZ9g7CZbWMpIBmCVXCI\ndyYFI0Ft9o6hCO4P++ENeRNm8QghUGor5cDTHDg9clr/uJCTH0Tnk+bm5sDx48cPJ7vthhtumPCJ\nc9OmTVN+cmXygxIEIoFZXQwwFj/UzI/Z/PVO1WhwFC6bC/OL56PYWozjA8dxYvAElpYvjdnvvEp+\nhPxJV9uwmCz43AWf48wP0iSZ+REIpf8csapmrPjxq0/8Cg9//OGU+/aO+tEz4seF80pQ4rBixDf5\nItu4yY/xlrplOiCGSgCm0/JZbi9POrS039cPIPHNmGp7eaPzDVhMFny47sMxt080r0P9rVrgWoAv\nrvgiqp3aTJKz7rOwmWx6cY3PU5kXjAS1thfD34FB3yAAJB1EXGYvS3ugLU1PAa/2QpSOSCQSSd1f\neZ6Lfm0pr+6w+EEJAuGA3lc8G6kXI6W2Uj3hwraXRCr5IYRAU3kTWvtb0T7cnpCaMBY/PKH0hkLm\nmi/sG/eq6kQymfx4pu0ZfPuVb2fkvijDkiQ/gunM/Ii6qOoi/eOLqy/GZbWXpdz3aJcWj79wXilK\n7Bb4QxEEQpNLZpQ7yiEg8MHI2Ip1bHtJXzAShM1kG3fmRrwKRwUGfAMx235z7Df4hzf/AUDimzHV\n9vJGxxtYVb0qoTgy0eog6udpt2gtm6qtRiU2LSJx+C1lht72Ypj5MehPXfyosFfot1NuMPlBNCmH\nenp6ymZjASQSiYienp4yAIdS7cO2F0oQjARndRJiKDCEEmsJLCaLPvODA08TjQZH9VUqmiqa8Pix\nxyEhx01+zPS2F3/Yr//MpyKTyY+7Xr4LAHDP2ntiZkLQDJBk5kdaA0+jjEN1J6JWermgtgTHz2mF\nkBFfEJWuiX9fS22lWFm1Ers7duOOVXcAGCt+BCNBhCPh2N8x1e7CtpcYamhoOtQb3IiMwCS035cd\nh3boUfw5ztg3Y1aTFb6wD+/1v4evrPpKzPMngAmHlfrDfpiFWU+p1RTVANCK1TbzWPJDzS+hzAmG\nx2Z+6MmPaHGjwlGRsH+ZvSymIEnZx5kfRBMLhUJf6urqeqirq2sFZl8QIgLgUCgU+lKqHVj8oATB\n8CwvfviHUGovBQAOPB2HO+DWJ9Y3VTRBQrtKHF/8KLKMzf84L9peZkjyQ+nx9qC2uDaj90nTlGy1\nlyk8J4433yNea+cIqkvsqHTZUeLQjhvxhSZV/ACAtXVrsf3d7Rj0acMXjf8W/WE/ikxj/06Z/EhO\nXdlPR4WjAmEZxkhgBGX2MnR7usedQaCKKxISl8y9BH3evpjbJ2qT8If9MQUa40DVmJkfbHvJuGRL\n3ariR7IlqCscFTjUm/LiI2WAcbCvWZiT/hyIKNaaNWu6AWzM93nky2yr9lAGFMLMD/UHUr2InM1f\n71SNBkdRbC0GADSVa0NPTcKEhrKGmP1ikh9JEjQnBk7gsaOPZfFMJ08NPJ0qdcUvIiPTnuKvrhJ3\nubumdT+UBaGQVvgwtD8Eg9l9jnivaxgX1GrLZboc2nWJZCu+pLK2bi0iMqIvnxpf/IjBgadJqaVM\n06HaHVTry76ufTG3xycCjM8/cxxzEpIf8S00ERnBD97+AW595lb9woRxblGprVQf0Goz2fR5JWx7\nybxgeGzmh4S2vKoqVqWa+THgH+DKO1lk/D2vcFTof1eJiFLhswTFUG/sZnMxYCgwhDKbVvxQKQAm\nP2KFI2F4Qh64rGPJD0AbshefnJho4OmTJ5/EvXvuzeLZTl78G4d0WUwWBCNBPH7scVzx71fg9PDp\niQ9KQf0Odro7p3wflCXhMGA2I2RoHZjKwNPJCoUjOH5uFC3ztERaiV78mPwb2BWVK1BqK8WrZ19F\na18r+nx9ENCKNymLH3xTFiMQCcSs9DIZKtkx4I8WP87FFj/ikyTG1EaJrSTh+VQNSlXe6HwDPz34\nU7zT/Q4O9x1OSH4IIVBdpA09tZqtSVf+ocxQyQ9jukYVq1LN/AhFQjN+Ftb5zBMc+95y2CkRTQaL\nHxRDvWCazcWPYf+w/kJFvYic6bMqck29WFPJjzJ7GeYXz8eyimUJ+8YUP5IsBxoIBxCWYYQj4Syd\n7eT5Qj59UOBUqLYXFWX++eGfT/m+VPqIxY8ZKBQCLJaYgkcoi8WPI53DCIQjaJmvFT9KVduLf/LJ\nD7PJjCvmX4Hfn/w9Pvufn0U4EsY1i64BkOT5jcmPpKY08yOa7FBFi33n9iW0BhoZiyEltpKY588y\nexn6fLFtMD2eHv3jvV17k7buqdYXm4ltL9mkt70IbX5OKBLCoH8QRZaipL838akgyjzjBRcOOyWi\nyWDxg2KoBMRsXu1l0D+YOPMjwuSHkbqaYnxh/oNrfoC7LrsrYd+J2l7U79RMuBKZqYGn6s3Hc+3P\nTfm+1IoSnaMsfsw40eRHwFA0CGfxzeQLR87BJIArm7Qr+CVTaHsBgE1LN6G+rB5/ueYv8fyNz+OT\njZ8EwOTHZAXDwSkNPAW0JU/7vH1oG2rDJxo+kXJ/4/07zI6Y5885jjl6EUVKiZW/WIl73rgHgFbg\n2HduX9LWPTX01GZm20s2qbYo4/d40D+YNPUBjBU/uNxt9hhTNRx2SkSTkZHihxBigxDiqBDihBDi\nW0luv0UI8a4Q4qAQ4jUhxMWZeFzKPPWCKRAJzMo+1YiMYDgwPDbzw8SZH8moIobxhXnznGbMc81L\n2HeithdV/JgJBabptr2o5Id6MTscGJ7y7A9VYGLyYwZKkvyQ4djk0u6zu/HVP3w15nkyfnjlZD13\n5BwuXTwHc4q156OxgafpvYG9ou4K/O5Tv8MXV3wRpbbS1KtZMfmR1FTaXsod0av7/gG8de4tAMDl\n8y4HEDsMWjEWLoQQMSkOY/FD/U1S/7964dV4p/sdeIKehOKHnvwwDDxl8SOzpJRjS91Gix9hGUbb\nUBsWlCxIeoz63eByt9mj/o4uKlmEjy76aJ7PhojOB9MufgghzAB+COA6AC0APieEaInbrQ3AVVLK\nlZ0DDScAACAASURBVADuAfCT6T4uZYdx9sVsLAiMBkcRkRF93oIQAnazfVZ+rdOhihjJXrzHK7Jq\n+5iFOWnxQ70InwlLL0637UUlP4YCY1fyOkY7pnRf6orVcGB4yudDWaKSH8ZZQJEIInKsWHD37rvx\n32f+G21DbQCAl8+8jHWPrcOp4VOx9zOB97qG8V7XCD6+YmzFn6kmP+KpN9YJST4mP5IKhAP6G9vJ\nclqccFqcGPANYN+5fXBanGipbMHvN/0ev//M7xP2jy+upEp+GK9oO8wO/I95/wPekBcHew8mFD+q\nndGZHyarPrCVbS+ZFZZhSMiYthdfyIdjA8fQUhn/klejLrKoeTCUeeo1x99e8be4dvG1eT4bIjof\nZCL5cTmAE1LKk1LKAIBHAXzKuIOU8jUppXr2fwNA8jI55Z3xatFsLAioK/bG5dBsZtusbvOZCjUj\nYDLLws4rnodvXf4t/HHjH49f/JgBVyIzlfwY9g+j1Ka1Tk01uaHmo/BNygwUTX4YW11MMrY4rN7w\nqAGXO0/shISMLX4EJ/6df/TND2Azm7BpdZ2+zWo2wWE1pZ38iKfeFLcPt8fewORHUsHIxG0vrZ3D\nGI77udQU1aDT3Yl95/ZhVfUqWE1WLCpdFLMMrRK/mkyq4oc76Na3u2wurJm7BoBWFIkv4BqTHxbB\ntpdsUN9PY7rmaP9RBCPBlMUPNYDTOLflfHe47zA+GP4g36ehU0XCyVyoISICMlP8qANgfCY8E92W\nyp8BeCbVjUKI24QQ+4QQ+0IhvinItdme/Bj2a1fZjT26TH4kUi8o4pdhTEYIgVsuvAW1xbXwhXwJ\n7VL6zI+ZkPzI0FK3g/5BXFh5IQDg7OjZtO8nGA4iJLXnNxY/ZqBo8sNY/BAy9jlxbvFcANoQSk/Q\ng5fPvAwgrvXFP/HzynOHu3DNBTV6y4tS6rBi2Du9343FpYtRW1yL1ztej71BFT2Y/Igx0cBTKSU+\n++Dr+M7vDsVsry+tx8Hegzg+cFwvUqSi7l8lQIzF2EpHJYb8QwhGgjGrWLisLlQ5q9BY1ggAsJtS\nzPww2Zj8yBJV/DC2vbzb+y4AjJv8qHJW4f3B93NzkjnwnVe/gx+884N8n4ZOn09mnfi1ChERkOOB\np0KIddCKH99MtY+U8idSykullJdaLOnFT2n6jHMZZmNBQPXeGpMfdrOdS93GSSf5oTgtTkjIhN+b\nmTLwNBwJIxQJTXu1F0Cb3l9fWg+H2TGlthdjpD0T35d+Xz/f7GRSNPkRMbStiGjPv75L9Pt9oOcA\n/vvMf+tzNWJW6wiM/7xybtiHjiEfLmtIXKWgzGnFkHd6vxtCCKydvxZ7OvfE/n6w7SWpYCQ47syP\nIW8QI/4Qfn+wEx2DYym3xaWL0eXuAgBcWnvpuI+hiq/q/2aTWb9NXzbXNxCToiuxlWj3PVe77/GS\nH/rMjxlQbJ5N1N8xY/HjYM9BFFuLsbBkYcrjlpYvxYnBEzk5x1wYDY5Oec5VNqTToktEBGSm+HEW\ngPGZf0F0WwwhxEUAHgLwKSnl1KbCUdYZXzDNxoKAantRq70A0baXWVjomQ71gmIyyQ9F7Rvf+qIK\navkeeKp+xtNpe1EvekeDo6hwVGCea97Uih+Gq7rTLVqMBkZx1a+vwvff+v607ocMVNuLYcaHKS75\noQohne5OPH7scf33X7UtAJiw+PHOaa0Yu2ph4moRZU4rBr3T/zezumY1RoIj+GDEENBk20tSajWP\nVLpHtJ9/OCLxi9fa9e31ZfUAtILGyqqV4z6GKq4kK8IuLNVeSp0cOpmQ/ADGCivxz2Fc7SX71PO0\ncebHwd6DuHDOhTCJ1C+ll5YvxcmhkzHzgs5nvpAvpnifb+mkVImIgMwUP/YCaBJCNAghbABuAvCk\ncQchxCIAvwWwWUp5LAOPSVlifMGUbNnS850aVKkGngLaC8nZWOiZjqkUP9SVzPhCkiqo5ftKpPp9\nnm7bi1JmK8N813x0uGOLH8cGjuFAz4Fx70d9fy3CMu3iR6+3FwDw4ukXp3U/ZBBte4nEtb0YnyeM\nv89vdr2Jjy3+GIDx216klPjm4+9iX7tWINn/wSCsZoHl80sRr7zIiqFptr0AQHVRdeJ5MfmR1ESr\nvXQPaz/PBRVO/NubpzHq134+9aX1AICLqi+acGaIKq4Yn4eaK5px20W3YXnlcgDA4d7DcIdiZ34A\nY8mP+MeocFTgW5d/C9c1XKcnP5gEyyz179241K0n5EnZ8qIsLV8Kb8g7pfbImcgX8sXMo8k3VSRk\n8oOIJmvaxQ8pZQjAVwH8F4BWAI9JKQ8LIW4XQtwe3e1uAJUAfiSE2C+E2Dfdx6XsML64n40FgVTJ\nj9lY6JkO1fYyleKHOlaZMcmP6FDbdFp54qk3FoDWOjW/eH5C8uN7e7+Hr+362rhLRaurVaX2Un32\nx1SpNgte+cqgaPKjb9nY+CpTRMY+P0YCejsCAHym6TMAxm97GfQE8et9H+AfnnkPAHCkcxhNNSVw\nWM2IV+q0YniabS/AWEtEzHkx+ZGUmvnx1ql+PHe4K+H2c8Pac9ud65sx4gvhN/u0NE1jWSMEBC6r\nvWzSj2Usfjy+8XFsXb0VZfYyLCxZiMN9h2OSH+r3rLqoGptbNmPdwnUJ93fLhbegzlXH5EeW6ANP\nTbaYIria/ZTK4tLFABCbvDpPSSnhC/tifjcne9ygLzvL/XpDXlhMlnETW0RERhmZ+SGlfFpKuUxK\nuURK+XfRbQ9KKR+MfvwlKWWFlHJV9L/xm2Ipb4wv7uPfxM4GQ/4huKyumDexnPmRaCrJD31ZzRk6\n8yPjyQ+7lvwY9A/GvBg8PXIa3Z5ufQnUZNT+pbbSjCU/ptPOQ3GiyY/3P7oaG+9divbKyoTVXoKR\nIBa4FqDEVoLa4lqsrlkNh9kxbtvLYLSYse/UAA58MIiTPaNYUuNKegqZmPkBjK04oX5PADD5kUIw\nHITVZMVfPLoft/3rW/jt22dibldtLx9rmYs1iyvw8O42RCISlc5KPLT+IWxp2TLhY5iiL7vqXMnn\nwi+vXI4jfUdiWgtU2wsA3HXZXVhbtzbl/eszP1j8yKiYgadi7O/ARMkPldpRq3udz9Tf9nTbXn5z\n7De48tdXjvs3cao8IQ9TH0SUlpwOPKWZz3h1fjYWBIb8QzHDTgHO/EjGG/LCJEwxRaKJpGp7Ub9H\n+f59ysTMD+P3o9RWqr+BUemPYDioL337eufriXcQpYpLJbaStIof/rA/IVGiFz+mkWihONHkRzAS\nRNt8ByIwQSBu5kdYWxb1yxd9GX9xyV/AJEwoshbFtpfEFT8GPGOf/3jX+zg76EVjVXHSUyhzWjHq\nDyEYnl46o9xeDrMwJ297YfIjRiCiJT/c0XaWX++NvVrfPeJDsc2M/8femYfJVZZp/3dO7VVdVb2v\n6c7eCWQhCZAFEAibfCA6CCig4z4u6Mzo5yiOjKOfgDrqLDqCMqKoKIOoCLKGRbYkJED2tbMnvaT3\npbr27Xx/nHpPVXVVdXd1V2/J+V0XF+mqU1WnlnPO+97v/dyPw2LklvNn0dwb4ESPWgKwumY1dtPI\nk7AFJQv45rpv8t13fTfr/UvKltDqbU1zlIkJ9GjQy14mBi3wNKXsxW60ayVPuRAT8+mUkzFWxIJY\ntpb2w/FGyxsAEyN+RPyjOu50dHR0BLr4oZPG2ZD54TKn19frrW4zCUQD2Iw2JEka9WOEqJAhfsSn\nifMjMXAbT7eXoc6PGkcNgJb7cdp3Wgu2y2gvmiAcC/No06NA/s6PK/9wJZ9+8dNpt4lJbeq+6YyT\nhPNDlErFJRkpPkQcjocxySY+uuSjvGfeewB1opPm/BiS+THgV4+BVQ3FPL+vHUWBeRXZxY9imzqJ\nHW/pi0E2UGItyV72ojs/2N+zn/09+4HEOUox0pf4nva1eYjHk59R52CISpd6nltco15HDnV4837N\nmxtvzhDhBUvK1dyPt9vf1m5LdX6MhF72MjGIz9MoG7XPeHHp4mHDTgFtYp5vqch0RIwJA9EAsXhs\nhK2TiM9rIgQ5X8SX1/Gho6Ojo4sfOmmcDd1ehg46dfEjk2AsmLdDQogKQ8ulpkvgqfiOx1P2klpX\n7La4NedHq7cVRVHY270XUEPu3m5/O+sE5JEDj7CxdSOQn/gRV+IMhAbYcnoLOzt3arcL58eZsLI4\nbUg4P/yREIpiQEFCVpSMspehziiHaYiQkcP58cWrGpETuuL8ihxlL3b1uQtR+lJuK093fgjHh+78\n4Adv/4A7X7+TaDxKXInjS5y+rlhciTcU1ZwdAF2eEJVO9fyxMFGudLijsG0/zylVMyQO9B7Qbstn\ncqeXvUwMqWUvoj3xSCUvcGY6PyC/xTHxecWU0Qsmo8UX8enODx0dnbzQxQ+dNNIyP85E54cufowK\n4fzIh+nu/ChI2YuUXvZSZivDLJs57T3NS6de4s437gTglsZb8Ef97Onak/b4uBLnD4f+oP1dZisb\ntfiRajV+pyOZGS3ED194+iTwz3gSzg9PKAhxg+r8yNLtZWjXDbvJjpTiFCAc5mC7hy8/totQNEZ/\nwlGwfJabq8+tQpJg7jBlL1AY8aPMWqZnfuTAG/FywnOCQ31qIzpPQP1MbjhPdXXtaR3Qtu0cDGrO\nD4fFSF2xjUOd+Ts/hqPIXMQc1xziSpwSSwm3Lrp12IyPoQiBVi97KSxa4KnBrF1DRiN+iHLEfEtF\npiOpY8J8nCyiNfBEjAF054eOjk6+6OKHThqptu5vv/ltjvYfncK9KTyesIdiS3HabWaD+Yx0uYyH\nQCSAzZSf+KF1e4lld35M9WdciLIXMbEoMhVhlI3IkkxNUQ2t3laO9B3Rtrt+3vXIkpyR+7GlbQun\nBk/xvXd9jzdve5MicxFRJTpsZxhBanvBlsFkEKOY1HojhZ2EndUknB/eUBAUI0gysjIk8yOL88Nu\nsiOnfpWhEP/14mH+tL2FVw520e8PI0ngtJr41nuXcN/tq3BYspcrCfGjvxDih61M7/aSA3FeeOHE\nCwAM+NXP5qpzqjAbZfYmxA9FUdSyF2fy/NFYVVRw5wfA0vKlgOouu2vtXVTaK0f9WBHGOdVi85mG\n1upWNtFY0sgPLv0B1869dsTHyZKMzWg7M8peUpwf+ThZtNbAE/AZeCPeTMedjo6OzjDo4odOGkMH\nTM8df26K9qTwKIrCQCg98+Nkjw8lbtSdH0MIxoLYDHk6P0S3l2jys1QU5YxyfoiJRap7SLS79YQ9\nGCUjG27agNviZknZkozcj/9t+l9KraVcPftqisxF2vONpt1tqriRKn6ISW2qOKIzThLOj0Ci7MVg\nNCIpStpvOGvZi9GBnOL86Ov38uKBDgCe2tVGnz+C22bCIEvUuG1ct6wm5y64baqrpBDtbstsZfQE\nepIim+780BAr8i+cVMWP9oEIc8sdOK0mzql2srfVA4A3FMUfjqWJHw2ldtr6C7+iv6RMzf0YS/tq\nSZIwysYpLzM80xDXMZNsQpIkrp177agDwW1G25lR9pKysPG9t76XXko3DEL8mIhrlC/i08UPHR2d\nvNDFD500hq7On0m1lL6Ij5gS0yaup3r8XPaDV3mtqX/KXQnTjbGUvQzt9hKKhTImi1NJIVrdCudH\nqoBWW1RLm6+NnkAP1Y5qaotqAVhbs5a93XsZDKsrw23eNl5veZ2bFt6klUvkEwQnylqcJict3qT4\n4Q2roogv4tPCVnXGScL5EYqFQTEiGwyZzo9YJC0DBtTzpSHlK3hzfxtxReHSxgpeaeqkzx+mxJ5e\nKpOL4kTmR59v/Oemcms5kXgET1idyOvOjyTBWBBZkmkeVDu7tPRGWNmgugOX1rnZ2zaguT4AKl3J\n84fTqnbkGY1zKx9E6OlYr78m2aSXvRSY1MyPfLEb7WeG+JHi/NjYupEf7/jxqB4njg9d/NDR0ZkO\n6OKHjsbvD/6e+3beh4TEF1d9EQBPyDPFe1U4xODDbrKjKAp3/mk3AIMBNYhrqifn04lgNJh369RU\n8cMX8XHlH67kiSNPaPdPtcAkHCnjaQkrxIo050dRLb3BXlp9rZTZyrTb19WuI6bEtK4NIuvjlsZb\nMp5vVOJHVB04NpY20u5rJxKPEIvH8Ef92I12FJQzoq58WiC6vcTCKIoRg2xQu73EMru9pOIwOZBS\nJsJvH2pn/aJKrj63Cn84RlP7oFbOMhKldjMWo0xrAZwF4ncpXEIZDpCzmEAkwOrq1drfgwGFlQ0l\nACyrczMYjHKyx0+nJyF+OJPnjyKrkbgCgUhhgxwXlSxCluQxT+qMslG/nhUYrezFMAbxw2Q/M8pe\nhpS0SoyuG5x4XKFLMxVF0cUPHR2dvNHFDx2NV5pfAUBB4ZPLPkmJpSS5UngGIAYfNqON1w518eYx