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@FilippoGuerrieri26
Created August 8, 2023 17:39
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CIR
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{
"cells": [
{
"cell_type": "markdown",
"id": "0a5bd0e9-35f0-45b9-bbe5-4af1a465de05",
"metadata": {},
"source": [
"# Simulating Interest Rate Changes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "643b4d69-ce87-44f3-aa99-00bb4a74e052",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"id": "74c5e3ec-d922-4a2b-9897-8299550e0e10",
"metadata": {
"tags": []
},
"source": [
"### Cox Ingersoll Ross Model for interest rates\n",
"\n",
"The CIR model determines interest rate movements as a product of current volatility, the mean rate, and spreads. Then, it introduces a market risk element. The square root element does not allow for negative rates and the model assumes mean reversion toward a long-term normal interest rate level.\n",
"\n",
"$$ dr_{t}=a(b-r_{t})\\,dt+\\sigma {\\sqrt {r_{t}}}\\,dW_{t} $$\n",
"\n",
"where <br>\n",
"$a$ is the speed of mean reversion <br>\n",
"$b$ is the long term mean rate <br>\n",
"$\\sigma$ is the volatility parameter.\n",
"\n",
"In this notebook, I'll show how to simulate changes in interest rates using the Cox-Ingersoll-Ross model. It is very similar to what we have already done for generating random stock prices. Instead of a Geometric Brownian Motion, the mean reversion model features parameters to control the speed of mean reversion as well as the long term average rate.\n",
"\n",
"This can be read as describing the change in interest at any point of time as a multiple of the distance of the current rate from it's long term mean plus a random value that depends on the volatility parameter.\n",
"\n",
"Thus, we can start at some rate $r_0$ and generate a sequence of rates over time using the change in rate defined by the stochastic differential equation above. If we drop the ${\\sqrt {r_{t}}}$ term, we do get the simpler Vasicek model. The CIR model eliminates the possibility of negative interest rates by shutting down the volatility term as interest rates approach zero."
]
},
{
"cell_type": "markdown",
"id": "2ea384af-e93b-4d8e-85f2-bd59232abf71",
"metadata": {},
"source": [
"### Short Rate vs Annualized Rate\n",
"\n",
"One final piece of math we need is that the interest rate being described here is the \"instantaneous\" or \"short rate\" \n",
"\n",
"As we want to think about interest rates as annualized rates, the instantaneous rate needs to be compounded into an annual rate as follows:\n",
"\n",
"$$ 1 + r_{annual} = e^{r_{inst}} $$"
]
},
{
"cell_type": "markdown",
"id": "1c9eee2d-1cc3-4c95-96fc-20a6933991be",
"metadata": {},
"source": [
"Generally, if we compound every 1/N of a year (i.e. N times a year) we get:\n",
"\n",
"$$\\left(1+\\frac{r}{N}\\right)^N$$"
]
},
{
"cell_type": "markdown",
"id": "f8798b9a-9dfa-4d51-b383-7a0f541bd815",
"metadata": {},
"source": [
"## 1. Define Functions"
]
},
{
"cell_type": "markdown",
"id": "269d74b7-ab29-4dff-aa78-7a3fc07feb10",
"metadata": {},
"source": [
"We first need to define the functions to convert an instantaneous rate to an annual rate and the other way around"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "a64aeae8-9934-4ef1-a926-2d90f3c1e869",
"metadata": {},
"outputs": [],
"source": [
"def inst_to_ann(r):\n",
" \"\"\"\n",
" Convert an instantaneous interest rate to an annual interest rate\n",
" \"\"\"\n",
" return np.expm1(r)\n",
"\n",
"def ann_to_inst(r):\n",
" \"\"\"\n",
" Convert an instantaneous interest rate to an annual interest rate\n",
" \"\"\"\n",
" return np.log1p(r)"
]
},
{
"cell_type": "markdown",
"id": "213036bb-0009-485b-b3ec-b61d00eee17f",
"metadata": {},
"source": [
"## 2. Code CIR"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "8beb50d0-4146-426c-820a-d7a588dc4a73",
"metadata": {},
"outputs": [],
"source": [
"n_years = 10\n",
"n_scenarios=1\n",
"a=0.05\n",
"b=0.03\n",
"sigma=0.05\n",
"steps_per_year=12\n",
"r_0=0.02"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ffc5e21b-49d0-47e4-aeb3-12d6861d601e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"r_0 = ann_to_inst(r_0)\n",
"dt = 1 / steps_per_year\n",
"num_steps = int(n_years * steps_per_year) + 1 # because n_years might be a float\n",
"\n",
"shock = np.random.normal(0, scale=np.sqrt(dt), size=(num_steps, n_scenarios))\n",
"rates = np.empty_like(shock)\n",
"rates[0] = r_0\n",
"for step in range(1, num_steps):\n",
" r_t = rates[step-1]\n",
" d_r_t = a*(b-r_t)*dt + sigma*np.sqrt(r_t)*shock[step]\n",
" rates[step] = abs(r_t + d_r_t) # just in case of roundoff errors going negative\n",
"\n",
"pd.DataFrame(data=inst_to_ann(rates), index=range(num_steps)).plot(figsize=(18, 8))"
]
},
{
"cell_type": "markdown",
"id": "3172b2b2-0d95-480a-a40f-fc82705e8535",
"metadata": {},
"source": [
"## 3. Define CIR Function"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ad5026cc-1c81-42ba-81e3-cea117cf2351",
"metadata": {},
"outputs": [],
"source": [
"# Define the interest rate simulation based on the CIR model\n",
"def cir(n_years = 10, n_scenarios=1, a=0.05, b=0.03, sigma=0.05, steps_per_year=12, r_0=None):\n",
" \"\"\"\n",
" Generate random interest rate evolution over time using the CIR model\n",
" b and r_0 are assumed to be annualized rates\n",
" output values are annualized rates as well\n",
" \"\"\"\n",
" if r_0 is None: r_0 = b \n",
" r_0 = ann_to_inst(r_0)\n",
" dt = 1 / steps_per_year\n",
" num_steps = int(n_years * steps_per_year) + 1 # because n_years might be a float\n",
" \n",