\ndSIgJu1TPTmfTozH+RGMBTnYe5CB0IAWIghnhvMja9lLwumxt3svZdak+HFexXnYjDat9GVT6yYu\nrLqQmqJkqcNYnB+LShYRU2K0+9o1QaTKUQUkXSA64yTN+WFANhqRFYVAdPjMDwkpzfkR8gf523Wz\nmZcINT3c6aXEPrrJkyxL1JfaOdU7/klTua0cSLZF9iV+J2f7OS8WjxGOh1lVuYoqu3oMoRhZWZ90\nfoAaeto5qJ4/UsteihJ5LYPBwros7CY7qypX0eBsGNPjTbJpys+3Zxpa4Kk8OudWKmei8wPI2a55\nKGLhYbzOj/t33s/db96t/R2IBlBQ9MBTHR2dvNDFjwmky9/FvVvunRGrsXElzq6uXWm3uSwuzbJ/\nJiC+B5vRxoZ97bisRq5fVkMwrB4Geu6HyvGB4/QEe/IWPwyyAaNsJBQNcbD3IAC9wV7t/qmcaG09\nvZXHDz8OFKbsJTU0V7S7jSvxNOeH2WDm/Krz2XJ6C6AO/EptpenPJ4++M4NYNVtcuhhQ2+sKsaPa\nXq29hk4BSDg/IkPKXgKR5OA/V7eX1MyPSovEZQsr0jq6lDhGP3lqKLVzqrcAzo+EKCfEj3BiEhON\nnt3ihzjn24w2Lq+/HABFMVDtVt0djVVOzAY19LRLK3tJOj+c1okRPwB+fs3P+eqFXx3TY/Wyl8Iz\nnrIXm9E2I8aBIzFU/BjtNV1zfoxDnFcUhZ/u+imPHXpMu01c73Tnh46OTj7o4scEsrV9K482Pcrm\n1s1TvSsjcrT/aIYl0WV2nVHODzH4sBvtHO7wsrjaRXmRmWBYtW6e7augHb4OvrX5W9z45I3E4jGu\nmXNN3s9hNVgJxUIc6DkAkNZecyoH47/Z/xuaB5uxGCxI0uisutkQzo+0zA9HrfbvVPEDYF3NOk54\nTvDZlz6rlaekPV8+zo/EQG9R6SJADT0Vx6zm/NA7vhSGhPMjEo+oZS9GAygS/khSIM1W9vLJpZ/k\nF1f/XPv7wroiZFmiOmXCfPH88lHvRkOpnZZe/7gzJYTzQxyPkni6s7zsRazGW41Wrpp9FQBKzIHd\nrLbmNBtlFlU7+cXG49zzjHpOc1mT3XmE+OENFf7cZpSNYz5XzdSyl3AszDPHnil4hkoh0MteMheI\nRhofhmNhYvGYJpqMR5w/0n8k4zZxvdPFDx0dnXzQxY8JRFzsNrdNf/FjqOsDEuLHGZj5YTPaONQx\nyMKqItw2E4GE82PoqsbZRLOnmRueuIEnjz7JbYtv49n3P8sldZfk/TwWg0Ure4F08SO1jfJkI/Zj\n6Ep9voiBb6rdt9JeidPkBEgrewF47/z3UmotZVPrJvqCfRlumrGIH3PdczHKRloGW7TbhGVfL3sp\nEML5EVedHwajATkuEUiIH4qiEI1HswaeLnYv1P5eUqqKHrKcnMRedW5V+mvdfz/88Y9Zd6O+1M5g\nKEq/f3wTWZfFhVEyapkfmvhxlgeeinO+1Whlbc1a3lf+Q5RgA1ajQdtmaZ2LaMLNU+VKF0+LLOr3\n750A58d4mGllL4qi8IWXv8AHn/4gX3vjaxktwqcD4w08PROcH0Pfw0jO4A8/+2F+svMnBcn8SB1H\ni2BvMcbWxQ8dHZ180MWPCURcKKbjhXwoOzt3UmpNt+Q7zU4GI2de2UsgZMATjLKwsgi33YwSVyeg\nZ3PZy96evQSiAX757l9y5+o7MxwMo8VqtDIYHuRo/1EgXfyYytaLYj/GK3C5zC6MspFZRbO02yRJ\nYn3DeiApZgiKrcV8fsXnATVUd2j3BuEkiSgjfzbeiBeTbMJmtFHrqKXV26oNPoXzQ2SA6IyTFOeH\npBiRZRlJgWCiTESIVVnr/2PJ8MtiY3IF+6vXLuLv3jU3M/D0xz+Ghx7KuhsNperv5eQ4cz9kSabU\nVpp0fog7puEK+2QizgdClLQq9dhMxjSxqj7xHXzu8vk89pl1aY9Plr2MfPz+dstJvvnk3oLs90iY\nDDOr7MUT9vBay2va6v50dGEK8WPoOX40nEnOD6NkZI5rDjC8+OENeznQe4BTnlMFyfxIHUuI59Gd\nHzo6OmNBFz8mEDHZbh5sptnTPMV7Mzy7unaxvGJ52m3ZnB+9wV4+9cKn+MmOn0z79zQU8X2096ur\nBo1VTtw2E4qiTkam44BrshBZAGJQM1YsBgv7uvcRVaKYZFPaStFUOT/iSpzegJo9Mt7V0BJrCc+9\n/zlN7BB85YKv8N757+XKhiszHpM6MBtv2YsIdpvlnJXV+XEmDLCnBQnnR1SJIEtGZIOMHJcIJgbx\n4recdRU41U0RTv7m77h8AXddf27m9l6v+l8WFlerjqLdLf05dzUeV7jouy/z+7dPDfuWyqxl2nGu\nOz9UxIq0ED984ZhW8iL46Lo5fO/9y/jy1Y3MLkufZGmBpyOUvSiKws/fOMafd7QWateHxSjNrLKX\nvmBf2t/j6cg1UUTiEYyyEVnKf9h8JgWe2ow2nrrxKS6vv3xY8UMIWb6ITzvOxiN+pF7bUtu7A3rg\nqY6OTl7o4scEknqxm87uj75gHyc8J1hRsYK/3vJXnrnxGUC1SnvCHq3+9lj/Md5uf5utp7fywO4H\nuO7P1/H9t78/lbueF+Li2dqrrswuSJS9oDs/6An2YJAMaeUc4Wic/375MPvaBkb9PBaDhRZvC6B2\nO0llqgbj/aF+okrhVkGrHdUZA+BiazH3XnIvJdaSjO1TB2bjLXsRzpG6ojpavC3a4LPSXglwRgyw\npwUJ50csHsWACclgQFIk7RwhXEztA1l+0ynOD0KjOKf4fOp/WZhVYqOu2MaWRGeqbOxtG6BtIMg9\nTx8Y9mXKbeW682MIQpy1GtTJdiAcxW5OX9l3WIzcuroBoyFzuKRlfoxQ9nK0y8fJHj+eYJRggdvi\nZsNkME2p0y5f+kLp4sdYSksmmkgss7vTaLEZbYRiIbW7UCzM+sfW8/LJlwu8hxNPIBrAYlQDw13m\n4QPxRac3b8SrOazGU/aSem0TjmQ98FRHR2cs6OLHBBKIBHBb3NQ4arR2l9OR3V27AVhRuYIKewUN\nLrW9nsvsIqbEtAHi+558H//02j8B8F+X/xfnlJ7D9o7tU7PTY0C8j5PdMYrtJiqKLBTbdecHqM6P\nUmtp2qR+6/Ee/v3FQ1z/44209GWfVA8GI/zkr4c5cFp1CIkVO4fJwZKyJWnbTtXnm2qXnQpSS10y\nyl7yED+8EW+a86M/1E+HvwOAClsFoDs/CkbC+RFTIhhkI9KQshch5P3ijWY6PclSqlhcSRc/cjg6\nNBRlWOeHJEmsmVfKlmO9OUMgXznYBcCKhuKs9wvKbGUpmR/qc0lxXfyA5HnLn8X5MRyOUba6fflA\nh/Zv0TVmIjHJpoIKvhNNalcwSGY6TCcC0YAmkuWLOO8HogF2dO6gO9DNz3b/rJC7NymEYiHtM3Ca\nncOKH4f7DgPpzo9ANDDma1Sqa8Qb9hJX4jx3/DlAFz90dHTyQxc/JpBANIDdaOei2ovYenrrtK3B\n3dm1E6NkzJisOs2q5TrV/SGod9VT7aietu8pG2Kge7wrxMLKIiRJUp0fijqAFRfos5GeYE9Gzkdr\nX7Jk5cX9HUMfwov7O7j6P17nhy8c4n/fUi33oo3sopJFaS4SmDrnx1SLH4Vyfvgjfm2QJzJHDvUe\nQpZkSqwlyJKst7otFML5QQSjZFJb3cYlwrH0shdFMfD07tMAvLS/g2Xf2kB7f8rgvqVl+NcJh9XX\nGkYkWTuvjF5fmEMd6dvE4wpP7Gjl4S0nATDIw3cGKbeV0xvoVSeW2un87BY/hmZ+BCIxbHmIHyaD\njM1kwBsa/tz28oFO7fvpHJz464xRNs4s58eQspfpWLLjCXtwWVwjb5gFkaf2zxv/mT8d+hOQ6Yyc\nCfgiPk0odJqdeCPenELV4X5V/PBGvISiIeqd9YBaBj4W/FG/lpHljXh56uhTvNH6BudVnJfWel5H\nR0dnJHTxYwLxR/3YjDbW1q5lMDLIvp59U71LWdnZuZPFpYsz6mxFO8+B0ECGMGCWzRhl44wSP/wR\nP1ajlcMdfhZWqcKOWvaiOj/O5pKB3kBvRqeS1v4AsgRzyx0Z4sf/vH6Uv/vNO7htJsocZvoS3SiE\n+HFO2Tlp7WAtBsuUDWhFzsFUMVzmh7BR51324qwD4GDfQRwmB7IknzEdBaYFsRgYjcSVCEbZjGxQ\nnR+hhHtJm1gqBp7a3YYvFOVfn9yLPxzjREdKTtKp4XM4NNFjGPFj3Tz1uEwtfen2hnjvfRv54u93\nUulUHWyewPDHV5m1jKgSxRPyJMte9MwPIOn88IWieTk/AIqsxmFb3fb5wrxzspcrFqulaR2eSXJ+\nzKBrc38oPdNmOu77QGgAt9k98oZZuHbutXzuvM+xrX0bz51Q3QoGKb/f2XTglOcUs5yq8O40OVFQ\ntFKWI31HGAipJbKKomjOj4HQAFElSmNJIzAO8SPi14K9PWEPTxx5gtmu2Tz8fx7GIM+8z1JHR2fq\n0MWPCSQQDajiR/VaJKSCtbxVFKVgttBoPMre7r2cV5m5CiFWOQbDgxkryhaDBaNknFHWWtW2/VW7\nZAAAIABJREFUamMgEGFhpboa77aZiEfUVYPT3tNTuXsF56mjT2WsqOWiJ9iT0e2ntT9AtcvKtUur\n2Xq8lwF/hEA4xlf+sIsfbjjENedW8dTfX0J9qZ1+vzopFOLH4tLFmnMIVAFgqlYiU50fQwWeySBN\n/BhH2YsIm4Ok86Pd16612T1TQvWmBdEoGAzEiWKSTInAUwjE1POgJuQpRnY293P30/tpG1An0t0D\n6ncQKC0fWfwQWR8+X3r+xiWXwLXXAmq3kaG5H8/sPs3eVg/fv3k5T//9JVw8v5yBLOJHMBLTXHvl\ntnJ1/wLdydc62zM/IqpYKI4rtewlv24eTosRzzBlL68e6iSuwO2r1XLS1DKpiWImtLpt6m3isy9+\nli5/V0bZSyw+8bko+TIe54dJNnHHijvYcPMGvnLBV4CZlzEWiUc4OXiS+e75QNIZLEpfPrHhE/x8\n988B6PR34gl7cFvcmiC/oHgBAKcGRzgn5sAf8WvZVk29TbzT8Q7vm/++tNbTOjo6OqNBFz8mECF+\nFFuLOafsHLae3jru5zzWf4w1j6zh0t9fOmKP9dHgj/oJxoLUFdVl3Jda9iIGiQKzYeY5PwLRAAbU\nyXljwvlhNRmwGKxYJbcW1Hkm0BPo4esbv86TR54ccVtFUegJZC97qSuxcfW5VcTiCq8e6uQvu1r5\nw7YWls9y8533L8NslCmxm+hPOD/ECuo5peekDRSr7FVTWvZiM9p4/YOv8/SNT0/666eKHxllLwkb\n72hERHE+AXBb3Nrx6TCrz3+mtFOcFiScHwpRTAa17IW4mfbAMbxhb1rZi6LAo283c/EC9fjpHlDP\nlf7aevB4YGCYwGDh+IhG0zrDsGkTbNig/bl2Xhlbj/cST2R0NHUM4rIaueX8WciyhMuWOQH3h6Os\nvvclnkqU5YjjuyfYgyQcH2e5+KE5P0TgaSS/zA9QQ0+HCzx96UAnFU4LlzZWYJQlOich86PMVkbz\nYLO2Ej8d2dW1i01tm/jK61+h259emjgdF1UGQgNpbsax4DQ7+ciSj1BXVDfjxI/mwWai8SjziucB\naGWtXf4uQrEQfaE+Wr1qNyNR8rKiYoX2+ApbBSWWEk55xiZ++KI+ravZ44cfR0Lihvk3jPn96Ojo\nnL3o4scE4o/4tZXe86vOZ2/33nGvfh/sPUggGmAgNMDG1o0Z9zd7mmnqbRr184kQymwp5uJC7wl7\n8EXTnR9C/Jjuq0up+KN+JEUVP4TzA6DYbsIqVdI6ODltCCcDMeht97ePuK03ok7mspW91BbbWDGr\nmPIiCy/s7+DRt5tZUFnEHz67jvIi9bMstpvZ0zrAnK89QzhixCSbmFc8Twvh/OCiD1JmK5vSwNMy\naxkl1hKKzJPfEk+4pCB3q9vRHEfBWDBNPKl11AJJN4vdZNczPwpFNEpclkCKYxJlL1ELcWJsbd+q\nncfnlbtxWo0U201858ZlQNL5EZ6l1rinuT+iUVi0CB59VP07tdxl2NyPUjX3o1MVvJvaB1lc7dJW\nPV3WzLKX0wNBPMEoTe1qGY4QP7oD3cRiCdEjdnaXvQwNPPWF8hc/XDYTff7s57ZwNM7rTV1csagS\ngyxR4bRMivhx2+Lb8Ef9/Gb/byb8tcaKmPxv69jGCydfSLtvOi6qCCdDIbAYLDNO/DjWfwxAc34s\nK1fPd+90vKM5TLsCaviyKHlZUZkUPyxGC/WueloGx7bI5I/4KbYUY5SNeMIe1tSsodpRPbY3o6Oj\nc1ajix8TSOpK7arKVYRiIfb37h/Xc4qLi0k28Wrzqxn33/TUTdz81M2jto2KQbzZYM64T4gfOcte\nZqDzIxYz4baZqHBatNvdNhOmePkZ5fzwhNUJT4cvM6h0KGLgUmpLlr3E4grtA0Hqim3IssRV51Ty\n0v4Odpzq55bzZ6VZTYvtSeGsLHoFP7jsB5hkE4tKF/HHG/7IXWvuwmly0jzYTKe/s1BvcdT0BHqo\nsFcMu81Etp+UJEkTQccTeDq024D4vd7UeBOgl70UlFiMmEH9jZsNZmSDASluwiTZ2NS6SROrHCYL\n33v/cu67fRX1JXZkCbo96oQ62jBHfa7mlBr3gQE4dAieTjiQsokfWdwYaxO5H5uP9PCxh95i28k+\nGquTQp7LZiIUjaf9jnu86oRcdBcRIllPoId4wvmRq4PM2UIgGsAkmwiE1c8hEI5iM+VX9lLrtnF6\nIHspy9snehkMRbnyHNWuX1ts42TPxAuUjSWNXD37ah458Mi0dX+Iyf+NC24kpqSff6fbuCKuxBkM\nD47b+SGwGCx0+Dv4yY6fTLv3motjA6r4Mdc9F4AKewWNJY282fZmUvzwJ8WPSltlmqPYarRS76wf\nddnLr/b+ih9t/5H2tz+qBn6LMs/3LXjf+N+Ujo7OWYkufkwgqeKHUMB3dOwY13N2+juxGW1cO+da\ntpzekvU1QVXjR4Owb2dzfjjNTiQk1fkxRPwwyaYZKX6Ewkat04vAbTNBtJTTvtMzyskyHJr44U8X\nP3wRH1997atp+TMibC41Mb3HGyIaV6hxq5Ptq86pIhRVJ0zXLatJe84Se1I4q7Q1cGXDldrfi0oX\nIUkSn1r+KSLxCF965UuTvuLVFejS8g6ycbhjkMXfeJ5vPrmXG/57Y0ZN/p93tHDFv79KODr2VXLR\n8WWsmR+KohCMBtNCie+88E7W1Kzh6oartefWy14KhHB+oIY7ywYZWYEay3JV/IiJMi8z1y+v4eIF\n5ciyhNNqojfx+4nPnaM+V6rzw5MIQ30ncX72pZxXhwk/FbkfT+5s5dUmdYIxvyJd/ADwBJPnr26v\nepwJ8cNldmGSTXQHu7XA07O91W0wGiQeM/HhX7xFPK7gj8RwWPJzftQUW+kaDBGKZgqoLx3owGyU\nuWShev5Z1VDMrpaBCRVbBZ8977N4I15+e+C3E/5aYyEYDSIhcdfau7i47mIWlizU7ptu44rB8CAK\nSsGcH1ajld1du3lg9wO8ePLFgjznRHO0/yg1jpq0a9hFtRexo3MHbb42QL3WKorC4f7DLCxZmFby\nWWQqosHZQLuvfVQu0GeOP8PvDvyOUCxEOBYmGo/iMDkoMhfhMDnSxhk6Ojo6+aCLHxOIaHULatic\n0+QcVRnCcHT5u6iwVTDbNZveYG/GRFK83i/3/nJUFxixTTbnhyzJFJmK8IQ8aSvKZtmMJEkzTvzw\nR/z4Qwat04vAbTMTDZcSV+K0e8f3/UwXcjk/tnWoafN3vHQHvz/4eyApfqQO7IQ1u8KpTrYvWViO\n1SSztM5FfWn6BD7V+TGYo/a9saSRey+5l93du7lnyz2TuuIsyl5yce+zBwD49Zsn2dM6wHcSfwve\nOdHHsS4f75zozfbwUTFe50c4HkZBSRM/blx4Iw9e86CWdK93eykQCVdENCF+WIxmJFnGoChUGZfT\n5mvjUN8hQBU/UnHZjPR61HOlsa4OTKak+PHlL8Ptt6v/PnRIFUJShQ4hhHRnb828anYJu1rUVfxZ\nJTb+z9KkCOmyqr8jTyD5O9LEj8T/JUmizFZGT6AHKXH8SWd5q9tANICimNjV3M9LBzpQFPJqdQuq\n8wOgYyD9WqwoCi8f6OTi+WVaiOqauWWEo3F2NfdnPE+haSxp5KqGq/jd/t9p14PpRCgWwmKwYDFY\n+NlVP+MLK76g3TfdMj88IfXzK5TzI3W8NRp35nTg+MBxLe9DsK52HZF4RBNwIvEIPcEejvUfY2HJ\nwrQ27wuKF1DvrEdBGdFlqygKpzynCEQDbO/Yron6dpOdy2ZdxseXfDzjWqqjo6MzWnTxYwIRrW4F\nhajJ7wx0UmGv0FKvU8sIIvEI/qifUmspm9s28w+v/MOIkyHh/DDLmeIHqB1fBsODaSvKoqPHTBM/\nfBE/kYiReeWOtNvdNhOhgOp6aPaOrQ3bdEMM1roCXWluloO9BwFYU7OGe7bew3/v+O+szg8xcapw\nqr8Lq8nAD24+j2/esCTjtYpTnB+dg7k7GVw9+2o+s/wzPHHkCd5se3Osby0vwrEwnrAnp/Ojudev\nraQLntjZltZZQ1jaX2kae8lOkalIaw+dymhb3Qaj6j4MN+BzmBx65kchiKrfRUBRj4EikxtkGVlS\nKJXUOvdXml8BwG6ypD3UbTMRTziELHYr1NUlxY//+A/YknDrKQrs2JG97KUne2vmBSlOj998YjXV\n7qQQ5k44P1I7vnQPKXsBKLeWq+JHQvQ4250fvogPJaZ+h//xoipo2U35Oz8A2gaS19o/bmvhe88d\n5FSvn0sbkyV3F84pRZLgreNjF1Lz4WNLP8ZgZJA3Wt6YlNfLh2A0iMWYPH5Su4NNdreXWDw2bAe9\ngbAqOhbM+ZFSvtgTnNpW7KMhFo9xbOCYlvchWFW5CrNs5q+n/qrdtq1jG+F4OMP5UWWvot6p5iA1\ne4YfZ/UGe7UFt02tm7TMObvRzp2r7+Qz531mTO/jbC/z09HRUdHFjwkiEo8QjUfTJiuFmJx0+buo\ntFVqqdep4kdPQL2IfmHlF/jWum+xuXUzd7x0x7CvOVzmB6grHUPLXkwGdaA901rd+iMBlLiZUkf6\ne3XbTHgH1RWdsYZxTTfESp+Cov0uQBU/6p313H/l/Vwz+xp+ve/X2spTqvghJkwVRclB2g3n1XLh\nnPR2uAAlKc6PrhHC/D50zoeAZP3wRCPeey7x48mdasit1aSeCsuLLMwqsfGvT+4lkgiDbOtXJzWv\nDBFJ8sFhcmSUvMDonR9aMGPKoHkoNqNNz/woBAnxYzCufuZuUxnIMgYUDPEy5rrnsr1zOwA28xDn\nh9WEjPq7sVrM0NCQu93tO+/kJ34kQpolCepK0kWw4cpeur1hrUtMma1MnWwl5gBne5NIX8RHPGbB\nZTVysF0Nk7Vb8sv8qEk4P04nxI9jXV6+/vgeHnhdPcetbCjRtnXbTZQ5LFpb5IlGZC54w7nDdKcK\n4fwQpAoLk72o8ncv/h3f2fqdnPeLxYThxA9FUXhyZyu+0Mj7nvq+U1uxT1fafG2EYiHmudOdH1aj\nlfOrzk9bZBMltQuLF6YFjEuSRINLbfe8o3MHy369LGvpNqidZUC93m1q25Tm/BgLiqJw99P7Wf/D\nV/mXJ/bwwGtHx/Q80x1Jkq6VJKlJkqQjkiR9Lcv9H5IkabckSXskSdosSdJ5U7GfOjpTjS5+TBDi\nYpDm/DCOryZfURS6Al1U2iuzOj9E2FSlrZKbGm/ie+/6Hjs6d/DpFz+dczAhXAH5iB/iwm2STcSV\n+LArJtMJf9QPcXNamQaoZRu+gAOTbDpjQk9T2yC3+5KlPE29TSwuXYxBNvD+he8nFAvx0qmXkCU5\nbeVNWOXLndl/F6mIVefUx6XynWcPMOdrzwBoae0iuHeiEQPLVPHj9EAARVEIR+P871vNrJlbyrI6\ndVBb47byzRuWcKjDy683n0hsH8RqkjnS6aW5d2zHr8PkyOj0AqNvdTu0K0U2ROaHvro1TmLqqvNA\nQkgqsVao4oeiEIrGuLj2YgCUuJEyS2XaQ902E4ZE2YzNYlTFj+ZmCA05LgwGVfzIlvmRo+xlfqW6\nilrltGIxprsTXFb1GEwVH7sT/47FFa0bSbmtnO5Ad7Ls5Sx3fnjDPmIxC7evma2dx/Lt9lIrnB/9\nQRRF4RtP7iWc0kXnnJr0Mstiu4n+HN1hCo0Yf0zHcrhgLJgm5i4sXsjXVqvztaEBqBNJOBZmR8cO\n3mnPnZMmnB8us4sfbDjIU7vaMrZ59VAX//joTn7818Mjvmaq+DETFlyODxwHYH7x/Iz7Lqq9KO3v\nTa2bMEgG5hXPw2FMd9mWWEooMhXx5yN/BuCxpseyvp4QP66fdz1H+o9oiyXZrqGj4aevHeUXG49z\nosfPb7ec4rvPHRzT80xnJEkyAPcB/wc4F7hNkqRzh2x2HLhMUZRlwN3A/0zuXuroTA908WOCyKZU\nj9f54Y14CUQDatmLIyl+eMNeHjnwCMc96gVKdLa4bt51/L+L/h+7u3bnDNUartUtqFbUjMyPhFCS\nT6eKqUZRFEKxIIpiTpusg5i8y1Tba2fEQGQ0pNZ4i9DTSDzCqcFTLCheAMAF1RdgNVjZ37Mft9mN\nLCVPB92DYRxmg1arPhxFKSul2Zwf/5NYAY3E4kiSRIWtQhPqJpqh4kdzr5913/0rP33tKH/a3kJr\nf4DPXT6fMoc6GC0rMnPVOZVcsbiS/3zxEMe7fQwEIrxnudpW9tVDY9vvvz33b/nS+V/KuH20x9Bo\nyl7sRjsKCsHY5Kwqn7EknB/9Cat1maUcJAkDCsFInHW16wCI9F+Iy5I+uHdZTcgJMdhgNqniR0tL\nescXgNWrM50fQghJdX6kCFlzyhzIEtSXZv4GGkrt1Jfa+NmrR7UwzR5fcoItRMlSayl9wb6UzI+z\nG094ECVuprbYykcvmgPkL37YzUZK7CZO9vj4y642Nh3p4avXLtLuHypUFdtM9PsnJ1hbiAvT0REW\niobSyl4kSeKmhWrnqskMHj82cIyoEuWE50TOnLTUzI/7XjnK3/9vZnD99pNqxxNvjtyrVFLft5jo\nT2eO9qtOCdHpJRVxPpzjmoPVYKXD30GDqwGLwYLL4uLGBTfyyHWPAOp3XO+spzeoln3lylBpHmxG\nQuKWRbcA8NLJlwDSymhGy+PbW/j+801ct6wakyF5xksNHd7Z3M/e1unZFSkPVgNHFEU5pihKGHgU\nSGuJoyjKZkVR+hJ/bgFmTfI+6uhMC3TxY4LI6vwwja8VpZjIldnKcJqc2Iw29vfs5xMbPsF33/ou\nd228C0BzhQDcMP8G5rnn5Ux8Hy7wFLJnfsxE8UMNjIzndH4AVNjOIPEj5NF+B6KsRXyHwuFhMVg4\nr0J1PQ6183Z5Q5Q70/MMcjGvoohfffxCPrJuNl2DoZzOA39IHWxU2Comz/kRTB4zAK2JEpaH3zzJ\nT/56hBX1xVzWWEFpkfqbLnWoYb7fvOFcQtG4Fn568YIyGkrtvHpwbLkfKypXcO3cazNuF8fQSIN9\nIWgM5/wQA0M992OcJJwf/VEf8agDt9WmZn6gEIzGeFfdu7h33Q8IdV6PbYg46LabkMXv32BQxY9o\nFN56K/01rrgCjhxRhRFDYnKczfkRTk7GrCYDS2rdLKnNtN6bjTLfuXEZx7p93PvMAR7Zeorj3T5m\nJcpjtiUmZuW2cmJKTHd+JPBGfBCz4raZ+OQlc/nUJXO5IEtp30isnlvKa4e6uPvpA5w3y81nLp3P\nF9Yv4Ie3ZLrKi+1m+lOyWV4+0MErTZ1sO9mHP1zYa6lBNmA1WKel8yMUC2WU8U3FmKKptwlQ3Sa5\nyjGF80OJ5RafNx1Rj1vvKMpehmZ+TPfSl6P9Rym3lWct+2ksaaTMWka5rZxzy1SjwcJitXOPLMl8\n++Jvs6ximba9yP2A3GVEpwZPUeOo4dzSc6m0V2qLd/mWvfT6wnztT3tYN6+M//zgCi6YnTy2D3Wo\n7thHtp7ipp9u5uO/entSujCNE6MkSe+k/PfplPvqgFQlrSVxWy4+CTw3ETupozPd0cWPCUJczEqs\nyXrf8To/RC/1UkspkiRRaa/k2ePPcsJzgstmXQaoNvoSS/I1ZUlmZeVKTntPZ33O4VrdQo6yFzkZ\neAqTu0ozVsTEX4mbtfp4gfi7xFx95pS9RAaZVTRLW4mBpHsgdQK9uHQxkB42B6plvqJodOIHwOWL\nKmkotROKxvHkWPnyJQb2FfZJdH74E+JHotuLcKacHgjS2h/gS1c3ql0wEjkw5Yn3PLvMweq5pby4\nX/3satw21i+qYPPRnoIOkPLN/BjW+ZEYGAYi02+iM6NIOD96I16UqIvaYiF+qKuFkiRxYdVloBgz\nXAJWo4xBhDXKMtQnBvqbk62lkWW49FL136+/DpUJsTqb+BFMd/H8/jNr+fp152Td7XctrOD9K+t4\neMtJvv7nPUSicf7hyoVcOKeE7z13EG8oqomA6M4PQL0uKHELLpsJt83Ev7znXK2EKB+uWFxJhydE\nry/EvTcuwyBL/NO7F3Hz+ZkLq8V2EwOJspdXmzr59MPb+Ncn9/KBB97koU0nxvuWMpiuLbCDsWDG\nootBUo+nySx7aepr0v4tujgNxRPyYDPa6PQk96s7pcQzHI1rnZha+kY+/w5935MVAD5Wjg8czwg7\nFUiSxDfXfZNPL/80S8uXAqS1LR6KyP2A5Pc9lObBZuqd9UiSxMW1FxNTYhglIzWOmqzb5+LZPacJ\nx+J84z3nYjEa+Pb7lvBvN6lCzN5WDz/YcJCv/3kP59Q46RoM8fCbJ/N6/ikgqijKBSn/jalsRZKk\n9ajix52F3T0dnZmBLn5MEKJGMjUgymFyjGsQIsQPIajUO+spthTz4DUP8uMrfsxPr/opv7z2l1rr\nS4HNaNMmvkMZyfnhNDsJxoJaR5DUbWeS80NMHpV4rrIXcBqqGAwPMhCa8fZHPCEPLouLKkeVlguT\nbQK9qFS1Z4vfFqirJS39fk0IGC0iSLbPl906LFY1y23lk5r5UWIp0UJ6OzzJ42BlQzGXLlTLYYT4\nUZYShnvF4qSDqrHKyeWLKwlEYgXt1CAGf6Mtexku8FTUQ09Hi/uMQsv8UMWPuhJV/DCicLzbRzQW\nJxBWt7EN6Qxy+5rZfHxdYnAvnB+QLn64XHD++eq/m5uhqgpsNrX1LcDu3clth4gfdrMRszH3Zfue\nG5fy0Mcu5I2vrmf3t67hAxfU88lL5jEYjHK8y5eSfaOKH7Jy9nZAUBSFQMyHErdkXBPyZf3iSswG\nmY9dNJeldcN3BCm2megPRNjf5uHzv9tOLK7Q3BsgFlcmpAWuzWgbt/NDUZScJSFjJRTNdH5IkqQG\nqU/imOKk5yQLihdoJaDZGAgP4DK7tPBrgEPtyVytlj4/sbiCLEHrKMQP8b6XVyynxFIyrcUPRVE4\nOnA0a8mLYH3DetbVrtMcHsOJH6nOj1y/y2ZPM7OcqnC4pmYNAKtrVufdbeepXW0srCzScncWVjm5\n5fx6qlwWvv30Pu575Si3XljPE3dczPpFFXzv+YNsPDy9XTjD0ArUp/w9K3FbGpIkLQceBN6nKMr0\nbzWkozMB6OLHBHF84Dg2oy2tBGW8rW57Q+qkS4gf37nkOzzxvidYXrEcWZK5pO4SVlauzHic1Wgl\nEMt+kdECT3O1uk3UZKaGZs5k8cMsZ4YFCoeDIaZODIT7wx/x87NdPyMUG76DyXTEE/bgMruosldp\nzo9s4odwfrT727n/1SO8//5NnH/PizT3BmisdmY+8TCUJISD3hxhft5E2UulvRJP2JNTkCsk3YHu\n5Go30JmSSfLlqxchSerad2mRyPxICj7XLq2mzGHmJ7evpNRhZt28MoyyxNbjhRsvSJI0qpbRowo8\n1cWPwpBwfngVH/GImxq3FSSJIpNMhyfEK01d+IX4McT5Ue22sj4hqKWJH7t2JTdyu6GsTP0P4Kqr\n1H/39EAkAtu2qdtAZlDqCNjNRtYvrqS+1K7+tnfsYFbiJ902ENAcUFKK3uE5A8TesRCOh4krMYhb\nxuT2SKXSaeXlL1/GXddnd+WkUmw34Q/H+PAvtuKymfjQmuRK+L42zzCPHBuF6AL19LGnWf/Y+oI6\nSELx9G4vgtGcDwtJT6CHKkcVyyqWsb1je9ZtBkIDuCwurWwSoKkjKX6c7FE/l4sXlNMxGCQcHT4E\nXmR+mGQTa2vW8ubpN6etCNnp78QX8WUNOx3KFfVX8JULvsK76t6Vc5uRxI/B8CB9oT7NIXJFwxXc\nvvh27r747rz2OxZX2NXSz6WNFdp1HkCWJR742wsotZv5yrsX8d33L8NokPnv21cxr9zBlx7bSW+O\nBZxpztvAQkmS5kqSZAZuBf6SuoEkSQ3A48DfKoqS3eako3MWoIsfE8Rxz3HmuOakhUg6jA7C8fCY\ny0S0sherWrdYYi1Jm9jlwmqwEo1Hs76uFnhqyF32AnDalyyb0cSPUXaqmA6IQZsjS83orBIbTquR\nngG1LZvI/bh/5/3ct/M+NpzYMHk7WiB8ER8Ok0MVP3wddPg6ONJ/BACbISl+zHHPAWCh83y+/3wT\noWicf7hiIX/5wsV86arcqzfZKLWP4PxI1EJX2NRA3smoc+4Odqd1eunwBGkotbP161dyycLk7UIA\nKy9KioCzSuy88y9XaWGnVpOBUoe54AMjk2wqTOBp4retZ36Mk4TzIygFsMklWE0GkGVsRolKp4VH\ntp4kkCh9yhqOGUspe3G5VCEjHofqavV2VyLkry/htrrhhqT4sXu36va4TC1jHOr8yAuPB1avZs7z\njwNqy2ZxLKSKH12+seXYzHRE+1clbh238wOgvtSOQR65kKg4cZ7s9YX50a0rWVGfbDHe2h/Ief7M\nRrc3xJ6W4cWrQpS9bO/cjifsKWiL8qGBpwKDbJhc8SPYQ5m1jFWVq2jqa8p6/vSEPbjNbtr6A1iM\nMiaDRIcnKUye6FEfc8mCchQFjncPfw4Woo9BMrCudh3dgW4O94/cJWYqaPerC1+1RbUjbms2mPnI\nko/kdBIDNDiTYl82UU4EwAqRxGa08c9r/jltIXE4BgIRfrXpOA+/eYJgJM6iLIs4K+qL2fzPV/L5\n9Qs0YaTIYuS/bl1BOBqfkeGniqJEgS8AG4ADwGOKouyTJOmzkiR9NrHZvwJlwP2SJO2UJCl3iyMd\nnTMYXfyYIE4MnNAmlgIxORnrQKQv2IfD5Bj2wpINsVocimauIo4m8BTI2up2pjg/ugPd7OzaCUCR\nOVP8kCSJJbUuTrSrn9O+nn14w152d6v281h82odgZSDC5CrtlXT6O7nqj1fx9Y1fB8BmSk6gTbKJ\n5296nnVF/wjAY59Zx5eubmT5rOK01ZLRIMpecokDIghOCHYi8X0i6Qn0ZIgfVS4LVa50B8XquaV8\n7/3LuHhBedrtQz8D9wR0ajBKxhEFRC3wdLiyl3GeX3QSJJwfMVmixJL4PcgykqLwwQtta+u4AAAg\nAElEQVTrefVQF0c61YnzsOKHCDIV7o81qn1bEz8efhiWLIGLLlLFj+5u2LJFva8Q4sfgIESjOHwe\nLEaZ0wNBHCYHsiSnZX10prj6ziZSc6AKIX6MltTA7ZUNxdS40wXNfNwf//bcQT7wwJuEojEUReG5\nPad5+M0TaS6CQpS9HOtXRY9Cih9DW90KJtP5oSgKPYGE+FG1irgSZ1fnroztBkJq2Utrf4C6Ehtl\nDgu9vuR46mSPnyKLkWuXVmM3G/jcb7fRPpD72B0qfsD0zf0Q48bhhPd8qLBXMMc1B8ju/Dg1eApI\nF0ny4cE3jvGtp/bzrafUEqbGqtE7WJfUutn0tSu4tLFiTK891SiK8qyiKI2KosxXFOXexG0/UxTl\nZ4l/f0pRlBJFUVYk/rtgavdYR2dq0MWPCSAaj9Lmbcs4eYtuDGMWP0J9aWGmo0VctLJdaETgaa6y\nl9QgTGGZFkKJCEmd7uLHB5/+IN9/+/sAOM3ZW6UtrXXTdDpMsaWYh/Y+xEef/6g20BOZGTMFta1v\nCLPBTJWjKmNiPXQQU1dUx4nuKHXFNhyWkVvb5kKUvfT5wwQjMT7+0Fu8cTiZ7SFKBYSbKLUd70Sg\nKArdgXTnR6cnRKUrc8BtkCVuXd2AyTD8KbHYPgHih172Mr1IiBcxGarEaqMsQzzOBy9UVyMf2qRm\nOllNWcSPeDz5GEiGnp5/viqICPHj9tth714wGpPOj61bVYdIY6O6TZ5lL2kkhBMpFKK22EZrfwBJ\nkrAZbUgKxBIKSG9f29hfYwbjS7QyNku2YXNUCk2xLXmtNRlkaorVY1oIMHvbhl91DoRj3Hj/Ju5/\n9QhvHushEImxq3mAfW0ePve77XzjyX1a+Cao54XxnhNEhpkQQQpBKJaj7EUyTlrgqTfiJRKPUGYr\n47yK85AlmW2d2zK284Q9uC1u2geCVLuslDrM9HiTIv+JHh+zy+zMLnPwm0+spnMwxAceeJOWvuyf\nuyZ+yAaqHdXMc8+bvuJHouw330W3XMiSzFM3PsWKihVZx6R/Pvxnii3FGYuHoyEeV/jzjtY0UXph\nZVFez1E0jjGQjo7OzEAXPyaAcCyMgpLRk3y8tvS+YF9a95jRIiZM2TIWtMyPXM6PlD7swnYohJKZ\n4vxIFS/c1uzix7JZbsLRuBbseqjvkBZ8OlnhnIVCCFpWo5Uqe1XG/dlW2w53eFmQ5yBhKA6zAZNB\notcX4fHtrbzS1MWftiW754huL5r4EZo48eOeLffw632/JhQLZTo/nLkFhJFw28wMBCJqWGK4MAN0\nm9GGN+IddptgNIiElHWyIBivuKqTQDg/DBJ1zkSpSkL8mFVi5/LGCg51qN9XqSPLeTOX82PRIigt\nTYofqZSXq+LHli2qQ8Sa+I2Ox/kRCGjPUVts1cIaVfFToS9R6jXYMe07HEwIouzFYRrfeS9fhPPD\naVWvn9UJMXZRlZO6Ylua5f6+V46wf4gT5GiXlx2n+vn+801aZ5Etx3o4neI02N2SDE4dr/OjL9hH\nX0gt0Sp02Us2MXcyy156Amp+U6m1FIfJweLSxezo3JGxnSekZmh1eUNUOi2UFZnpSTgcY3GFva0e\n5leov6ML5pTy20+toc8f5l+f3Jf1dVOdHwAX1V7EOx3vTMt8MeEOHu7aMxay/S4P9R1ic9tmPrH0\nE2N6vXdO9tHSF+Cev1mq3TaeBR0dHZ0zE138mAByCQoOozo5EStO+TJm8SMx2c0WehqJRTBKxrRs\nklRSxQ8xkZ6JgaeC4hzix5JaNWCwxrog476Z5vwQA6g+X5wyS2ad7FDnRyyucLTLm/cKyVAkSaLE\nbqbHG+LBjeogeWdK9wJfouxFlFJNpPPj902/59+3/TuQLLPxhqL4wjGqXGMfxLltJgYCEf60vZVz\n/vV5frHx+Jif62iXlxf2tVPvrKfZ0zzstsFoEKvROmwpklb2kljlfazpMW3FVicPNOeHxPzSOvU2\nSdIcHbevmQ3ATatmZZQspD4+Q/xobIQ77oBbbsl8jHB+HD4Ma9cmxY8COD8IBqlx2zjdr/5tN9qR\n49DrUF/Df/rU2F9jBiOOE5dlcsUPIXqsnaeelxwWI26biZpiK0vrXJrYMRCI8IMNTfz+7fTvp7nX\nn/F8W471aG28AXanOj/GmfkhBA+nyVmw84miKARjwawT3NFkIBWKnqAqfohrxKrKVezu2k0klnT3\nhWIhgrEgLouLrsEQFU4LZQ4zPYmyl7dP9NLtDXHNkuRCw4r6Yq45tzpDuBKI87gQP9bVriMUC2UV\nXqaaQjs/BNnED3EdFKVAo+XPO1p4Ykcrf97Rgs1k4N1LqvnVxy/kpx9aVbD91dHROXPQJdEJQAsR\nldPriMXK7FidH73BXhpLGvN+nJjsZnN+hGPhnGGnkMP5MUT8GGuA61RQas9e/zm33IHdbOB8y1fp\nL/sNG1s3AlBkKpp54keiRvfB11qwhTLzN1IzP0ANQgxF48wfp/gB6kr4iwc66PdHcFmNnOhJDrp9\nockte9H2KREQ3Jloczs07yMf1LKXMK8cVH8T33n2ANcvq6Hanf9zfvSXb9HSF+C26+p4o+3lYbcN\nRAMj1lybZTMGyYA/4icUC3H3lrtxmpxsvn3zsI/TGULC+RGVZOaVppe9AFx1TiWP33ERy3O1NB1a\n9nL99bB9O5x7LqxYkf0xZWUgchrWrAFLYlI4HudHivgxt9zBH7e10OcLq2UvQF+RDRjA25bRDfGs\nQDg/Sqz5dbUaL7PLHNz/oVVclpIr8P2bl9NQaufF/R1s2NfBQCCiiRzbT/Xzj4/uwBeK8qNbV9Kc\nKKXY8MVL2XSkm+Y+P49sPcXKBjU49V0Lywvq/BDix5qaNWxq25Rzu7gS5w9Nf+Ddc95NsbWYcCyM\nQTJgkDNLw1LdiUMxSIZJC1EXzg9R0ruqahW/PfBb9vXsY0WleqwKh6JVdhKMxKlwWojFoTdR9vKn\nbeqEO7U1OsD8Sgd/2t6CNxTNKKUQZT3is7mg6gKMspHNbZtZW7N2gt7t2BDix3B5U2PBZrIRiKT/\nLoUYJa7Zo+VLv1dzWpxWNXfFYTFy+aLRBaTq6OicfejOjwlAiAG5xI+hJ/zRoCgKfcG+vC8KkBxg\nfPGVL/LMsWfS7gvHw1kVfRGYZjKYtEmXED9mWuBpKmU5xA+DLHFujYsj7QrLK5ZrtzeWNNLln1ll\nLyIcMxY3cKhN0b4nwScf2sUPNzRpK4ViMD27NDMMNl9K7Gb6/RFq3FZthVzgT5S9mA1mrAYrg+HB\nbE9RcMQxI9L5K8fh/Ci2mfCFY7x9opfls9zE4gqPDlmZDUVjI7Y6BLVTA0Bvv5uB0AD9wf6c2+Za\nJU1FkiStvl90hhqMjO4zjsaj07bV4qQjnB+Kg1kliWNCljVxQpIkVjWUYMyVDzPU+bF8OfzhD2Ae\nZuVUtL2VZbjggoKXvVw4Rz0G3j7Ri81oQ1agL+H8iHR1jP01ZjDCgZnrmjCRXLesJs2O/+4l1ZxT\n4+LyRaog8j+vH9XEjz2tAzy5s42XDnTyjSf30twbwGU1sqjayScumcu6eWWEonFePtBJsd3EebOK\nOdLpJRZXf692o51ANDDm4/tY/zFsRhtLypcQiAZyukgO9R3inq33cMfLd+CP+Lngtxfw+Zc/n3Vb\nsRCTLWtsMgNPRei2cH6srFwJkObAEOWvSkwdB1Ukyl584Ribj3Tzx+0t3Lq6Hrs5/TorymCOdWWW\nNMYTAqlw3NpNdlZWrpyWuR+T6fwQ4kc+2XbBSLL8dDAY5caVdYXZQR0dnTMWXfyYAHJ1UNEyP8ZQ\n9uKP+gnHw2MqexHiRVegi4f2PpSxr0NFmgvueYmP/PIt7W8RelrlSJS9yDOv1a2gxJZYPX/uOXgo\n/bNYWudmX5sHlznZenBR6SK6g93E4jH+6bV/4rGmxyZzd8eE+P0RN7H/tDcj9+Pt4x7ue/UIF//b\nX/mvlw7R0qsOQLSJ3jgQGQgfv3gOi6rTnSTeUHKQ4jK7Jsz5EVfShYdii/p9dg6O3/nhTtTrdw6G\neN+KOi5trODRt5qJxpKv+dmHt7H+h69m2NNTicUVbaH/VLv6uZ8cTM9eODFwQhscitbFIyEs7mIQ\nORpCsRArH17J/bvuH/VjzmgSzo+I4qCuOHG+SHF+jIjYzpAlDDUX5YlcmiVLwOlMih8f+xjsy54b\nMCIpzo/ls9yYjTJvn+jVrkNel/p7knpH/1s5k/CF1etwuSOHg2cKWD6rmBtX1vHzN46z8UiyFbjb\nZuIfr1zI49tbeWp3G/UpQvXquaVIEhxsH6SiyEKly0JcSXbdshltKCiaKJ4vxweOM8c1R3NHiPyP\noQiHxJ7uPXzqhU+hoOR0imhugizOj8kWPyQk7RpRbitnjmsO2zu2a9uI61QsmhA/iqyUJa5zX3ps\nJ7VuG1++ZlHGc8+vUI+vo1nED7dF/c2lhuKvq1nHwd6D7Onaw4N7Hpw2YrT4riYj86M30IvL7BrW\njTwU0XkLoNJpyejYpqOjozMUXfyYAISlc6ioIEQDbXI6Aic9J/nwsx9mIDSgreSOJ/MDoKmvKa1u\nNxKPZKy+dHtDvHE4OfASZQq5yl6mu/Mj9f3XDHTBjTfCddfBJz8JkWTJzpJaF/5wjHBI3d4oG5nn\nnkdcidMT7GHDiQ3cveXuSd//fBGDXEUxcazLS7kt3f65oLKIv375ci5vrOC/XjrMSwc6kCW0rgPj\nobbYitNq5NbVDSyrS9qwG0rtmvMD1NyPiQo8HRoaV2wp5mSPjxf3qyvc4xI/Ulpinj+7hA+vaaDd\nE+SlA52c7PFx/Y/f4JWmLtoGAtz28y1ayORQmnv9hBLukIBfXZU/6UmKH+FYmA88/QF+te9XQFL8\niMTi2opuNuwmO76ITztfACMOosXK5kwQ9iaFhHNDkZzJtqRmc9JJMcrHa2Uvo0E4P9YmLO+i7MXn\nUwWQsZAiflhNBlbUF/PW8V5sifNh0K1Ozqwez4xs5z1eeoN9KIqBCnuWANpUDh2Cz35W/S4mgTuv\nXYxRlvjd1qSjrNJp4R+uXMiauaX0+yPMKkmWwBXbzZxTrb6HCqeF8kSQrcikGG8L7GMDx5jrnpts\nUR7I3qJchDZ/cNEH2dO9B1A7iWVDlGZmm1AbJMOkdXsZCA1QZC5Kc0eurFzJ9s7tmoguzo/hiLqv\nlS4LZYnPuMMT4p6/WZq1Q0hDqQODLHG4I1P8uKj2Iv7z8v/kcys+p90mci5uf/Z2frT9R5PSCn40\nTHTgaer1qTfYq/3ORsuhDtXd6LaZ+OhFczDIuXOxdHR0dEAXPyaEXIGn+YoF/7P7f9jVtYsXT76o\nTWbGU/YieP7E89q/w7H0spfUDhbioiTED+EgEBfBmdLqVk44VEyROJf+7fXwwguwfr1qY+9IWr6X\nJmr4ewfV7d3mYp7doQ4YZ1LpiyauKUbiCtik9N/M1edWMbfcwfdvXo7TYuSF/R3UuG0jtnkdDf94\nVSPPf/FSXFYTCyqL2PXNa/jNJ1ZTZDFqgacwsc4PMbAGdYBlNVr558f38PTu01hN8rha2RXbk8fK\n0loXVyyupMZt5XdbT/K7rafY1+ahvMjM//7dWgYCEW77+RbaB9JXXDfsa+fyH74KwOJqJ16fC1mS\n08SPNm8bgWiA/d37gYT4YXRw5b+/xup7X+Jge/bPTpS9pA6cR3KBiAyioeVRZytKQhA1G93JgNmq\nKvD7wTt8Vx4gs+xlNNTXq9tffrn6tzXlnG0do1iXUvYCsGZuKXvbPJhRn08xmhi0WXF7ozOuo1Uh\n6PT1ocRslDmHmdT198N73gMPPADPPJN7uwJS7bby+fXpwdu1xTYMssSPbl1JeZGFpbXpbhURnlpe\nZNFcCaIV63Ct7kfCH/Fz2neaee552tgj16RciB8fOfcjfGPtN4Ck8DIUIdBbjFMbeDoYHkzLNQPV\n7ekJe7Qxl7hOBYLqvlYUqWUvAO89r5b1i7NnS5iNMufNcvNqU+axJUkSV82+Km2BbJ57Xto202Vc\nFYqFkJAyFvPGSzZHUk+wJ+8xblPHIGaDzLZ/uSrjuNHR0dHJhi5+TAAiKXyoo0JY+UYbEFqUaMHn\ni/g0q2k+tZCCVPHDLJvZcHyD9vfQwNN2T8qFKGGbdZldmGQTNY4aXGYXDS7VqjlTnB++sPqenIE4\n5u4u+O534f/+X/XO06e17RZUFmE2ytz3knpbIGhjY5P6XbV4W5gpiHpqt0UdeJritWn3Cyt/sd3M\n3yTqY0scoxzYHDqkTgJzUGQxJksFUFdjJEnCYTFogacwseJH6mCqxFKCPxzl7RPqgD0YGWXpQg5S\nnR9Gg4zRIHPb6gbeONzNrzadYO28UjbeeQVr55Xx60+spnswxM0/28wPNzThDUX56h938ZmHt1Fk\nMVLhtLB6bikev0JdUV2a+NHqVUMoD/UdAtRzgIyVU71+enxhfvbqUW3bcDTOHb/bxjuJkgZ/xJ+2\nOtsyOPxvVwQ/FnpwO1MJhNTPw57qsqtOtLztGEU+xljKXmpqoKkJbrtN/TtV8MjWGnc0pDg/AC6c\nU0osruALqIKOJMt4i5yUDEZp97Xn/fTbOrZx18a7po09P196Av0oMTul9hxZBrEY3H47HD8ORUXw\n9NOTtm+fvGQu8yoc3LRqFh+4YBb33qi27qx2W9l453q+cEX6JG/tPHXCqOZRqJN0kSlkNybKbccQ\ntH7CcwKAecWjED8S55EicxEfWPQBrpt7Xc58s2whmpuPdtPnCxOOTt6YYjA8qJX1CjSHS+J9CufH\noN+EySDhtplYXufm69ct5tvvWzLs81+/vJb9pz1Zcz+GYjfZ04SY6dL2NhQLYTFYNCH4vleO8MSO\n/EOSI7H0a282Ua432Ju/+NE+yPzKotwZTDo6OjpD0M8WE4DW7WVI3aKWkTHKC7tYFekL9mkX4mJr\n8XAPyUpql4hr517L0YGjHOk7AmSWvZweSF6ITnQnAuFsZVTYKrCb7Gy6bROXzrpUfT8zQPyIxWNI\nciJoU0x8HQ6oTQgCbW3atiaDTDgaR4kluvL4rShRdTByYuDEpO3zeBG/vyW1pbhtJpzBq3n8vY9r\n95ekDPb/ZqX6OZzsGYUlOhqFRYvg1lvz3ie72UjbQEALWZ2sspdiazFbjvUQiRVmgibEj+uX1Wi3\n3XphPQDhWJwrFldiNamT3lUNJfzqE6tp6Qvwk1eO8OEHt/LHbS3ccfl8tn/jat6+6ypq3DbCsTiz\niho45Una3IX40eZrwxv24o14CYXV115a5+K5ve14gqow9+L+Dp7d087dT+/HYXQQiAbSJijNg8O3\n0RWhqKLt4tnOgE91yrjtKfZrIX60j0IkGEvZC8D8+WpLXUiWvYA68R4Jnw8uugh2pLTKHCJ+rJpd\ngkGW6PUmgltlA2FXCW5vbEzix093/ZS/HP3LpHVtKjR9wX6UmC238Pvtb6vZUD/+sVoq+eyzyY48\nE4zVZOCZv38X/3bTMr5/83lpeUxWkyGj5fXquaVYTTJzyh1UaOKHeh2Y7VKDp9/peCfraz2w6wH+\n453/0P5+cM+DrHx4JYqiaJ1e5rnnaSW3uZxkwvkhFm2G6zIjbhdjk25viNt/vpWVd7/I3lYvnuDk\nTPw9YQ9Os5O9rQOcSlwDRbaJeJ+esAcJiVNdcepL7MiyhNEg8+lL56c5AbNx/bIaDLLELzeNrkVw\ntaNa+/d0Ej+EOzgeV/jpq0d5aPOJvJ7j2T2nWXjXc9qYEpKi3HjFj0Ptgyyqmtx21To6OjMbXfyY\nAFK7vaTW5+dbJiImh23eNs2CWWwu4Y3DXew4lT10LBuptZo3N96M/P/ZO+/wOMqr7f9me1Xvkq1i\nW5ZtXHE3Bmw6hBAwECCUEAJJCKSQUN6EdAgkeUkhQCghlEBCKKH3FmywMbj3JluWrV53pe1lvj/O\nzhZpJcu2TMz36r6uvXZ32s7OPPM859zPfc5RdPHQl+RqL9Goyo7mRHWILz/4MQ3dPq6ddi13L767\n33E/D6VukwdWUyh2L8xmmWmFFPID4JYzalAjMiiHQzbUsB1Q4jNgnwdoyod8u5OJxRlsa/JQYE0Y\nVdm2hLE/Y3Q2p00q5HfnT+l3nH7oibWNt9466HM6ZWIh+zq9HPeb9/j5S5ux6u1HTvkRTlV+LN3R\njsWo47K55fzii4PP1B0IlXl2Hrp8JnddODW+rCDDwovfXsBZU4r50rTUGPdZFTk8fMVMANbt6+bL\ns0Zz0+k1mAzS9WpkSqG1jDp3XXwWXSM/AHZ178Ib8uLxG9ApcOtZEwmEo7yyXhRKWrWZcFTFarTi\nCXno8HeQa8lFp+io70mtRtMXWtWdkbAXQXuv5DvKdybJ2Q+F/DgY5UdfJFeGGURpFceyZbBiBdx4\nY2JZH/LDYTZwTEkGbd3SXys6PeTmk+WJsLv74JRtDb0NfNIkSbGPFIl5JLG1YyvdgS7UiI1c+wBh\nL48+CmecIfk+Jk6Ejg65lj//OXz44RE/R6tJP+TZ7Cybifd/eCIXzRpFhtWAUa/QEVN+jM8Zz5S8\nKTy17am0Kp171t3DI5sTyb//tOZPhKNhApEAu7t3o1f0jHaOxmqwYjPYBg17MelMcXtiMPJD6/vb\nXDqiUZUVtUmEiqonEPlsbIqeUA82g4Ov/HUl1/1Tkpxq5IemnnMFXGSYM9jc2BMPjR0qijItXDa3\nnH+srE+b+LQvkpOTHy3kRzASjNuQ+7t89AbCbG108/za/Slh0oPh5fViZy1Pus9x5UdMHRSKhnAF\nXIPm/FBVlUA48Ztuf4hGl5/qos++YtMIRjCCzy9GyI8jAG3mfXuzj8k/fzOeaPFgyQJNbrm/dz9d\n/i5MOhMf7ezhsoc/4dz7lvP3FXX99tmwv5t3t6ZKs5OdmqrMKmYVzuLNujdRVZVQRJQfkajKNX9f\nzc9f3hLfNhJVeWbVPgpsBYzP6Z/N/POg/PCGxXEItJ9IZPdXZaHFAgUFMjPbh/z45glj+O7iSagR\nM2rYSa7dii6a8blSfvhjOS8yLVYmlWSwrbmHC/6SyF6fPFulKAoPXDaT048p7necftDIj0Nw6i6d\nW847N5zA2VNLeHR5HfvaxVg+EsRZX+XH0p1tzKnM5VdfOoYr5lcc9vFPmVgYV3domDoqi3svmUFB\nmmSq5bmJWdvqPjNUWkLNHFMJvrCPdp843g29DfGZsR1dO/CEPHR7dFTlO5hTmUN1oYNnVu+jxx+K\nG5Q7Wnqw6K3xnB9F9iJK7CXsdaVWkemLkbCXVDR2tgJQnHWI5MehhL30RfLMfvfAJZDj0HKRJKtE\n+uT8AFEItLpiz5yiYswvJLMnwq7OgyM/Xtr1EiriSDf3Hh2JGYeKPa49XPjKhbT46yBiG1j50d0N\n48bJvdCqhHk8ogh5+OHP7HyHCi1vk6Io5NrN8bAXgFMrTqXOXUd3YAhtKQZPyMMe1x5GOUfFVaw5\nlpxBw14cpkT7S5fQMnlbgOuf3MrJv/+Av36YrIzQfaZhLx1uPS5fiA37XWzY3x1XHmjKD1fQhd3g\npMnlZ/JBkh8gIUxRFZYnVe8ZCFpFPUgl8Q8WyWPJ4SJZ+bE1lmsqGIny/X+t5573dw6674raDvZ2\neNDFkpBubHDF1/UNe9nasRWAEnsJ6dDtDXLSXR9wyUMr48t2xpKdji8cIT9GMIIRDB0j5McRgFbt\nZfN+D95ghGufXM3721pRFAWDMvQybpqh0tDbQKe/k2xLNm/FiJSF4/K47dWt/Zj3K/72CVc9toof\nPL2e/2xvJRhOjbN0mpwcX3Y8de46Ovwd8Zwfv3h5M+8kkSbLb1lMVb49hakHUYe8samJd7a0sL1Z\niIWjudStluE+GijE6I85oRaLOCZFRf3ID4DiTAve+qsIdpzI4poCwkHn50r54fLLf86y2plUmkEg\nHGVHUsb5LNshOrnu2Ayv4dAUAlX5Dv73gqmUZVtp75TZneSSgsOFZPLDiJPdbR6Or84f9t8ZKsqy\nbXFftio/lfzQlB8ZBjH4tHbW0NPAlPwpOIwO1retR0Wlu1dHdaEDRVE4/9gy1tZ38+TKeiJRla/O\nryAUUfEFDJLzI9ZflGeU9yuh2xeaXH1E+SFo75E+rzwvScWTmyt9xpEMexkIfcmPTZvEIf/008Sy\nrpgS0JnkBGikRyDxPMyqyCEajpEyioq1MI8Mb5T97v794ECIqlGe2/k8alj60wb356tUbocv6Xyj\n1vQ5PyIR6e+yYmGmGvnR1CShL9u2HfkTPQzkOkzxhKcgJVxh4DK1GpL7Tm/Yy27X7pREnDmWnEGr\nvWghLyA5LFTUuD2UDE1tpkasOC0G1u9LtHFV1RGKfHbkR1OXKPrsJj33f1BLhjkDg2Kg09+JP+zH\nFXBhQEJhD1b5AVCWbSXPYWLdPtcBty2yJRSaQ60KmA5XvH4Fi55edMj7JyMQCcRzs2xtSlV5bdg/\n8H/a0ujmsodXcsdr29jTJuEuq/cm2k5f8uOf2/6J3Wjn5PKT0x7vkY/q2N3uYfXeLtp6Aizb2cYF\n968AoHqE/BjBCEZwEBghP44AtNnsPW1+yrKtjC9y8o0nVrN0R9tB1bDXyI9OfyfN3mayLdm8v62V\nc6eX8o3jxxAIR/lwVzuN3T7e3NzMpgYXXV757dc3NfHVRz7l2F+9zU3Pro8fU6fo4rG7npCHYDRI\nY1eIx1fs5Zrjq5hYnMG4AgclWVZOmVDIuvruOMHyvafW8tOXNvHNJ9bw9cdXcdUj4rgezcqPuOw2\nasKsGRNaPH1JSXryI8tK1D8amz6TOVW5RELOuIP4eYBGfojyI9VYU6P6lJwfBwWN/Eg3o62qsG7d\nkA5z3Ng8dtQVY9abebf+3UM7l0GQPGPm6hGj7YTqvGH/naHCYtRTkimGXlWePWVd2Qdvctr25VgV\nmfHTkp42eZoocZQwNmss61rluro8OkbliMP5pemlKArc+fo2rEZ9XNHi9urxhaK5i84AACAASURB\nVH0i1TZlCPnh3jtoUkrNEVEYKREI0O0RA70kJ+nZ0etFLZZMfjQ0pK8AMhxhLwA/+YkQtK4+DsZt\nt8n7u0nPjpa42ZZUXaNP2AsI+YEqw76qi+IszMPhC9N2EDk/VjWvosXbRLBbyvI2fc6UH8nKBbsh\nM31oiaZyy4y1AY382B9TyGzb9pnl/zgU5DrM7GrrpSWWwFxLlN7tH1z5sbt7d/yzO+CmvqeeqqwE\n+eEwOfCE0ydO7Q32Yjcm+re+YQ3J0PqcXJuTF769gFeuP467LoiFEqp6QodpU0SikQOqCsPRMJ6Q\nh3aXjgVjc7lqYRWvbWxmw343OZYc9rr3cta/z2J543KiEfkvk0oPPvmwoihMG5XFun0J4qmtJ0A4\n0j/5doryI3Loyo+tnVsHXLe+bX1Kcu3BcMmrl/D23rcx6UUd/P62Vqry7cyuyMFpMfBpXSf+kPR3\nb25uZk8sp0coEuXGZ9cTjqqs29cdX76jpTdOdCWTH+2+dt6oe4NzxpyT0oaSkRw2dMtzG7jib59Q\nmWfnhlOqU0o/j2AEIxjBgTBCfhwBaNVealv9TBuVxd+/Nocx+Q6ufnwVCoYhS/2TJap1rjqMOOny\nhlhUU8DsyhycZgM3/Gsd8+98j2/8fTVf+LPEIX948yLW/OQUHr5iJmdMLuL5Ppm5tcHFE/LgDwfZ\n0ezj1ImF3HJ6DS9dt4DXv7sQgLljcglGoqze24XLG+KFdY088bHkD3jwsmOZVS4O5dFMfrhilRvU\nqBlzOHbdtUoKA5EfmbJ+VI6N6kIHajjhBKnq0e8g9gTE2Myx2anKs2OO5Zfw1N6Ap/ZmrKZDdMo0\nhyCd8uMf/4Dp0+GFFw54mHljcunx6ZmUfSwrGlcc2rkMAm328uZZN+PrmEVxpoUx+f/dhGijc2yY\nDbqUSjgA5V+/lAde+DW6cDZGnZF6dz2haIhOfyeFtkKqs6vjOTvCYROjYokPC5wWToypWc6eWkxF\nro0Mi4GuXlBR6fR3YjfaKc8oj+cAGQiaIxKIHh0x5v9t+PzSZ+Rl9THCi4pSyY8TT5QyqJE+ce/D\nEfYCEl5x0UWpyg9VTVQdMSYpuLR+LInoSBf2km03YdNKmysqhtwc9CqEe4dOfjyz/d8QsVCAjBOt\nnzPyIzkcINM8wEy+ds37Kj808qO7G1pbj9AZHj6+NK2Exm4fJ/7uP/z+re04TfI/tdxhA6HWlagi\ntal9E+FomHFZ49jU4OLWFzZi0Vviasq+8IQ8KZVTBiux6w660akWijLsKIrCMaWZnHZMEfPH5IKq\nI3KYNsUfVv+BK16/YtBttOo3gaCJqWVZXL2wkly7iTtf30qOJYe3975Nq0/usd9vjvWxh6aanFqW\nRW2bhyV/Wc41j69i1u3v8MTH/QmIKXmJ3FuHo/wYDD/96Kfct+6+A27nD/vZ2L4RkLxxf19Rx/r9\nLq5bNJanvzmPBy47Fn8oynefWkuzy8+1T67hpy9uAuDBpbvZ3Ohm/phcmt1+fKEIPzqzhmybkf99\nazuQ2j6e3fEs4WiYi2suHvB89nZ4WTA2F7tJz7vbWjnjmGJevv44vnPSuH4JgEcwghGMYDCMkB9H\nANqg1dQdZkJxBtl2E09cNRubSU84ogyJ/FBVle5AN6OdUla2xdtCMCCOz9zKHEwGHVctrGRiSQb/\nc0YNj31tNlcvrORnZ0+kLNuGxajnpAmF/Pb8qVwxryLl2KnkRwA1qucLU0viWcy1mbBZFTkYdArL\na9vZ3JSYfVQUWFRTwJh8MaiOZvKjzSNqhaq8bK6ZHYslHSL5MTrHxph8B2ooSVKpHv2hAXHyw2rD\noNdRE0sGFg0WxKvXHBIGU35sieWK2bjxgIepKZJzMKjZRyTpqTZj5nOP5eNaH8ePy08YRy4XVFbC\n8uXD/ruD4YzJRZw3ozQe+9wXPf4oo5yjqHPX0e5tR0WlwFbAuOxx8W3UqDmu/AC447wpPHLlLO48\nbwqKojCxJIO22GPqC/uwGWzxSg+DzfRpqqaBylL+X0MoVhrbYOrj6JSWQn1S8thdUjErTgpqGM6w\nl6wsOb52zJ4eyTsB0JlEOmjKD3fS85RG+QFgjyVTVRU17txbvK4h5RjoCfbwTv3bBN1TuWHxLADa\nfUPPI3E0oNnTFv+cYx2gP9TCiAYiP+CoDn05b0YZ79xwAotrCrj7vV18uktskuSwlxWNKzjpmZNS\n9kuu+rOuTRRn47LH8Zs3tvHEx/V0e3QDJjHtCfWkV36k2b4n2IOiWilKypHkMBt48utzUNAfdijt\n+rb1bO7YPCiBoI09atTKtFFZOC1Grl88lo93d6JEZczUKvS5PIZDCnnRcP7MMi6aNQqjXmFLLHRk\nTX13SnU9kJLCr5/3OnB4yg8N6WzN3lBvnPjZ3b2bhzY8lHbf5FBfVTXw2ze3c0J1PudOl3DA+WPy\n+PnZE3lzcwvn3PshkajKh7vaeX9bK396ZydnTSnm+6dUx4+xuKaQby8ay7Kd7SyvbWdbk/w/d9DN\nM9ufYUHJAioyK9Kei6qq1HV4GJPv4JYzJ/DzsydyzyXTsZmOfntsBCMYwdGHEfLjCEAbcFRVz+xK\nSZ6V6zAzY3Q2kagyJLLAG/YSjobjzguAy2OmMs8eT6r4vZOr+dc35vGNE8ZwQnU+Pz5rIlcuqOx3\nrNJsK8Gu2Vw47lIgQX54Q168IS+qao47/MlwmA1MKctkxe4OtjQmjOoCpxmjXkeOTfYJfkaZ2Q8G\nLZ4WeoO9dHnFsbtwxlhOKI8ZuslhL+3tEAzKKwanxUhploSM2M0GMk1JIRPq0V8O1BPyo0b1ZNnk\nfx6O0ZaCwcgPbRY6dOC2UJ4rOTA8/oEN6cNBIJbw9dev1NLjD3PcuKT7V1cnryGG6AwXLp9XwR3n\nDVxRp9sXpDyjnHp3PS1eyb3Tl/wgak6R9xZlWlg0viBOqEwszqS5OyHFtxmHRn5oyg/PCPkBQFTL\ne9BX4TR+POzYkSAiNEKtb06O4Qp7gYTzrT17yeRGMvmhkbgDkR9JIRoOo5AfxrArHtaR4Y3G291g\neH33G4TVIGOtizh1Yilq1ESX/8C5DI4m7GxPEN4OS5/Qg0gEliyBGTPk+0BhL3BUkx8A5bl2/nzx\ndKxGPXUxvidZ+bGjawet3oR6RVVVmnqb4t/Xta7DoDMQ9OWxbKeoZerawgP22b3BXpq74NO6TlRV\npSsWpZBu+95QL5GwmcI+doeiKBj1hsNWfux17yWqRgct860lXTUptngupkvmlDMqx0p9qwmrwco1\nU64BwBvuPaRkpxqKM63cuWQKT10zjw9vXszcqhxeWt/IvDve44MdbSnbWgxyTbRx7HCQ7hjBSDBO\nrLxQ+wJ3r707PgYko7Y7oQLa0xpAAX593uQUlcVXF1Ryx3mTae0JUJhhxqBTuOqxT3FYDPzii5OY\nVJKBSa/jq/MrGFvg4NK55RRlWLjm8dVc/+RmAF7d/SqtvlYumXBJ/LiqqvLDZ9Zz8YMf0+zy0+0N\n0eMPU55r57K55Xx1QeWI2mMEIxjBIWOE/DgC0KptHDe2SGKsY5hSlkU4osMXOrCcUTNSMo2JKhwt\nXXpmVWQf9PkUZ1oJNJ/HueXfBBL11d1BN71hN2rYnpb8AGH3N+x38cmehKFdEpPu59jk3RM8MvLM\nw8GXX/kypzx7Ci/teQaQ2OJ44r9k5QfARx+Jkfvee/H9X//eQq5dNAaAURmJJGTq50D54Qn5QTXi\ntMi5fvekcTz+tdmHf+DBEp5qy8IHNlotRj1l2VZ6fAr+sH/QfBSHgl7NiVeFkJmZ/Mxojqr76CrP\n2djtF/Kjp55mr8y+FtoK+yk/+obNJGNiSQahUEKt8PDSRl5c5cWoMw6asLfDJ9ei25c+lv//HDSH\noS95UVMjRMLeGJGkEX59yQ8t7GU4lB+a852u3R6I/NDCXlQ1hZR0mqT/c/r3Q1ScWqc3wq6OgR3F\nYCRIm7eNxzY+QyRQwHXzF2M36SFiwx34fJEfrd521KiRaDCXabnzU1c+9xz8+9+J7wMpP/T6o578\nANDpFMYXOdnZHMBqsPKX9X/huR3PAfRzeMPRMM3e5ngo0P7e/VRlVvHY8nqsRj2Xzh1Ni0vFM0DY\niyvQw/r6ABfcv4Iz/rSMnzy/A0hUXEvd1k04bElRfmgw6AxE1KGVUE1/Hq64wmWwKm3a/y90ZKGP\nEcgmg45rFlbRsncRd83/G8cWHguAovcdFvnRF5V5iTDMX7+6FZcv8XxqZWWHo9RtOvVIIBKIq7w0\nsitdFaBk8qOjV+WGU8enHX8unj2aJ6+aw4OXzeS350/BatTzu/OnkOcwYzMZ2PDzU/l5rMS8xajn\nOyeNozcQRo0KCbumdQ05lhyOKz0ufswX1jXw7Or9rNzTwdn3fMhza+S5q0iqnDaCEYxgBIeKEfLj\nCMDlF6PzlAmlKcunjMoEVU+758AzrJs7hBV/5qOEAe7zW5hdOXAN9IGgDVhf+POH3PD0OvSKGBxN\nniZAhYidwjRGCMD8MblEompKJZg4+eEwo6oKvYGjK1eAP+ynw99BhimDHa4NABQ4MhMzoZryozhG\nLP3+97Ju2bL4MTIsRoyx8J+xuYn7+HmYa/CF/KiqIR6fXJBhGZ5qJ4OVuj0I5QdAVZ4Dl0cZsBrA\n4aDLK068GjVSlGGhODPJYNOcyL5JJP/LeGVDIxn6YkLREOtbJUHxf7YEaO1WKLIL+ZZrzehXYjcZ\nE4sz4gYlgNur43dv7qTMOYp6d/2A+3X55FqoSnDYiajPIxRNKt+X5JswQd41p1dbn075MVyVXjTn\nezDyIxRK5CJJp/zo83msVcJVjvd5ISLHyPBE2NI2cBv5zcrfs/iZxdR7t+IMzufUSUUoioIeG72h\n/rPGRzM6/O1EvFV4am9kdFZh6srt21O/p1N+6HQwefLngvwAmFDsZFuzm2xzNqFoiEc2PwLQL4l3\nIBKgydOUUt2lxFbOC+saWXJsKadPKiYaMRKI+IlEU8kJVVXxhb2oUTM/PLUanaLE+6J0yo8unxsi\n6ckPk95IlEMnP5KJ3sFIX438KMvMSVl+bHkOasRBpyubGYUzmOg4jUDLF/olDz8cVOYlnPjatl6+\neM+HbG6Ufng4yY++x1BVlUAkEF/e6BHS1B3oPxmQTH6gGlgwdmDbc/7YPKaOyuLc6WWs/9mpnDQh\n8Vz1HbMumFnGKRMLZXIilkMtz5qHTpE+c8P+bn724mZmjM7i1e8sxGbSc9urWzHolJGqLiMYwQiG\nBSPkxxFAt8+PqioUOlNZ8poiJ6qqj5Mjg2Hp/qUYcRDuHR9fpkbszKnMGWSv9CjOShgY/17TwHVP\nSH6G/T3CpjuMWXFHvy9mlGdj0uuIqnDBsWVAgkzJsplA1eMJHl3khzaL4WpaSHXol3jrr6QsIzfh\nAPRVfmgVGzZtSnu8iQVl8c+K0j9D+9EGX8gP0YTyQ8O9l8zg+WvnD7BXGkSj8MgjCUJDc6zSkV2a\n1H+I5MeYfAedmix6mMMtOn2xmUbVwLRRWakrj1Llh6IofLxdCKTljcsxKCbueKWe7z61jrFZov6o\nyh2c+Bxb4ECvmOPfNefDRlG/sBdXwMX96+/nunevo9FbFzuJ6FGdv+czgxYnr9PBlhdBC+uoqZH3\nrbFKCgMpPyKR4Ql5gQT50RFLWKu126ysBPnR0CDPqqIMifzIs0v/7VBVCEvYg9MbYVdnUkhHH7xZ\nuzL++cqp58Vnyo2KA1/k80V+9Ia6iIbFicpzmFNX7u9zDdIpP3JyYOLEzw35UVOUQZc3hDsW5rHX\nvRdXwNVP+RGIBGj2NNPUlsiD0tZtJhiO8rUFlcwoz0KnyvXqS2gEIgFUouix8K0Tx/LadxfypakS\ngpuuf3cF3KhRa4ptosGkNxA9DOWH1tcp6AYlP5buX4Ya1TMud1TK8upCBxajjlc2NHHJQ5+y8tNF\nlDkqyDzUEvFpoE02LRyXx7++MRd/KMJ59y3n6VX70GFAQRmWnB99yY9wNExUjQ5J+ZGyTAkPqjpM\nRtrqSUkw6nU8dPlMvjStNK7O1BLlfrKnk3Pu/QiAuy6cxoTiDF769nH8+MwJ/Osb81JyXo1gBCMY\nwaFihPw4AnD7faDq+6kpsmNkQSCc3kH0h/28vud1bv/4dt7Z+w7m0ESImlGj4sRmm3MOqaRXrj0x\nG3zrWRPY1Swzm/VukTnn2QZ2qixGPTPKRRZ69fFVKIrkbEj8H91RF/bS6BZHIRK2sW63Cb1/ArkO\n08BhL6oqjs4AyTqnFBfH7wHKoRtlnxX8kQAKxn5GyFlTipk++iDCpp5+Gr72NfjNb+S75lh508ie\ntSSMvqERGadNKiQcMcTO9/CNvGS4fB7UqB7Q9Ve8HE3Kj2iCSLt8bjnvb5T7tdu1G4OaiUGnY3Oj\nm5C3CFVVmFA4uHrHZNBRnpUgR8uzsynLttLY7qDeXU9UTfzeG3ve4N5191LfU0+ZcT6h7ukA+CIj\neT/0Gvmx7UV4+nJ480ew8kFxevPzD6z8iEaHj/zQ1CYbRMEWfwYrKhLkhxaGM2VKavLV5GcxueKL\nVupaAYIy8+voNdCQlO+hL0IxTizQdjKXz5kcX27VOwlEjy4icTBE1SgB1UWZs4B/XTOXheP6lMDe\nvx/ykpb1VX643ZCbK0TY3r3p+8KjDMdX5+MwG+gNJe7T5o7N8ZwXGrr8XfQEe9jbkrAxtu2Hk2oK\nqMp3YDMZKM6Q69GX/NDUe7k2W5wYK41duw5ff3KsJ9SDGrEwvqj/TL5Zb0Q9DOVHY6+06bBnLEv3\nLUubyHdfzz5erH2BUPdsavKLUtYZ9DqOKcnk7S0t8XDf4VYczIyFQ3/zhDEcW57Dq99ZyMyKbG56\ndgPH3vYO0aghnrj8cNA354c21vojfgll80m+kXTkR/I9NhpCOA+x0s1AGFfoJBoj6DXy47HldWRa\njSy9aRGVsbLwmTYjVx9fxbHlBx/yPYIRjGAE6TAs5IeiKKcrirJdUZRdiqLckma9oijK3bH1GxRF\nmTEcv3u0oicQANVAvjN1Vsli1KOgHzBB6N82/Y2blt7Ei7UvMjlvCp37j6ci144aqzE/taT0kJI8\nJe9z1XGV/Pq8KahRI3UukTkXDkJ+gCRW/eU5k6gudPLvb81nyQxRQmTbjIAe7xBymHyWqOuW2cxL\nZtWw+tZTeON7C2Xg7hv2kpeXcGAuuQR27uxXGQGguigjUSXlc0B+BMIB9JgOvOGB0BszjjUpuOZY\nedLkhtCWDZFUmFOVy7xKMToHKp14qHAHfKAaef+HJ3Lx7NRZvaNK+ZHkOF27aCxWvR0TYuD1uou4\nckEF88fksnT1BPz7L2VScd5AR4qjuiCxTXV+LlcvrKKp3UEwGkyp5KAZu8+d/Rz5/iuI+CqAkYov\nkWgEnVZp4r1fyPvaJ+D1G6H+YyEjhqL8UIA9Sw//hAoLobwcVsaUF+nIj7o6eZ88WZ5DTYU1gPKj\npiCp7LNXxoBMj5F238AJTwNqJ9bALF669BcpFRYKzdWE9C28sP3tQ/l3nzm6A92gRCmw5zOnKrf/\neLp/P8yalfgeDYC7CQKJ8rhx8kNVhZRqb+doRmWenfu+MoNoOHHfN7dvprEntezt3h4h0aKhhFqu\n12vj2kVj49+LnDIO9s3joVVVyXckqr2UZwv50dynr1VVlUDUg1XvoMDZX/lhNhwe+dHg6kKNGgm0\nn0BnoIMXdvUvv37/+vvFFutYFJ/MScbFs0dzxjFF/PZ8SVJdmkahcjgozbJSd+dZLBgr/XWew8zj\nX5vD1LJMyf8RNdLa23uAo6RHsnqvr/JD+97l86SOB/7+5Icn6EONiK1kMg2/InBsgQNi5IdZZ+fX\nr23ljc3NLJlRJqriEYxgBCM4Qjjs7I2KouiBe4FTgP3Ap4qivKSq6pakzc4AxsVec4C/xN7/v0Rv\n0I+q6vuRHyCl0wZSfrR5O7Hpnfxg/D9ZvquTgL+Rb501hl+ssYGxhznlow/5nG48bTw2kx5FUZhc\nmoW6xkxHQEiCmoKSxIaqCh/+HswZ4OuCiuOYWzmPuVVCkCQrB7JsJlRVP6QErp8l9nWL8mN0Zj6Z\nNmNCrqo5ACv+CBE/GKyQnwP5uXDsaHgiKiVbZ6Rycw6zAaOaTYROVCKoqnpUZxoPRgOYFD20bIac\nMWBMMtzadoCzCCxpSjyGAxANgxqVV2ssB0DzHtizDBp3xn4gCBtfBJNZjm20Q+seWddYCx21oOhA\npwdniRwr7ANLasx0SUYma3zQ7umlqk90yuGgN+hDVaViT3/nZkfsPHdB6zYIuMHvhmAvlEyDcBAy\ny8Bkg55mcO0HfxhWvgITxoMtFyoW9PsvQ4KqgjYLqejBlUhYmWPR8/WFVTy8vxdFByH3FM6dXsaF\nMxXO+FMn4cAkagrscs4ZxQP+/oSiPJbWyefR2VlcMLOMPywrIoLEv5c45Fmv7WgH1cjM297H5Qth\nyBBj0x3wUGhPe+j/E+jw9WCIxvKeRAKw4Fr4+D75vulZcXqfk4SRcXVHX/Ij6JP+5bGz4ZjzpV1l\nlEL7DtCboLMWVCCjBIxW2PqS9EXTLoaQDzp3y/OWNQrGngxTqhPkR1cs/CVcK0RI3UrYuCL2u5Ir\nhp4eUSy4O0EPRBAViKqCojCrPPawKUDXLrBbyPUb6AmnVp3QEI6ECeu6GZtZEi9TreFXi77FBa+8\nxe9X/pUvjT/lYC/3Z449XaJuGZXRJ9dH0Au9zVBfB6VJeW/uiOV7CiYtc22CdbfJ53nz5L1rL2x4\nGlAhowwySyF/AkSC0F0P3g7wtst7RhnUnCn3WtHH+lAbtG0HRwHYDhDaqrWRhtUw9hTpy402iISE\ncNPpwFEEhRPju8ypysH792tR9L1kjn6W9W0baOlJbbe7OqUPr8ouQdMAHVM0KmXGvdCZwaZO6Pb3\nUp7UFLwhcaoLnInOY3SO7NfaK6R5JBrhwQ0PxkrgqhQ503f6ZoMBwoceXrqzvQ01aiFbP4FIsJKH\nNvyNJdVLMOrEDtjj2sPLta+guhaSa8ljYkn/sXDJsWUsObYMVVWxmfQsHNtHdedqALMTTDFCSVEk\nPG7t36H6DMgb2++YB4Jep3Dz6TVc8teVqKqBjnSTDENAsmLD5U8lqTQVTDASiOf7ANjbLc/+J02f\nMLVgKma9mVZPD9FQFnp9C3p9ulDXEOiHqAZRVbk+lsx4lSzJUSX7v7HBhadpN+dOK+U7i8elP0bI\nB517oGBCotJWX0Sj0LYN3I2ync4A114FZx0PJ50j9pD+AG6PlvfqKLbxRjCCERwehqN0xWxgl6qq\nuwEURXkKOAdIJj/OAR5XJZvex4qiZCmKUqyq6sA626MR4QC0bhFnLhoFVDFedHoZCPUm0BlQvS3k\n4MP8jyVCIIB0wlmjKaUTb0SRzjnkk2NmlEA4wNa6WsL+MG/++zGi6PjN1GIuzDLxZ8ClKnzR8xa8\n9S9xLI1WMFjkuJqzGvRAT5Ocj3ZeOgOEvHxb0UPYAW9GqLTl4YhG8SJ/4eqWu+EJL0Qj4gTWfxI7\n51jnXzoTJn4RWrfGjLRtYDCTYc3GoQYJBo+iKhHeTjrbRJY+ueUDiOyCtq0yaK5fK87AB3eAziiO\n/vFBsPfCzj/J/neeDGfOh+Kpcj/btkNmKV+PlvNObwu1jl5CkTAmwxAH/Wh0+JIfDgWqiiHSxdhw\nPfxlvrSR8gXitAc9sP01WWbNAhQxtvNroHUzNPcJ+3k75qhv+xge+wLUJd3nM5fAEitkxf7bppiR\ntWct/DmJPDLEDPuAWxw5nUHab2YZU3t8vAI0NNdBRkFsezNYk+StgV7obQFHIYS8Qh6oUWmrWrtX\nVbmXkaAYZJ4GclQ/prd/BPZcaN8F7dsh5IdVa+W4+7fDfYPwr85iIT9QYVkA3g/At+yQrxfHIi9m\noFmzUsqIYrAk+gK/S149jXLt1ag4LSDX3p9kdL/0Q75VWMNb7tHsz6rlclOQCS0voegM/G5iBxt3\n7mHS87dC127QmyF/POSOld8KeuS6GcycHsnlgdgh57g/xLahiZvL3Pw6DOu3vsP8sA7MGTQ078IY\n0XNTxQ7sZgM7vHt5FGjbu5ZxWRXSZsNBIQBMjv8zhmBbjwudRn4sugmO/648HzvehE//Ci02yb/x\n8MXgipEFK/8JT+2Ua6SqsHmpaCoLJsLe5UKaAMI2qEIsm+zSrtUo5I4Tp/il62Uzk0P2rX0fdrwh\n4Xp7A/DTSvg45rCqscos954M7wbAoUAkNpw+8mWgAboawaIDTxTuPwVKFTmuJVYOvfw4KIqA/gOq\n3c1EsKCGgyiaQxO757ubd6EoUaaoXbDlpdi45YOQjwko1OhyqQ3XS3sxHKUztqoK/m527RKiaEHP\np/Bxr/Tvu/8DXXsgpEJ3D4ST8uOc9DN5xsMRuEPKnuI0Q3kJKBuExAK46xh43Q8zTFCihTzF7nda\n9FlnzpA+UmeAstngyBdSuWG1bBcJSt/S0wxpZunRGaXPCSX10RULpZ+MBDCPOYkfZnrZ3RlmncfI\nmv2fokb0Mh7GsHrncgBuKGrhxphY40pHLbz/a7FXgh4W+CO8CzRve4+pIX+sLTvo6BLV0KyON+DF\nzWCwMimWz6G9eS0Na57nlh1PsC6wA7siSouTI+vhvvnSzvQm+X+ZZczs2sgOm0qoYS3GjBJwFsr9\n83XFbK2MgfujcBBvbyNOFf6xoIlbV45io2kpT75zG1+tWACKwu1r/4YSVTgtkM8tJ+zD+dEd0NsK\nHbvEbrLlQOYoKJ2BotPzBV0U1jWKDeHrgu69sfuSBEuWjEHBXnjrVvnuKJR7Z4yFEeVVy32PhmTb\nwskJElunB72R+Toju5YEWbguiK+3VUgWk02O19Ms+5qdEAnLMbSXOUO2622lpz2Ri6axYSfkjpfn\nFWhtrwMkufXm7f+Jb7dv33oatr3KVStv4buVX+Hr488mHPGQG3HSDVgi9hRIcgAAIABJREFUbfD6\nzTL+7vtUzqNjFxRNlnHIlguBHhmHHEUy7vW2gKdN/n/LFnDvl7G9YCLk11Cm6MhT/HQBE3Rd/PnM\nDorsHbDydbFLYiV/iQTlP65/ChpWQeExQmz0toCvW+yJ7r3yvAR6ILn6lF+FJ3pg7Zuw7XZpZ0ab\nPBdlxwoRqY89O952OV7LZrjoSSibmb6NjWAEI/jcYzjIj1IguUbefvqrOtJtUwr0Iz8URbkGuAbA\nZDrKDCl3Izx44gE3G5OfS4/ZIgOlPU8650gI9n1CqS2AP9AGv5/Qb7+y/Fw8JhMPm+6SBdvldWxB\nHusjZgqX/0IcH80Y6gtFB/YCWR+NJGbx9UYhWSJBUPTowz5GlxSxDRNZ0Qj57ctlllFnkMH/1Xyo\nLIavXwnZEfj4Xnj7p2DNEQOtYAKETSidu8m2Bxnd9SG88wsx8kN+UCOQNRqOWQKzr5EBcTD0tiWU\nCBuelt+YerE4CLs/ALMD1j0pM/TeThnIi6dC+04xBP0xSy3sh94WyjIzICeL8o9+FbMvFRmcW5sk\n5OWnnWJs+F1Qv1KuiykLHloE0THiZH/ykCzPHQN7PuC6YC+2TCd/IJvwb0djuvzl1MGxq07IIVUV\no6Bjp3xvWC0Dvj1frq2ik/uRP15mgwsnQc1ZqdfI1SDOek6VOOF+l5BabTvEudCb5b23TWaa/C45\nrqcNPG3kFeZgVvVw3kPQsAZq34OmdbGZwVFw4gLIMUg76dwDdR9CTiUcf5Nca0Un12zlE8BK8Nhh\n/p/h4VuIP7L7I/APM7z9dzCr8Nb3gJ1gLoFzfyftLhKU2e7eFjnnhtVitEYjsOsdxuvCUFJE4TtX\nw8tJEn2DRdqa3iCzpgeJUQV5BI1GcVajIVGf5FeLMWrrAnaAIQ+W3AvmTFhyPWQ44ScXQNEocO0T\n9UpOpTi+6/8X1I+gbj7ccAt89Cdp5yDEiqLINVNVaZt+lxin1kwxbm15MrMf8sDin0jbC3pgw3ri\n3eLHD2OxKrwMeF0KGdG74EVZdS5wrgLox8PZd8s1bdsGjWvF2DY75d4GPYz1dWKoGEVYUZiw6T5Y\nH+Ei4I/lZbg3P8yWlXdTFI5QlJtNj8nERXt+DMBHVguPFhVge+Ob8Oq3EwY6SJ9y5WsJwgdkprt9\nB5THCDa/S57FjloheCoWCqnr7ZDnMj82W9eyWQzVQI88B6Uz5dpl9QlP6gutXzHFZpb3rxaHtbdF\nnIL8GjGYy2IhC94OOY9PHpK+YuEP5Jlc9w957kJeMdr9Lph8gbR7TwfR936EQZt0Pu478pwdewVM\nOBtWTYfI+/Di67BhNfhjCr6uriRSCwk7MVrg2pgio7dNCLDcsULmmR3yPyJhuTZmh5CkHTuT+gpF\nHLJAD4x+BN66HSKTwLYfrD645M/w6mXwmBECKoyfBOffBM9dAg074di5EN4FFVWwZSuUnwDTxgrB\nueNNOa+iSXD1H+GuKrJ8HUR0Ydx3lpBpjPUBhcdA5x58/hYoKeSEvc/Ctif63ZrTMjO4OycLz6+L\nsGeUxp6zXJj1dWn/0bCMLTq9OHHZlQMTwoEeac+DQVVh17tyTcMB6T+dxVC3TGZ2FUUS1fq6xJnx\ntMK+T8DdgNVhh/xcpu94EraE5fzKZsH0S6FLAX4IX74LloTA5YaFNyR+13itJD+Z9xW45g9wRwXU\nxYiSqutg9R0QqoG3n4XeRnESjVYZL225YgtYc+Qe7HxTnitFkbbYsSvRHus+iqnSemT8sWbL+BDy\nCZGdUSxOW04V7PtY+lq/S9pW5fHyW9tfk+thcsq4s/S3fBvABE+EnPyGbAw6leT6ZcGOZSgWMyet\nvwMqRWV64rY/yzSWowCMNsb5WqE4F/uK2+C9RJ/tMBqhrJhi1yZw7YKQF1vQy+jiHFaymq+s/YRO\nvY7CSIQWgxDlMzqXQ9FscVojQekTa99jjMkINiO7Hz2F8aGQqFu69sg1AmlLtlw5p9Hz5B6jSt/S\nvoPi/GwcOh1V/7meJ4ELA0U8t/dfXLb8j+iBHaNL+aLXx688v4d3ketjzRZyQo1Kv7bzLbF7kmHJ\nlGfTlguLb43ZdbE+0t0g/VnNF6RfdjdK3wRy36JhCZvT6YWoQoWtL6dt3gagqLSIMtdy+ENMvaOR\nY0NAwGiAMlH45Sy7Gd78Tnyd1WSEUqly51r/F5RMJ0WRCM72D2h84VUoLqR13f3w3h0Yyss4NdLG\n0zi5pKcN1v1T2mFOlRAto+fJtWpcJ8SBpj7ytku7cxTI9fK0Q+l0mHWV9P2tW2HTsyiRMCX5Drow\n84XghxS9+/rgf8xggeO+L+qmfZ+IgtVZLNe2ZLpcH3MGjJojBFbXXthTB9wB9Rb4wr3QuV3amaIT\nu6dth4x1kaD0TdZseYYOZLOOYAQj+FxjOMiPYYWqqg8CDwLY7fajq+6ioxAu+icRdCzd1Y4vGOWZ\nVfVMKrTxwxNLYwx1iM1rnqFTH4Svv9vvELWPno8u1ABn3SwzfHqjGM7mDLasfxa3IQLX/DMxo61G\nWbh3OUWeNrjoBunUNQcy7JeOP9mpHkiGGNbKN5og6KHxiS8De1EMRSg/eCtVCvjLcnEezrxakl5e\nv1bYdLM2S5EwXLseXoAu2iqhMmNPlpABRQdNG2QGpHkjfOEPCaclGYEeePeX4qA4i+Xcuupk3Xu3\nibPVFJNymzNkG1uuDLCrHoHSGXJPCqSGPHoD5FWzcscKdNHtmG/YIQ6nwSL77v4W1D4vBgiIMVN9\nauJ8JkwEXwFc/apcXxT5r6oK7kY2v/83cD1NOOyDTx+GkhkJ+fEL3xLnTIMtT4ypudeKg+rtiN1P\nVYzd3f9JzPza8sT4zquWMIvlf4Y+mfgHROZokdgqOplRceTTsPdNRjXkwfNb4evXwxl3yrY9LsjI\ngrc7oLFx8OMCRF6K3WQ3nHaFfK6shD2xEJfObvjKjfD66+CoAHaCLwJTv3zgY6sqgV0fwPLrWVd2\nAfOrp8ekw24hcdyN8n365XjNedjC3fK8GCwxZZMu1u4VecVmPlW9kdXv3EXEpMItqxMqKQ0PLQJ2\ngC8Mk8+HNWtgUyynyeaL4PSL+5+r4Ul5f+1t+NHP4PIXD/z/hgLnp0BMFXD9Rsg0Y/B1kRH0inFp\ntEr7CPkTRueBFBi+LnjqFFACmK/9BIw2FL8b++vX8ZJexxOlTVgDDpyqnYhRD998FlDpad0La/+H\n90ouZ1qhFs5klfb6/u2w9HfwpfvFQd/wNCy7i4FntdPAnBlTpw3QruddB6fdnros5BNSde+HYjDb\n8uAbS4UYfOzsxHaKPvXZS4Y1WxzNNY/J85Zu2//cAVO+DB//BZ1BQReNXWNjEvluy4Hjb4TyC+G2\nCqj5PoSvlXVF8+HapLwCG78FW55LfHfkywtS+0G9AfQx2bxOJ4RoMhwF8rr4x3DNnaBMg4ISyGyB\nc5fAnzph9WrJO3HRVyA7Fi5x3hOSE8T7T5g2XciPaVfB6afL+pYWuL1ICEFFgaLR6F3yjGypuYh5\nJkVI5p4mGD2HNf4QhNcQPek+KKsWJ8dolVc0QnDp36D176yZ9BUW4pPr3LAGdpyf/p6UzU7MWFuz\nYv3wGZJbpX45ZFfAmJPEyTU7ZFw99kohQjf/W8aI5Hwqr90IRcfIWKPohGDwxvJwmDPBlg2jZkPJ\nDD7aswEiK3FctwEMxgTRBPDoo/I+vgaOO67/eVttEHJDfkylNmFigvwIx9Q0GzbCqx/BlVdC1Ynp\n///oOfIaDgx0nIoFqd993THlXIDqlnXwyU8J9+lLNhizsGLA+J218PI5AGR8Z5M4mTH7wF+/Ad7/\nCr+KXMj/zJjJiRWi6qvftw163qB+/v/C3PMAUFSVB2pX8eCWp/nAtZKby85jaetWWvyiMOGcJ2D8\nSf1OfW5nHbx8Nj+xn8ET1aMwfXKvjG2n/ErulbdTxtP2HUJwO4sBRSYSqk9n6+73sJiy4FsvoIT9\nnLH9ff6w71FurfgxxUoJXepv8BR9Ec77qowpOWP6k3FBrzjqmqovozhVkTgYxiwa2nZ+V8zOIFW5\nqCi0vfANPNEI0bNuRRfskX63YJI8c0GP2Hk6Q+LlbYdwgH0hJzd/uB2QHDxris7htPEzZNxUI2yt\n3Qj+dwB4Xl+DTekhYszkA3+UrbpyYAWvGcaweOYl+Dv+SEfJEt6fcj5ZpRPBNsRQz0j4wKElANEo\nex89BWjFN/37MPkc+V/OIrm/kRCgxsZ2o9wr0xCqvWzZAj+/LfY8rwXugJ5e6CmFUy8d2n8YwQhG\n8P81hoP8aACSp+3KYssOdpujHyYb6+3zufWFTWxs0AzoXN5vggvLFjE614aqqtSvegu7Pn2yKsXg\noC2UAbOuIhiO8ujyPcypXExvIMy+6OtkG3XCYifh/FGz+x9Ip09PKAyEZDmyyc7ovCI2de1lYnF1\n/4HK7ZbEb6oKmzfD+ecPOPCHFDurbHPhpj/1j1V+/w744E7Y9hqc/muYfpkYL64GmT3f9qrMmMy4\nXGY5/d1wxu9kxnjFvaIkGXuyEAyXPS9GMSRyJyQ7tUnYtXMriuoUuWwyAoFEstN0OOYY+PBD+awR\nJCDnnFmKYskFF7hqlpCx8RmZXdRkxvk18MV7xPjOqTxw3DaI4bP7fSFSlt8tziEIwXPeP2TGpKdJ\nZiT0Rqg4TgyCSEDILJNNpLN9DLeeh9/hZ398H9yvSV6CW2+VFf4YAdZ0gGizcBgeewzefhumT4eZ\nMyUJ4KmnwiefwIUXynZvvQVf+hLMny95QGDoVVQUhcKCcgDWWqbIrFAaPL6ijl++tIVlN19EcWbi\nfu9u6+W9ba1cMb8Cg07h+bUNFDgtZFmNtKkKY+256Z+P5ISnqgovvZQIV9ASR/ZFW5vkgWlqgptu\nkjYyHGEgyZUiwmpsJqto4O2HAms2ep2dMAGcWeXSbjJKmFAymQ/2fYQC+My99PqyGW3JFacRqDAZ\nYS080JjHped9PzURod8FK+6R51WrEDH5QlFMNK2TdmzNikm982UGe89SIbLseWLY718lBnh+tZCG\nZqeojlq3SOjBinvEiZn37Ri5G4XnvynP2JhFMPdE+OSv8OoNsq85E772hjgl5kyRQwd75XdMdnmG\nbLkyC7jtFfj4LzD/epj2Ffldk10cCkuWEK3L74biqayrugD9il8R1evQpbvHo0aBzQarViWWJef8\n+OgjuP9+yEiTU+eQ76lVKrmsXClJmjMyZNl3vpO63YqY0sTtTiQpXrwY/vGP/iVcIdFvZGWR2doI\n6FlasJh5x5+Xstm7z9wO4TVMm3QqWPurMo6pOQ1a/85bmXNYeHLMuQj5RXmgRuW+R8PSTtq2CeGd\nNUrIXl+3ECVbXwYUmdlt3SoSdzUay5GjCiEMMqNsdsCC78LMr0l/uPEZ2PScKE3CfhlvrnxDCI/k\nfhzYtOdGiJrJySpN/RORCNx5J0ydCgv6EAfJ90Gr9gKS/+X12Gz1unXyXlgIP/4xXHABOBz9j9Hc\nLEm2kyvKfBawZsVCHWFKRjG6T3/Rr5xsyOCnxD5BSNYYlKyylG1Ks8QOqFXy+P66YpaeuginxcjO\nyDuw/Q0ybUntQ1EoGzuLX45NJJCtXfYn2C3kR0VRZdpTHZ1TQbFtNBt7ffwqeAm/uvZyOad0IVV9\nHO1QJErH7g+otBbEc57Mt9j5w75HeaYhQsRrwFENJaXT+tlZKTDZRLFzJDFI3qgMezZ7fD7udi3g\neydXD/mQD7ywkdVKEI0iWK2vhjnfiK//tO3fcfKj0xRkQlYF2VYnq0P7qQtJn+U2h7h6dQFUQEZu\nBXnj5h3c/xoK8QGg05Gdaae3F6oqJ6fmSckoGXi/A+Hxx+Gf/5SxOjkZ8SuvwKIhElMjGMEI/r/G\ncJAfnwLjFEWpRAiNi4BL+mzzEnBdLB/IHMD1ucv3AWxqcPGl+z4iz2HmZ2dP5JevbIlPDFzwwHLu\n+8qxFDjNBCMhCgdwss16IxE1QmuPn28/uYZP67rIsBhw+8PYyoPYjZ9NOS+dXmJAF5T2MfRUVQw8\nrQynNss/APQ6A/6Imt7ZP/EWMUA//IPEs297Dc65RxydTx4Q4+OCR2Sbvjj3L7JtH+MVEOdoAOLj\njU3NtHo6yXSmkU4HAokyt+kwebI4Ci5XosRhEiwx46u95mJGBbtlxqh4iihYqk8X0uNgoNMLuTP2\nZHECvB3iKFgyxcA/BPiCEVCC2DRJvlaZAtJXaemL2lq4/HJYHpudmz1bnDkNmzbJu9MpjtXSpUJ+\naGU1PR75zdxcyMoCk0nUFe++CzfemPJTkvgOWnrTqwHaewP87s3thKMqW5vccfKj1e3n0r+upNHl\nZ1ODizMnF3PD06IQUhSwVfVQlT0p/f/THNVwGHbvhgcflPN3u6V0ZW9vwmnZtUvWtbXBuefCN74h\nr5dfhi9+8cDX8kBIJj+0MszDgOKMTPb3uDEmqcBq8qpY2vhO/Lui85FrTbTxqswqDIqRoLme2lZP\nKvlx0k/FGO2oFbVV2WwhMSBVOZUMjajUMD3NjFvuGBh3sjgw/m5468ciXT/+h7Ds97DlBTj1NiEt\nQGYAP/y9fJ5xeUpCx3gfMmZx/9+Zdom8NGh9VUGNvH/tDahfAQUTaVj1LrlRFXUgA16ng/HjU8mP\npqZ4MlG++11ZNtzVhObMkb5p/vyBiRVtududqARz0klCgCb341rfrpE7WVnYvX7Awta2un6HrevZ\njV7JITsN8QEwq1Tawo6OpNAfowXGpUmAWn0qHHOeqHi0RMy+LnjkTAlfWRwjaiOhBMndXQ8r74ex\nJ0k/27fvX/QjeWn4ojogOdkV6MCkS+N0PvecEEZPPz0wsamVu9XIj9NOgwcekOdYIz/+8hc47zz4\n3e/gF79I3f+tt2Sf009PkCb/BVgMFqqzx7Gtc1u/ddW5Mkf14pdexJ0mzMIeI5StJc/i3pvNQ8sq\nuOGUarq80v/n2gafmR+bVwixZpJtHtjWOWHUfJ7xPs/fP67lnGkLOTbfSLcnSLa9DwHS5zlt6PKB\nzk9OUkLvvFg1O4NzC3qHJLyuKThMkvkIoywrA7ffzx/f2cm4AidnTSnmP9tb+WhXO7ecMYFmt5+V\nuztYXFNAW0+AcYVOwpEor21sZnaVnU0xXmt/t9zDx5bX8eTKvWTnJSr86EydVGXPwqgzkuXcyYLx\nNl6oBdXQRW/IjQMoHk4SNw10OumLMszD+DsffyzvtbUJm2fsWHj1VbjrruH7nRGMYASfWxw2+aGq\nalhRlOuAN5H0WX9TVXWzoijfjK2/H3gNOBPYBXiBKw/3d/8bmFSSwS/POYZzppWQYTGyqcFNq7qM\nC6fM5n9f8XDxgx+zuKYAlDBZAxiKZoMRVQlzyu+XEgxHKcm00OiKxc7qgjjNn02phQ3tGwA4rrSP\nvNfrTRjHIA7iIDDoDARD6avXoChisFYtEuP1nZ/Dvy6Tagc1X5CkUoMhHfFxALywdh8Gczfj85OE\nRrfcIkqGefMGJz+OkVlwNm8WJ6MPLDEZfLetFC59rt/6w0LSzNzhoMMTQEcAUzAWi3ww5Mdf/wrf\n+57MTF54oTgCfStZaMZtQUz6PW0ajBmTIEUAJsacUp0O/vUvmQUF+P73E6WFSZAf21s62NXaK6Xv\nkvDbN7bhDYoVt7vNw+Ia8AbDXPXYKrp9IU6dWMhL6xtZuaeTqjw7PzpzAu9ua+G1nl5GZw5g3HZ3\nS4nSUAjOOkscxfvuk9nal1+Wmdvt26GsDH7zGyE+APLz4Wtfgx/8QIic4SA/ku9HmhLLabFvnzhf\ngzgZTpMDmzF1fUVGRfyzqupB76c8O1Hi2qQ3UZN9DOu9e2jo7lPu1mAWRcaRgt4AF/4dlv5WQlDW\n/0MUVPOuk5eG6ZcmyI951w/f7yuK5C4B3H4PBVE1UcklHWpqZGYRYO5cMbbvu0/UT2tjCXU1ddRw\nYc4cISE//VTUCemQTH5s3y5tZPRoea1aJcqROXP6VzPIykLv6kGnlrDHVZtySFVVcYX3U2AfOCeL\nzWTFEM2hwTPE/DyZqWoCrNnwreWppING3BlMok46556hHRsGVWX1hjvJsvVxuqNRuO02KWO8ZMnA\nx01HfjQ0QHa23HedTvqFCy4QJ+t//icx3mzbJgpKgPfeG/p/OUKYlDspLflR7JB+syqzqt86SPTZ\nALnlL/Pwsmoun1dOt1/6jGxb+kmJ+D4xBamCQoZpYId3bslcntr+FFZnA69saGJPu4cbn93AvZfM\n4KwpxQPuV9/pRdH7ybMnxtIss3w2Zq6LLyu0f8bKm4OE2WCmMEtPwegsfvDMOgx6he89tQ5fKMI7\nW1vZ0y5jh8Wowx+K8ub3jqfF7afTE2RauY1NMbOt0+vl9le38NAyIT/N/jZMmqhCiVJiLyHHksNL\ntS+xqSOR8Hx0UTedQIHjAPl3DhNaWV6naQi/s2sX/Oc/8PWvD3LAsPSRAH/8Y2KC4atfFQXszp0w\nboBqMiMYwQj+z2BYylCoqvqaqqrVqqqOUVX19tiy+2PEB6rg27H1k1VVXTX4EY9OKIrCZXPLybCI\nYXbXhVNZ53+AH31yFS9+ewGzK3N4Y3MzBn2ETHN6I0DUAxFcvhD/vnY+J9YUJI6vC5FpHkJM4zDg\n9uNuZ0bBjBSnCOg/Y3kA5YdRMRBKqiufFjodzLtWck/UL5eY8CnD7BzEUBt6EdXYxJlVpyUW/uY3\nIjf2+w8c9gKpjnwSrDHlR29w+GbphxutPb1YQkly5u3bE2RWb/pQLEBCOa6+WpQeGzcKWbRkiRAW\nydCk8gWJdsuomGN0wQWy3+OPwz33gN2eauhrs9ExaIa0yRjm169tTVm3bl83T6/az1XHVZJlM7K7\n3UMkqvLdp9axudHFny+ezjXHVxFVocnl55snjOHkiYX8zxcqiBIi15pLP4TDouopl3AbduyAJ5+U\nkILRsTLSXi+88IJcs9deS+ybny/ETUGBVPsYDhys8iMclvM8f4BcCjHYDLZ+5Ed5Rnn8s1GxYDIG\nybOnzoDPKZmJztLI7tj/C0eiPL1qH93ez6CUtU4nSrGL/yXhDN9ZJzlAkh3Z3DES9/+VZxPKk2GG\nO9CLPgqKYZB5gQlJcvjrrpO2cd11cMMN8izs3Suk33BiTiy3Q0fHgZUfPT3y3FdXy3WtrBTVwQkn\nSJtLQ34objfZulF0huqJatVugN3tPajGViozxgx6epmGElzhRtTkykcHg8+gmlCPP0RYcZNj6dM3\nvPyy9Hk/+tHglbn6kh8gCkGTSZRvRUVCmn31q0JsLlsm27jdohyzWKSPDQZTn/1DRXPzIe96TJ6M\ndcn9AkCxfWBiAcCiT0weFGU48Yej3Pv+Ltwx8sNhHmRygYTaw2lyoh9kcmNW0Sx0ig5b5m7c/hDr\n9wsJf9Oz6/EEBrY3dne4UXQhipPK6Bp0Bmz6VOc6xzKEsNT/Isx6M8FIkAcum0kwHOWHT6/HF4rw\nxaklWI16bjxtPNWFDvwhGdvvfH0rL69vxGn18cTupNxJSoiHlu3hlImF6HUKETX12pU4SphaIGTq\nru5d8fZw2gyxIWwDKGyHC3HywzgE8uORR+T5GUxVt2FD4tn68ENRnRoM/D/2rjs+ijp9P7O9ZdN7\nQioBQm/SUUEFbAgqyp1iO71T7N2zYPds53kqKme5836KFU8ERURQUJBeQwKBJKT3bO+78/vj3dmZ\n3exuNpCEAPt8Pvlsdnd2dmZ2Zr7f93mf93nxB6/yb/XqE9ziKKKI4nRAH/bgPL3gdDuhF7TUilPJ\n8O8bxuPOmQORopX4Sc6FEDMSgHFjQl4ChqRrMSCBD1JEIieS1b3LtHO4tOBS/GfOf8AETjoDB5a6\nurBZaalYAndX5AeHMdcDs54HFnwEDOmBzHkQGNlqyNk0LBgUhFzR6cIrPwYMoJKHUOSHlIgTq7P/\nkh+NRgNUdm8AMnIkTQRqvB1FhEqDQBXIrl30uHw5BXAKBfDll3zQxYE7fsK6eI78SEujkplrrwUW\nL6YyopISfjlh/S0AqUgKESPCuDwN1pc1Y1N5C+wuN1iWxdPfliA5Ro4ZI60QZb+EAw1NeOx/+/Hj\nwSY8cXExZg5JxchsfoLLZQNbvUaHycrkzgenqYkCv9HeWu/nnwfmkrGfjxABgK+/pmWFprDJ3vUl\nJvYO+RGJ8oM7L7uQzGvl2k6ZND/yQ+KBi3V0mnAOTiwCw7Co6KDzZfn2Gjz45T48/k0J+gyDZpNB\ncnxO8Pen3Bm8nKKHoLMZIXaz4cmPwYP5/5OTqfRr/Xoqf6ms5Im0nsQggRlqdggVBleuxSk/uM/k\n5tKj3U4KkEDyIz4eYFkUS7LAShtQ3mz0kRgr9u0BI3JhQpagxCgIsjQDwEqa0WyMUMF0EnCszQKR\nxIhUdcC9YelSIoiuvjr8CoKRHwxDajEASPcSB2efTST7mjV0rK+/njLOn30GnHceLVNefmI7s3o1\nfd+6dV0vGwTTMqdhdMpofDDrA/y28Dff62nq8OUgwvlCo6UWV4zJwMe/V6OyjeYNMlH4Dn2xXtN0\nTo0RClqZFsMShwHKchisLjQbaMw1O9z4bn/oiulK7705TeO//hS1P+HVK+QHy5I6K1LfqzCQi+Ww\nuW1IjpEjO0EFo92F5Bg5/rlwNL67axoWn1uIy0aTb01+shoby1ux5kAjRhR1+K0nPV6MeaMzsfSP\nY1CUGgNG5K/STVenY0gCT+bOGEBlgy12SnoJya7eAHefUUgi+B7uuB49GnoZzvdICKmUru+hQ8n3\nI4ooojjjESU/jhMvbHsB876Z5/eaRCzCvecXQatiIBMHnwSkaVUA48EjF9KAk+MlP2YMTkGMkoVW\n0TfKj5AIJD9YljKZISAVSeGBGzanO+QyPohEJJ8vnttrmT6nxw4pEyJb0dgYnvwQiUj9sX9/0LdV\n3rIXc39WfpgNUDi8So+xY+mxzCtvFhIegd1eDh2iLKZQ0REMEyaNAnlAAAAgAElEQVTQpP6FF/jX\nuGAsMGAcNsyfSAogDRiGgUKsQFG6HAMSVLj2/W0Y8eRarC9rxq5qHe6cUYidLVvgFDXhQFMllm+r\nwV/OLsD1U/LQYmnBmqrVuO/8gXhkzmBAZAfLsmi1EvmRpAwia+aMXhcuJJn6Qw/x76kF5Wa//EJd\nNITgyI+kpE4kznFD+HtEovwINrELgjtG34FnJj/j91qsPNYXcFhdlKUNJEg0UgqeG4x6/HyoGS+t\nKYNCKsK3e+tR0RJGNXQaocOmp24v4ciPMWP4/9VqIkPOPZfIv95SMIhEZDwM8AbGgRCLiQBpaSHz\nXo78ECquNm8OqvwAgOmxA8CI7Zj95re44h0611aXU2A8M483rQyGwYn5YMR27KjpfmvqvsKRFh0Y\nsQ0DYgOMsEtLqbtLuN8cCE5+ADz5Ee8tp1GraX3r15OJ6tdfAy+9ROcI95twhrQcWJZ+11J/BVxI\ncKo04X2qrY2Ilw8+IC+jMEhVp+KjOR8hRZUCuZhXQ3ZFfgDALSNuwZzcObC6rLhsggRg6NgCCDnv\n4RCvoGMUp+i6xHNC+gQ4xFXosBlQ02HFuYOSkZekxpc7g5j3elHVTmNMjDy80oMjYXoUBw4At97K\nl8SdAOLl8Wi3tsPpcaIwme7L3COHRZNy8czcoXhm7jC4PSyMdheKMuja/urSr6CVaTFrWCJeu2oU\npGIRRmXHdSI/MjQZkIllmJA+AVmaLNw68lakqlJR2k7nYUSkxAngzZlv4qpBVwUfrwPBzU2PHAm9\nzJYtPAnJgfMju+giGtsj8T6LIoooTmtEyY/jgNlpxqqKVWixtvheE8p9nR5nyAxIskaNWCUNRB7W\ngw8qHoA0/jekx7Owuq29zrR3iWCSwjClLzKxBAzjgdEWofqjl+Fi7ZCJQpS2NDSEL3sByMNi507y\nhAgAr/zogzKA40Sr2QilPYD84CbUwrKXN94AXnuN725z+DDJ5CMJ3mbN8g8U0rwT5g7/rBOGDvUP\nvIKQBgqJAk6PHY9eRGSg3eXBA1/ug1YhweVjs3ConYKEYVkKfHbLRDw8h7Lu7+1/D3/99a84f7QH\nV01IxIzPZ+CuDXeh2kjBV5IqyGSKk4lnZNDvLNzX6dPp8dVXqfPDm16PAS7Q4QKbk6n84IzcGCbs\n8nmxeRia1NnwlZO6c9DI/CfTaikRQGXNLbj+w+3IjFPiqUtpPc3G/kv49SSMTj2kbgmYcJ4fBYIS\nEHXfeDQBoIC3tjY8QanVkorL4+ED7QcfpGs7M5O60YQgP85SkdpGnroK+/Q/YH+tHo2u3dBKUpAX\nG97MeUwGlSHtqDt8/PvXyyhtoQZzBQmC4Mhup2OaH9zjwg9KJf3egWPIX/5Cj6MF3UPGjCHV2xNP\nUJkaVz7I+Q2UBfht1NUBzz1HJtKRgLuXCsfrbdtIhXTTTWTMHKGJsnCuEgn5ccfoO/DnkdRBpMVR\ngesn54IR0fjfFfnBEbBdKT8AYFLGJIDxoNVVitp2CwYkqHDF2CxsrWxHdVvwsqFaA41Bgao2ESMK\n+7xHwM2TQnUN6waGJA6Bw+NAha7C54UV6ImlkUtw7aRcjMuNh1IqRrxKiliNDSJGhILYAijECtjd\n/Dlwx4xCXDnO//flypzePu9trJy3EkqJErmxuagz0bUi9HjpDQxJHILHJj4W2e8Rjvx45x3g/feJ\n/Jg0ifw+AnHOOVQ6On9+l+RgFFFEcXojSn4cB9ZWrfVlTzmYnHxgaXVZIZcED7IlIgmcHgqsdzbt\nRJluLxSJv2Ol7ia4PK5eH2y6hHAyxWW7w5ieysRSgHHDYAthetrHcLMOyEIRSDZbeOUHQLJko5Em\nkgFQe8mPV9cd7Jfy7nazA5/tqODJj5wcICEhuPLjjTfIo2DhQnoulMl3FxxBEODp4fNQ4RCE/FBK\nlLC5bJg1NA2/PTzDtx+zh6VBJZPgcAcFU/fPycGEfPoelmWxsXYjAODbo9+ipK0EFpcFG2o24IWt\npEgJq/wIzAwBVKLj8VCQkpUF/PADvX7RRd4NFWR9j1f58d13ZNY2ezaRLUJSMZJAZR+ZFINlw0t/\nQ+Af5/4DT0x6wvc80HBQJSHVmZu14erx2fjf4ikYlEbLWBz9g9zsbZhdekhZSdcqgBdfpMfU1PDL\n9SSSk4nACIeYGN50lbueJ02i63vWLFJ+BOn2AgD5SMCwxGGQag9Akb4Cf19XAon6CM7Ont65PDIA\nI1IpqC9t6/552Vc42kbXf0aMgDyqrqbrKRLyIyaGHxOFuOkmUtsIu7sMG0YEustFZS/c8VOpiDzb\nsgV48kng4EF+O4DIfTw4daLwPhCYpGhqimhVDMNAJpJBKpJGXA6Sq82FUqJEaVspbj27AAopEWpS\nUfByXw4ysQwqiSoi8mNk8kgwEKPNeRgmVwf0kt8wb3QGRAzw5c6aTsuzLIsmIylQAoldh7uHExar\nVnUmwTmFbA+QH8WJVGZ2sO1gSPKDg1wixq3nFOCe84vQYW9DgiIBYpEYcokcNhc/T8mIUyIrgf99\n4uRxPm8oqUjq++2EPnA9Nh/dto3uR3V1x7+OUOQHy5Li5k9/ornqpEnUdUto3A/wJvZr1xI5GE5B\nEkUUUZzWiJIfx4H/Hflfp9eaLc2+/y1Oiy+LGgiJSOIzefKtR8orSHpbZtglhORHcTGRBWGUH3KJ\nFIC7Xyg/3B4WHjjCq2e6Un7MmEES87Vr6bngeKhk3qwW48amwz1U+tCD+ODXSrRbjXzZi1pN5oyB\nyo+6OvI/efJJyno2NZEvSNFxmkhmeO3jAzuQTJrk/zyIYkIpUcLmpglaZhw/0Tq7KAVGh9GXgbI4\n+UxfpaEStaZayEQy/FT9k69rwQvTXoBULIVSouxsoHbgAPDpp/R/WojsJsPQ32WX0fOUFGpd+f77\nJCcHqOzFaCTTwkjR3EyT5Yceom1obCQzxC++4JeJRPnR2MhnlwMzxxFALpYjScGTQqkq/8Cdu2fd\neV42/nb5CCikYmjkpIAw2yMoaztJcLg8cAtMOsNh3cEmHG4K3loZAOweI+SeCMiPBx+kGvRgRNrJ\nhFbLn0uBXQ0mTyaCkiu54Mw9veQHdDo8NpEvqdnUsA6MyInZ+ed2+bXp6nQwrAS1pv5b9lLeRqV+\nfsQoR+znRdCm/K9/pXtBMCQl8QQpQKo3DuMDSobGjqXSwaeeIrPl227zL1/pilzlDG2BzuSHXA58\n8w0974YhqlwsR6oqNWJFhFgkxqD4QTjYdhDxahmun0qlj10pPwDgtlG34bLCy7pcTiaWQcIo4GRt\nkCWtx0+tb+KIaQemDkzGV7vq/Ix5ASLNrW4i+DuRHx66X5+fcz7uGnNXRPsYEs3NwCWXABde6P86\nR3r0APmRo82BWqpGSVsJRg+Ih1TMYGxO6NbAd84ciEWTctFqbfWd33Kx3E/5AcA31gKhzW2F5EfI\n+ajHA/zzn5H7m/zrX6Quff31yJYPBm4uFkj8B3q0cfMOhiEF55o19Dw2oNTpnXeOf1uiiCKKUxpR\n8qObqDZUY1fzLoxLHef3epOZsiwsy8LsNIckP6QiKVysC0aHET8e+7HT+/1K+ZGYSGZ5YZQfCokM\nYDwwWE++8sNkd4EROcMfw66UH/HxFGD+9htNSOPjfRNTtcxLnDBuSCX979LZX6cHRA5e+cH5EZSV\nkergww/p9aQkmgiMGkXPv/6aHoVGjt3BWWeRaSBXKsJBqfSX6AeZ1KskKhgdfDCqklGwPbUwyaf6\nAPyVVZtqqYvCzJyZaLI0obS9FBnqDFycfzGWX7Qcr5z9SudM9S23UA2+VkvdGcKBIz/y8ojQufFG\nPnMbSuUSDuecQ5PligrguuuoLCEujsgozi+lK/LD46Hs8jnn0O/KTei6CWGt+8B4/+CYu2clCgQh\nKhmRAP1Z+XH1si14dvXBoO8ZbE5fSaLbw+KO5bvx7i/B72dOtwduxgSNUxRZOUuorisnE9w2pad3\n3j7OpJgrdQtQfkCnw9CkofjHOW8AAGTxv0PCyDA+LbzfB0DBcIwkDR2O+oiJqL6Eye5Cg4kSFH7k\nB0fsR6L8GDo08rKUIUO8LZRzOpcpceWIcjllrJctA+68k3+/K2+ff/2L7gdjxpCB7WOPkcqkspLG\na46M7gb5IRPLIip5EaI4sRil7aVwe9yIVTG+9XSF64ZeF9E5BQASRgowLrAeGntXlK/AlWOzUKez\nYvNRfzJ957EOMCK6jwaS32NSyKfnwfEP4k/Dw7RKjQScAi9QHdqD5IeIEWFIwhCf8uPAU7MwLLNr\nn5I2a5uv05lCrPAjOwBSwDCg3yok+RGb6/s/ZCJp925SV3zySQR7A0q2ALS8+ziJ9EDlB6eAFHaU\nk0r9PZkWLybFG4f33yd15/DhRMYEwumka+p4tzGKKKI4JdD/Irh+jm+OfgMRI8J1Q6/ze73BTJJa\nq8sKFmxY5QcArK5YDavL2sl4q18pP+LjaVIYRvmhkEjBeMteajssx9/qsAdgtDkp+JcKjmHg9iRF\nYKw1cCAFqtu20STTG2iOmHs9bl7ZDIZxwx6JwWsfgmVZ7K/TY1JBDJRctxdO+dHcTOUb+/ZRRpsL\n/rmWnVxbzpEjj+/LGYYm8YFGgACwYQPVvCcnByU/srXZqDJU+Z5/8ZdJeOmKEYhVSX1+HwD57HDY\nVLsJhXGFGJ40HC6PC9sbt2NQAkn882LzMD1rOk2IuOxofT0fUIRrk8dh+nTal8LCzu9x+9id0hdO\neWOxkOpEJKLSGoDaAwNdl720tdGELDeXWhB/8QVv5NYNCO83gVle7p4lPNZqL/nRX5UfZrsLu2t0\nQdUcOosDZz23Dj+UEDFd2WqC1elGuzn4sW4zOQCxGTFOtm+9PHoSHOERrIStqIjK4MKQHwCQF0vd\nasTKGoxLHR8xIZ+uGgBW2ozq9h5o49qDcLg8eOWHQ4DYCAaMf2lHRQWRED2t4FGpqPSF8xISgiOd\nU1L48kMhuOA6GOrrefNUrn3nc89R16rSUhqvuX3hyvwiQJIyCQVx4dsZB6I4sRhWlxXHDMd8ZSVd\nlb10FxKRFAzjAsPQ/efXul8xY3AStAoJvggofVlX2gSlnLYjUPlx/7j7seLSFeEJnkjbDwsN0e+4\nA3j2WVLycaRHU9Nx3ZsDMTRxKA61H4LT44RcEsaDSIBWa6tP3SeXyGF3dVZ+cMcmQ5MRdB3CzmBB\n56MeDz+2RmrQyx2zujqaExwPuLG7ro5+q/ffpzH6iSf4crRRo/wVWIG48Ubg73+nzwUre9m+nZRa\nnHoqiiiiOC0RJT+6AQ/rwcqjKzEpfRIGJ/BZco1Ugx1NOwDwgYNaEp78+OLwFyiILcCIpBF+7/cL\nw1NO8h0fT9nvo0d5EqGqisphNm8GACilMoBxY/m2akx9cQPmvL4J/9lcBbO97zPFJrsLDOPw700f\nOAnhAv5wyMujGmyuHnvjRoBlody5F3euaAYYN2wuT/h19DHq9Ta0mx1Ii2eg5MpeVKrOag5hUJef\nT0TIzz/zteg9jeJiCtSzsoKWvRTGFaLR3AiTg5QdQzNisWAcqSEOdxz2+VJw15XJYcLOpp2YnjXd\nl8Ftt7WjMC6AqJg5k9/3/3UuUwsLqZQmaJyvgxAcefbaa8Azz3SuKw5EoLM8V3LDBUBXXEGPXSk/\nuPp9rp2wXg98+234zwQBF/gtKl7U6T2ZmOr+heQHRBRM9FflR1mjASwLtBo7lyFVt1tgc3p8xMiB\nOgMk2r1otAX3pWgyWMCILdA4WL5t7KmGcOSHSESlL795W5ty5IdWS/97yQ9hUHTugCDBewgMjM+D\nSNaOgw0dXS/ch1hX2oR/b64CIzEiTh7vG4MBAHv20H1C1AtToXXrOqvhAJLlFxdTVxYAmDaNfy83\nlw8UObLz8cdpXWYzkRwmExk63nILZdKXLiWPooMHaexKSaHfsxvKj3fPfxf3jr236wUF4HwpStpK\n4HA7IBFJumck2t5OgeuCBaSGeeUVUsXl5/vIZamI5hdyGSlL7W472h1NmDsqE2sONELvVZx6PCzW\nlzUjL5V+20Dlh1Qs7aR084NeT8fuz3/ueru536eoiH7Dxx8nE82jR/nrL1JSIAyKE4vh8DhwVEf3\nq3pTvc/rKhg8rAdttjbfuKiRavzv5SDlR4w0BjcPvxkX518cdD0Z6gyfCW5Q4jM7G/jjH+n/SPbT\naqXWzg88QL45kapFAqHX80mDkhJgyRL632Cg32H4cODi4PvUCYWF9HsFKjzWr6drhytzjSKKKE5L\nRMmPbqC8oxyt1lbMLZzrCyJUEhVmDpiJX2p/gdPj9A02maV1VJu7ZQsZYXmDJC4zcrjjMC4rvKzT\n4NIvyl7i4ym4u+46mogYDNTJo7GRgsLSUpqwtLR4yQ8PfjvShkS1DFKxCEtWluDpb4PL0HsTRqsT\nEDmhkQmOoTEgIxwJ+ZGfT4MiJ6f87TdetglAJGuBrZ8Fg/trafuStYx/2Uvg/gqDdYmEJwgGDaJW\nmb2FxETKOM+YQcSEN3NUEEuEyxFd5yzMofZDGJIwBEqJ0nddbWnYAhfr8iM/ACBTIzCCDFT7rFhB\n+/n225ETIcOHBzeX5JQfH3xAE3eu5ST3vYHZw8DyFI78eOst+iwnge9K+cGRH6mpVPqSmQn8978R\n7YoQ8Yp4/HjFj7hv3H1B31dL1b5j3WhuxMwvz4ZCWwazo38qPw7UGSBL/h5N7KZO7zUZ6Jhy5sQH\n6nRQpH+FFmZd0HVV61rBMCzUDs/pqfwAiPzgOllx5IdIRGVw3m5NConCd21Ny5oWbC1BMSp9IBjG\njV11oZWCJwM6C+3v4CwX0tQCnxuPB9i6tbM3UU8hJSV4aVRMDAVv551HzzkjRoDuO1xwXVFBc4dn\nnwXOP5/vRLZ8OXmFxMSQYfWtt5J6Tyajz0ulRNI2NJCn0113dakCSVQm+swvI0VebB4UYgVK20vh\n8DhCdrgLieXLiUDetYuInUceoZLDykpSUgCQiajsRaXgx9tKfSUuGZkBu8uD7ZVUfrinVodWkwOZ\nCeR1IRV3U4Hy73+TQnLZsq6D83376Lc7dIi2e/lyImv0euD++0lJde21kfthhADXsauktQQAsGzf\nMty1/i7YXDa4PC58X/k9LE6Lz9fDYDfA5XHx5IdM4ysp3dO8B/O+mYd2WzvkEjnuHHNn0I5gAJWw\nDdAOgJgRd1byOBykPuLQFfnh8dDx8nioPHb+fOCrryLzuAr8XpuNL2m5917ajhUrqGyXU7Y+/nhk\n6xs4kNZZK2ibXFcHfPklKWCDqVijiCKK0wZR8qMbGJQwCOuvXI8ZA2ZAJpYhRhqDWHksZgyYAaPD\niF1Nu2B2miF3eDB1/n008Zk8mbI3ajXw1FN+WaeL8i/qRHaclLIXj4cC/PvvJxMotRq4+26S7XJG\ncBUV5IVx4430vLUVuOYaKERiSMUUbJ47OAXf3jEV04uScaD+xAb+40GH1QqGYaERTuICyY9IfC24\nfT54kDLAZjPw/fe+t+XJ63DY2LkbzMnE/jo9xCIGWhXrT37k5PibvAYej8e8BoeRlAOdCK66iiYc\nTifwyy/ARx8BgE+xwWW3OLg9bhzRHUFRQpFfQL6xdiO0Mi1GJo/01TYDQFZMFv9hAVGFtjZStsyb\nRy0p5849sf3Iy6Pr+cknKQu1ZAlltcrKgAEDaNLEKYZ27wZuuIGW58BJ0rVaYM4cClSAyJUfqalE\nUl1zDZ2TTz1FJMw77/DdBrpAmjotZIZWeKy3NmyF3W2HTHsIlpOg5IoEB+p0kMVvhV22Fy63vwqn\nQW+GPO0rHNPTcdlTfwyMyAG7J7i8vclMgZTC5jw9lR8A7/sB+Ld6jovzu24GxAxArjYX2THZEX91\nUQL5ZpS0lEf8mb4Ap1qyotHPzwClpUTsT5x4cjaMQ2IidYT597+JvDh0iO4HwvIXuZxk+i+9RP5B\ngbjiCkpOcMqFtDRSLI4ZQ8aUQnPlHoJEJEFRQhEOth2Ew+2IyO/DD4cP03VWXk7zD6mUjLcB6pID\nQCaRgfEqPziCu0JXgcx4mje1eUvY1h1sgljEICHGA430OK7d996jcoepU2mcCNVNq6GByBohYTV7\nNv//vfdScH/4MJU0LllC5um7dnUm5btAdkw2NFINDrbReFLaXgoX68JR3VEs27cMD258EFd8ewXG\n/d84ON1OtFpJLcORHzHSGBidNN7/VP0TjuiOoEpfFZG6OEebA4VE0dk7K1iL5lAkT3s7EQnc9TVt\nGpVqGQz+SYNIwM1bOPLj11/JcHbePCLMuO3soiuVD1xJK0feOBw0v927N3JfnyiiiOKURZT86Cbi\nFfGQi+W+/7UyLSakT4CEkeD3ht9hdpqRrBMECiNHUjZh2DBg2TJIGD67nqxK7pRt6RXlx4cfAvcF\nz/TC4aABZepUqj8eM4aXNAK8Edz69byMNi2NJlRr12Lq//0GuZRFRqwC106kWtGcBBVqTkLdd4eV\ngjatXEVZTLe7c7Af6PgdDELnf66u+vPP/RYxOSPwjuhD7KvVY2CqBjp7G5QO7yRLoaBAOVwL2yuv\npPPjjTd6dwP/9CfyUNm0iSaOXkVEZkwmFGJFJ+XHMeMx2Nw2DIof5JPvelgPNtVuwpSMKZCIJKGV\nHy189yR89RWdB/Pn98x+aLWUmVyyBHj5ZZo8DR5MmcD6egpa7ruPApXZs0lFtWkT76sQ2GmGYeh3\n6o7yA6DMottNJMwzz1D295xzjr8NrxcqqcpHfuxq3kWbqKiAqZ96fuxvbAQjtgFiK9ot/qUvRzuq\nIIvfjhr7LrAsi0PtZHTqgqUTUQIAHTYK/uWnM/kxTmDUHYb8eHzi43j1nFdDf8/GjUSszp3rU5Nx\nXgFVhshIuOOF28Pi+e9K0WSILHtstrsBxoFGcwPyYgX3ds4HqLeUH93Bhx+S0vLss+m6njuXAjyR\niO4lx44RgRFqHAfoXsP9pmlpdG9KSiISvPwECamdO4Hbb/eREhyKE4pR1l5G5IdIRiRGR4RlT0eO\nUBDKMEQATZjAv+edayjEVPYiljiQqclEgiIBFfoKJKqJaGk10TW/rrQJZ+UmwOGxIEYW0+mrwqKm\nhjqGXHUV8PHHpIhcuLAzWbFsGZnJsiwtyyEujpJFL79Mx3rGDFr2xx+Bp58mw82xY7vtIyFiRChO\nLEZJWwmcHifKO+g3/KTsE7y7713adCORRTWmGrTa6N7PJQViZDEwOUzkB9ZKaqJmS3NIPzoh5uTN\nwYV5F3Z+Q+h3wuG11+jx009J0QTQPeGaa/hOLDk5NHbNmEGPH39MY1qkhBDn95GTQ+c5ADz/fGSf\nDYZhw+i3uvxyMkD96COaN4wd628+HEUUUZyWiJIfJ4AMTQZS1alQS9UYnjwcWxu2wuw0I0kv6Hzy\n0EPAzTdTNqG+HgkVNKhzXgaBZIdfPXIw6PWhB4wffyQmnOveAVCmnTN5Wr/eX+YH0GC1dy/JBVta\naJLz7LP8+xwRIFxnXh7t04wZGLZmDzysG5sfmYmR2RTgZScoYbC5kPvwavxa3nctYXUc+aHwms0t\nWuRPfmRHmMUULrdwIdX2eoN1q4wmlx5PL5aIdAONehvaTHYcqNMjPmUPPin7BAq7mzw8uDr2rtQu\n118fniDpacyeTZmwhgaIGBHy4/I7kR+H28mJvSi+yBeQl7aVos3W5pPiC+u6/Yzsmvm20/jnP+n3\n5MpLehJXX01EyD330IR/6VK6ztasoYDK7aZa/KwsvoQmsPMDQFndSJQfMhlPogwdyre9vfNO2s+q\nKsoenwDUEjUsTjIu3tlEXY480ibo7N3obtNHcLg8qOig1qqMyNrJ96PBSNtsdOhR22GFjWn0Lmv3\neQUIobNT8C+x2k7dspf58+leHqp1q0rFGx6HIT8K4wtRFB+i9bXNRmRmdTWwcqUvGxwvj4eM0UDn\nrIetFw2hD9YbsGxjBW7/ZFdEy1scLiiU7WDBEvnR3EzkwNNPkwFsYEvgk4kLLiAVwvr15OtRWEhe\nTKmppO6INLN9ww1EVmzdSvf2EyE/3G6aQ7z1VqcAvjixGGanGUd1R1FUY6UkSkYGkbPC9r3BUF7u\nbyotVFN4yQ+lVAZG5IJIbIdKqkJ+bD4q9BVQSMVQy8RoMzlQ3WbB4SYTzitOhdFpjCi494Fl+fLB\nWbNIvbdkCRlfCru2WCx0nwcoQVRc7L+e114j5SyHG26g8eCpp/h7Pqe+cTiIrN66tcvNK04sxuGO\nwz7jUwBYeXQlsjRZfiUpVfqqzsoPWQzcrBsmp8mnHnF4HBEpY2blzsITk57o/MaOHZRQGT+eEgvX\nX0/7+NJLlCi65RZa7plnSJnIKZFGeL3tJBIijlasoGuQM1vvChz5odWS4mPx4uM3aAfIIHXHDrqm\n3niD5rOxsUTe5eR0/fkooojilEaU/DgBPD/1eTw1+SkAwIT0CShpK0GDuQFJnPLju+8oeAaoZhdA\n5o/bAQApKhoQA8mPsHWz+/fTJOjCC4mgCGyp9uST5Glw+eU0WbnuOv9e9DNn0uSEyyIDJM0HiKUP\nVp+s1VJW5vff+dckEpqEjRoFbX07XG7/QCIrnlezrNpXj97ClqNtWHeQ3xe9nciPBI+YsvCffEJt\nAQHa/jBda/wglQL/+Q/5m5xzDjn2ezPzJiWRHnZ3Z4PFk4GJL/yEsc+uQ4fFCUZJGddOrTqvuIJq\nYvsLOBWGt/VuYVxhp7KXQx2HIGEkKIgr8Ck/NtZuBAMGUzJJui+U5PqRhkLlR0kJEYKRBg3dRWoq\nGfWZTDTRW7yYyDKrla5/jnjKyqLrKFibXbWasrThsmB1dfRdwv147jng4YeB11+nrgNjx3ZSKEUE\np5Ok9OvXQy2jspcNNRtwzHAM52SdAwDQOZvCr+MkoLzZCI+YTHQZscUngefQbCHyw+I2YH+dHiJZ\ni3dZGzosna9fi9MKsCzEFuupq/woLKSgPpyBJ2e2G4b8CLLTxqIAACAASURBVIvnnqPAlTPz9I4N\nDMMgTZUFRtaCvTURrus44PIqTUrqI1PftdvaIM1aBgDI0+YRIdnURBn/iRN7795wvLjpJiJQY2P9\ny5S6g4ULKaiLiSFy50TIjw8+oBIcpZKCXIH6gzM93de6D0MqvWrP+fOJFJsyhYxag8HlovFYSDwJ\nSXrvHEUtU2BQmhJSCQXtBXEFqNBVgGVZJGrkaDPbsa6Ulj1vSApMDlOnTi9h8dprwKOP0v15qNcD\nY7y3DS+nYgBorLJYgNWrQ+9TIG69lUoSGxvpN/3mGxojrr6ayhQj8KcYmjgUTo8T31dS2W2iIhES\nkQQvnf2SX9nnMcMxtFnpXij0/ACAvS17YXXxxu/d9XYBQKT6+PFEyE2bRirO+fOBd9+l+dFDD9H4\ntXkzkSFPPUXJp7ffpjGJm4cBvJoWoJJUIUpKaJzk5qUcOPIjNhb4v/8LbiTcXQweTPO88nJKIPzt\nb/4lwlFEEcVpiyj5cQJIViX7BpqJ6RPhYT34pfYXJOu9kwNhv/EBA4DZszHwrc+QX2dDqork6xz5\nkR2TjXfPfxf5cfmhv/DhhykIX7OGBs6RI0m629FBWZbNm4kAmTWLJh+//EI1qlyGGKAJ32WX8V1Q\ndu+miX6wtp4chJ4FAK+myMuD1O5ErM7m1+I2W0B+ZCccx0AbIV5bdxjPfccbbjV5tyvZ7A1s5HIa\nKAEicbpj6LloEREfgJ/zd3wCZfDtrv5BfgghkZqRqcnEhSlnU4aXw5VXAqtWnbwNC8TgwUQGLl0K\nWK0ojCtEi7UFejtfO3yo/RByY3MhE8ugkqpgdBrxY/WPGJ483L9VZTAIyQ+AiL3eBhdAyWREmu3Z\nQwZvHC65hEjJYLjrLlJtvf566PXv2sVnzzjMmQO88AL/fMECPmNpsdD3RUKG7NxJ58eiRVBL1Oiw\nd+Cl7S+hILYACwYtAABYnf3vfC+pN0Ak48gPK1pN/uRHu7eMhRWZ8euRVojl3vNCZMOuah0qW81Y\nsYtXwlmcNsidLBjPKWx4Ggm4jKlQIRUfH5780OuJfC8poSDh2mspuIuL88tgFycVQCRrxbbK3lMK\nmbz+M5YITXhrbXsBMQXmOdocutY4CEst+hNmzqSxuieCvIED6Z7gOI5rWK8ncmDqVAp0t20D/vpX\n39v5cfm+hE1+tZnGnf/+l4iNrCwKgoPh2DEiQITzjiuvpCA0I8On/JCJZJBKWJidZqilauTF5sHo\nNKLV2opEjQztZge2VLQhL0mNnEQ1TA5Tp04vYcF5ea1cyd/DOVUHR364XERwT5pE91yu7CJScK3g\nBw2i5BRnuh2KkPrtN0pYOJ0+cmlbI3mMPT3labw5400MTRzqa2kLAFUGUn7IxXKfsoM7DpvrN/ut\nvtueKJs2kZLFZiOFoVAFLJORAqSoiMb0zEyagxYWEvHBMPS7cuWaAI2LnEIk8Bh88gl5hbz3Hv/a\n3r38GB4sQXeiyMujsfcvf+n5dUcRRRT9ElHyo4cwImkElBIltjVsQ5LeBVYs5nuPc1i2DGKHE5NK\nTJ2UH3HyOEzOmOy/fEcHyejLyogh/+47ar/pdtOgIZeTVDQhgWq54+JoUPn+e6r9r6qimkuh/PSz\nz2iyesMNxNTv3k2T4XCZQs75+uGHabLI+UN4pdVZrU64WD4blBXPq1l6s0VmTbsFdTorPB4iXuq8\nxlsxnN/Iiy/yJEBMN+uAhZjOt3tkHKRycXg6y+ZPJiQiBgZnEwbGD4TKwQYP3v70J8o49Qc8+iip\nGZYsQUFc544vR3RHfLJ7jVSD8o5ylHeU4+pBV/utZsOCDfh5wc/+6xYGdTfeyGfy+goZGZ3JxMWL\nKXgIhgceIELygQeozh8gk91XXiEC02AgZYiQTAmGK6+kxy+/pGt1xQq6zjkD1lD45Rd6VKmglqpR\nZ6pDnakOj0x4xHd/svZDsq+kTg+pgvwFGJELDXp/fx+9t4yFEZuxoawZMkWrd1kbHvxyH658Zwvu\n/XyvL5i2umy8WfCpqvyIBJzHRbuAoIiLC+/VcPPNRL5dcw1lX199lcaMs87ytQIHgIEJ+RBJ9dhS\n1XuKP2Eb9Q5z1+el1UUlZe+c9w4UYrl/5v5EpPO9jZgYfxL7eFFURB4ML70UXF3W2OhfDvvFF+Rh\nwbKk8mlpIYXEtdcCl15K9xcvpCIpBiVQyWTuMSOpJ0QimpNceimVFgQjXTi/leHD+dcUCgpCR470\nkR9SsRQOt8NHfuTHUnKI8/1oNTlQr7MiL4nGO6PTSIqH5uau73tuN6mWbrvNP0EUF0fEDUd+fPEF\nzaUeeuj4VUJjx9I8rKmJjgdXpsgwNC5/9BGZpLIsEU1ffQWUlfmSaw1m6tYzPm28T/koVH5U6avQ\nZqU2t5wikvM+2VK/xU8ZmVuh66waDgWDgch8gK7zO+7gSy85JCXRPPPbb4m0SEgg4iPUucswNBbe\nfDMlCbhz0u3my6o+/ZQSV3feSUnEaipvDNqBLQofGIaZzTDMIYZhjjAM83CQ9xmGYf7pfX8fwzBj\ngq0niihOd0TJjx6CVCzF2NSxcLEuUn6kpnYmFLKy4JJJkNLhQrKKiBEuuFBKlKTq2LmTMmxlZaQ+\nuO8+Gphvv50G5DvuoPUWFlIW5sMPiSB54QUagLhuEkIwDE1m/vpXyig8+SSRIOvWUaa4K8O3N94g\ntv/552myMHUqve4lPzJbHHB5+AlpnEqKKYU0MBttPUt+7KnR4cZ/b0d1mwWNBhscLg/avBPgRq/y\nQ63z9rafMoUyZ0VFnYmo7mDAAF8dqMirmHEISn2MNifOfnkDtledPF+Egaka1JvrkKXJoqx/MPLj\nX//ia3BPNs4+m5QK77/fqeOLy+NCs6XZZ2LK1XAPSRiCi/L9y3eSlEl+k0AANFnXailT9f77vbwj\nPQCGIVlxbi4dkx9/pGv+gQdIfXTBBTRB7Ir8yMujSfann5Kc98ILKYCaNatzJ5iyMqq9/stfaFkA\naG6GWkIT1vNzzseE9Am+Dg42VxeGrCcBJfUGqNW8Wqiqg/cXsrvcsLrpfsCILWgwGOAWd0AhVoIR\nuQHG6VOKHG6i5WwuO1S2M4D8WLSI5Ov33su/FhdHpVuuEPdrjiDbs4eID+5+evXVdC55lWUcYbm/\nqYsWmCcAofluebOpy+W5c7c4sZhIxIYGCr5++IEC9NMdc+eSIfPjj1NwyhmXu93UWSY9nfe5+vBD\nuge9/jqVSr78Mvk6cEa5kyeTqqOtzbf6ovgigGUxoErnT2ZMnNi5aw2Hr7+m7w3mxZSWxpMfIinM\nLjMcHkcQ8kOONpMdjXob0mKpg4nZaUaiTUxj/7hxoVuxsizdZ02m4KVFQ4eSguW226hMY/Dg4F12\njgcSCSlIZDIK7D//nEqUBw2i9zgcOODr/sepIjmzfQB+ht/15npSwyi8Y+E772Do4qcBUCJhZPJI\n337Pv+d9mk8CdHzefDM4KVZRQb/RkiXAkCHhFS9SKSXjZs8m4mnmzK6Pw6hRRMBu2UJjXXY2EU5/\n+hMdm2uvJZ+ZW2+lZF5zMyUWoggKhmHEAN4CMAdAMYCFDMMEmNNgDoCB3r9bALzdpxsZRRT9BFHy\n40RhNtMkAlT6AgCpehZMYFcHAGAYMJlZGGqNxR8GU92jyhtsqCQqIiXGjaMM25AhNKHkHNZLSqiW\nWynwCMnNpYnJPfdQpjccK/7aa5TFASgLLRaTLN7h6LosoKjIv52Y8PvRmfxgGAYf/2kisuKVMPUg\n+bFiVy0WvLsF68ua8e2+et94XaezgmVZNJsoiFG1eTPAqamU+T506MRrOZ96ijIaVsoiOgWeH0ea\nTTjWZsHDXwWZ5IFk2lWtZr/SoJ6A3cUHAYMyRLC6rEQYGI2nhmx/0iSgvR3pVilUEpVP+dFqbYWb\ndftMTDmZ7r3j7g3ZotUPLS0UnJ1K9buxsZTt0+mI7DCZSMH1zDNEhopE/p06QmHBAiJQDQaq+1+7\nltZ1/vmUdayspPPjvfcog7tiBQWviYmAXo8CowwqiQoPjHsAAHymerZ+Vvbi8bAobTCAkbb7AoLK\ndp78aDHawYiJBGXEZohk9B4nI2dEPJlzqNFLfrjtUDoEbaJPV4jFVGollJBz2dxgbSvNZj7Yvf56\nIk84XHMNjQNvvQUAGJY0DABgk1TBYOsddZxJsN5IOr7Y3fRby4Wqj1mz6Drrb34fvQGtlrwqcnJI\nGZqdTePiokX+PhvLl9P7nFLu++8p8F+6lF+GuwetWeMLmPNj85God0FrsPuX5nFJlccfp7nLTTeR\nivLRR+nz8+YFV5ympdG9ymKBVCSFzlu+ppaqkaJKgVqqRoWuAokaGZqNdrSZHUjXKuD2uGF2mjH5\nyx3UqlYuJzJm2jQq1eI6ar32GnWxmzOHjg1X3irEddfRfGr5clrPkiXh1bHdRWEh3Yd37iTF1f79\ndE/+wx8oyQUABw5AxIj8EmTC8Y8r/0xQJMBgN6DV1kqJgKoq4NZbEffNWhTW0vUxNnUsJIwEma1O\nqFv0VFpTWUndV+64g8jQsjJSSnKlQDffTIkUwL9spStEWl583nl0TKdPp+8/6ywak5YtI1Xo9u2k\n3nnzTRqfTiSBdWbgLABHWJatYFnWAeBTAHMDlpkL4COW8DuAOIZhgmRMo4ji9EaU/OgOGhtJ+njZ\nZUROnH02TfzGjAHKy33kR4reFVyBAUCclY0Jnkxftjqhsgkai5sGuLVraV1ffEFZh507SXVx++2U\nRRFOOk8EiYk04BiNNJk5XumvSgVrYiwyWp1+5AeHGIUURnvPkB/vbarAvZ/vxaBUknLuERjq1XVY\n0WpywOGhyY2izWuO1ZOD5XXXAYsXg7GSKaKw7IWTmR5tMfteY1kWX+yowQvfl2LyCz/hnFd+xoxX\nf8GLa8rQHoFUOxJwxNLoAXG4cDRl6DM1mSQRjbSzzcmEt8MMc+gQCuMK8eXhL7H4p8WoNZIEm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IscjtT3xUVZFBWXm576VkrRwtRvtxtb1d9ME23L58l++5ye4CI22DxdOGelM9MmMygd276Tt7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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcb13f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax1 = plt.subplots(figsize=(15,7))\n",
"ax1.plot(p0)\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(p1,'r')\n",
"ax1.plot(p2)\n",
"ax1.plot(p3)\n",
"ax1.set_title('Momentum of AMGN')\n",
"ax1.legend(['p(0)', 'p(2)', 'p(3)'], bbox_to_anchor=(1.25, 1))\n",
"ax2.legend(['p(1)'], bbox_to_anchor=(1.25, .75))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Going forward\n",
"\n",
"* What are good lookback and holding period lengths? We picked 30 days as a reasonable default but others might make more sense (or even different lengths for the different momentum definitions). Be careful not to overfit here!\n",
"* Try different definitions of mass. The paper suggests turnover rate and daily transaction value (and volatility is only used for $p^{(3)}$)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@rmy084
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rmy084 commented Jun 1, 2021

plase do you have others very good python scrip strategies of trading to exchange please, thanks yann yann;[email protected]

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