" shock = np.random.normal(0, scale=np.sqrt(dt), size=(num_steps, n_scenarios))\n",
" rates = np.empty_like(shock)\n",
" rates[0] = r_0\n",
" for step in range(1, num_steps):\n",
" r_t = rates[step-1]\n",
" d_r_t = a*(b-r_t)*dt + sigma*np.sqrt(r_t)*shock[step]\n",
" rates[step] = abs(r_t + d_r_t) # just in case of roundoff errors going negative\n",
" \n",
" return pd.DataFrame(data=inst_to_ann(rates), index=range(num_steps))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3e124af8-a0db-45ec-83ac-89df682e3f21",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wAPA5rcmBt1VV3a8oyncURfnOscM+AY4CR4D/APcdO3czsBTYAew9tt5zvv5DCCGEEEIIIYTwv1XZVURbDIxJ7Hk/hCUz0/GqKq9tPnVkpa3Fzb2vbeefK3K4dnIyr989ndgQY4/XE/6n68xBqqp+QmsS4eTXnjnpv1Xg/nbO/RXwqx7EKIQQQgghhBAiwDzHxlMuGhGHpovjKduSGmVm0YhYXt9cyAMLhxKk01JUa+ful7dxuKKRX146ijtmp9O6GV70B51KMAghhBBC9LaS+mbKrc2MTgzDqJe6WyGECLRdRfXU2109Lo842W2z0vnq4BaW7y4jMdzEfa9tx+NVeenOad2eUiECRxIMQgghhOiTvvXiVg6VN6LTKIxMCGViajgTUlp/ZUQHyxMtIYToZauzK9EoMNeHN/7nDI1mSEwwf/jsELU2J2lRZv5721QyooN9toboPZJgEEIIIUSfk1PRyKHyRm6ankqYSc+uwnqWbi/m5Y2tdbphJj0TU8O5bWY687NiJNkghBC9YGV2FZPTIggz6312TUVRuH12Br9Yto+FI2L5+w0TCDX67vqid0mCQQghhBB9zsd7y1AU+N6iYcSGtjb28nhVciob2VVYz87CetYdqeaOF7cya0gUP714JGOSet5wTAghRNsKamzsLbHywwuyfH7tm6elMizWwtT0SLQ+6O0gAkcSDEIIIYTocz7eU8a09MgTyQUArUZhRHwoI+JDuWFaKk63l9c2F/DPFTlc+q91XDkxie+fP5zkCHMAIxdCiIFHVVV+9eF+gg1arpmc7PPrazQKMzKjfH5d0fs6HFMphBBCCNGbsssbyals4tJxCWc9zqDTcMfsDFb/aAH3zh/CJ3vLWPiX1fzuk4NY7a5eilYIIQa+z/aVsyq7iofPzyIuVMZFivZJgkEIIYQQfcrHe0rRKHDhmLMnGI4LNer58YUjWPmD+Vw2LpHn1h5l3p9X8vbWIj9HKoQQA19Ti5tff3SAkQmh3DYzLdDhiD5OEgxCCCGE6DNUVWX53jJmZEYRExLUpXMTw0385brxLH/wHIbEWHjkvT3U2Zx+ilQIIQaHf3x1mPIGB49fMQadVm4fxdnJV4gQQggh+oxD5Y0crbJxSQflEWczOjGMn148Eq8Ka49U+zA6IYQYXA6WNfC/9fncOC2FyWkRgQ5H9AOSYBBCCCFEn7H8eHnE6PgeXWdCSjjhZj2rs6t8FJkQQgwuXq/Kz5ftI8yk50cXjAh0OKKfkASDEEIIIfoEVVX5eE8Zs4ZEE2XpWnnE6bQahTnDYlh9uAqvV/VRhEIIMXi8s72I7QV1PHLRCCKCDYEOR/QTkmAQQgghRJ+wv7SB/Bp7h9MjOmve8Biqm1o4UNbgk+v1dZ/sLeN/6/ICHYYQYgCotTn53aeHmJoewTWTfD+WUgxckmAQQgghRJ/w8d4ytBqFC3pYHnHc3OHRAKw+PPDLJJxuL7/8YD+/+/Qg9XZpbCmE6Jnff3qQJoebx68Yi0ajBDoc0Y9IgkEIIYQQAXe8PGL20GifbcWNDTEyOjF0UPRh+HRfGdVNLbg8Kp/sLQ90OEKIfmxbfi1vbyvmW+dkkBUfEuhwRD8jCQYhhBBCBNzeEiuFtXYuHeub8ojj5mfFsL2wDmuzy6fX7Wte3lhAepSZobEWlu0sCXQ4Qog+rM7mxOHytPmey+Pl58v2kRhm5P8WDevlyMRAoAt0AEIIIYQQH+8pQ6dROH90nE+vO294LP9emcuGI9Vc5OPkRV+xr8TK9oI6fnHpKBwuD3/6PJviOjvJEeZAhyaE6GPe2VbED5fuAcCo1xBuMhBu1hNu1hNhNmB3ejhU3sgzt0wmOEhuFUXXyQ4GIYQQQgSUqqos31PGnGHRhJt926l8Umo4IUYdqwZwmcTLG/Mx6bVcMzmZy8cnAvDBrtIARyWE6GvqbE5++8lBxieH8cMLslgyM505w6JJjjDj8arkVDaxv9TKlROTuMDHyV4xeEhaSgghhBABtbvYSkl9Mw+dN9zn19ZpNZwzNJrVh6tQVRVFGVjNyupsTj7YVco1k5MJM+kJM+mZmh7B+ztLuG/+kAH35xVCdN8fPz9Eg8PNH68ZL70VhN/IDgYhhBBCBNTHe0rRaxXOG+WfJ2bzs2Iob3CQXdHol+sH0lvbimhxe1kyM/3Ea1dMTOJIZRP7SwfHeE4hRMd2Ftbx5tYi7pydLskF4VeSYBBCCCFEwHi9rdMj5g6LIcyk98sac4fHAAy4aRIer8orGwuYkRl5yg3DJWMT0GsVPtglzR6FEK3fK37xwT5iQ4L47rm+3ykmxMkkwSCEEEKIgNlZVE+p1cEl4/zXgDEhzMSI+JAB14fh60OVlNQ3c9tJuxcAws0G5mfF8sGuUjxeNTDBCSH6jNc2F7CvpIFfXDoKizRuFH4mCQYhhBBCBMzHe8ow6DR+K484bt7wGLYV1NLU4vbrOr3p5Y35JIQZ2/y7u3JiEpWNLWw6WhOAyIQQfUVVYwt/+jybc4ZGc8kAnaQj+hZJMAghhBAiILxelU/2ljFveAwhRv+URxw3LysGl0dlw5Fqv67TW45UNrE2p5qbp6ei0575cW7hiFhCgnS8v1PKJIQYzH736UEcLg+/Xjxamr6KXiEJBiGEEEIExLaCOsobHFzqx/KI46akRRJs0LL68MAok3h1UwEGrYYbpqW2+b5Rr+WisfF8tq8ch8vTy9EJIfqCLXm1vLejhHvmZjIkxhLocMQgIQkGIYQQQgTE8+uOEmrUsWik/+etG3QaZg2NZlV267jK/qypxc3S7cVcOi6BaEtQu8ddMSGJphY3Xx2s6MXohBB9gcvj5RfL9pEUbuKBBcMCHY4YRCTBIIQQQohel1PRyOf7K7h9VnqvNR2bNzyGkvpmcqtsvbKev7y3o5imFjdLZqWf9bjpmVHEhxpZJmUSQgw6L23IJ7uikV9dNgqTQRvocMQgIgkGIYQQQvS6p1blYjZouWN2Rq+tOe/YuMpV2ZW9tqavqarKSxvyGZ8cxoSU8LMeq9UoXD4hkVXZVdTanL0ToBAi4MqtDv725WEWZMX4vYGuEKeTBIMQQgghelVhjZ0Pd5dy8/RUIoINvbZuSqSZITHB/boPw4bcGnKrbCw5bTRle66YkITbq/Lx3jL/BiaE6BNyq5p45L09uLwqj14ujR1F75NBqEIIIYToVU+vzkWrUbh7Tmavrz0/K5ZXNhXQ7PT0y23DL23IJzLYwCWdbIw5MiGErLgQlu0s4dYZaX6OTggRCLlVTXyyp4yP95ZxqLwRgJ9dPJK0qOAARyYGI0kwCCGEEKLXlFsdvLu9mOumJhMbauz19ecNj+H5dXlsOlrDghGxvb5+TxTX2fnqYAXfmTcEo75zyRFFUVg8MZE/fpZNYY2d1Cizn6MUQvSGtpIKU9Ii+OWlo7hobDwJYaYARygGK0kwCCGEEKLXPLfmKB5V5dtzhwRk/WkZkRj1GlZlV/a7BMPb24pRgZumtz2asj2LJyTxx8+y+WBXCQ8ukm7yQvRnXq/Kz5bt5Y0tRQBMTY/gV5eN4qIxCcSH9X7SVojTSYJBCCGEEL2ipqmF17cUsHhCIimRgXmSbtRrmZkZ1e/6MHi8Kku3FTFnWAzJEV37u0sKNzEtI5L3d5XwwMKhUpMtRD+lqio/W7aPN7YU8a1zMrh7TqYkFUSfI00ehRBCCNEr/rc+jxa3l/vmDw1oHPOzYsmvsZNf3X/GVa47Uk2p1cH1U1K6df6VE5M4WmVjX0mDjyMTQvQGVVV59MP9vLGlkPvmD+Hnl4yU5ILok2QHgxBCCCH8rsHh4uUNBVw0Jp6hsZaAxnJ8XOXPlu1leFwIJr229ZdBi/HYf0eHBDF3WHSfedr/9tYiIsx6zh3VvbKOi8ck8KsP9/P2tiLGJof5ODohxOm+OlDBVwcreHDRMJLCe9YPQVVVfvvJQV7aWMDdczL44QVZfeZ7kxCnkwSDEEIIIfzulY0FNLa4A757ASA9OpgLRsexs7CePcVWHC4PLo96xnEv3DGVBVmB79NQa3PyxYFybpmRRpCue5Mvwsx6Lh2bwPs7S3jkohEEB8lHQCH8obS+mUc/3M8XByoA+GRvGb+9aiyXjkvs1vVUVeVPn2fzn7V53D4rnZ9ePFKSC6JPk58uQgghhPAru9PN8+vyWJAVw5ikvvH0/Nlbp5zye5fHi8Plodnlwd7i4frnNvK/dXl9IsHw/s4SXB6V66d2rzziuJtnpPLezhI+2l3KDdO61ihSCHF2bo+XFzfk89cvD+NVVX584QjOGxXH99/ZzQOv72R1dhWPXj66y8m9f6zI4alVudw4LZVfXTZKkguiz5MeDEII0Q+46xyoLk+gwxCiW97YUkStzcn9CwK/e6E9eq2GEKOe2BAj6dHBLJmZztqcag5XNAY0LlVVeXtrEeOTwxgRH9qja01KjWBEfAivbS70UXRCCIAdhXVc9uR6Hv/4IDMyo/jyoXncO38IQ2MtLP3OTB5YMJSlO4q59F/r2FNc3+nrPrXqCH//KodrJifzxBVjJLkg+gVJMAghRB/nrnNQ/pftNKwsCnQoQnRZi9vDc2tymZ4RyZT0yECH02k3TUslSKfhf+vyAhrH7mIr2RWNXNfD3QsAiqJw8/RU9pZYu3STI4Rom9Xu4qfv7+XqpzdQb3fyzC2Tef62KadMydFrNfzggizeuHsGDpeHq57awNOrcvF6zyzLOnHdZhfPrM7lj59ls3hCIn+4ehwajSQXRP8gJRJCCNHHNXxVCG4vLbnWQIciRJe9u72EioYW/nzt+ECH0iURwQaumpTMuzuK+eEFWURZggISx1tbizDqNVw2vnv126e7YmISv/v0EK9tKmTcNeE+uaYQg1F+tY3rn9tIdZOTb83O4HvnDcdylvKHGZlRfPbdufzk/T384bNDrDlcxZKZaZRaHRTX2Smuaz72y06jww3AxWPj+cu149FKckH0I5JgEEKIPsxVYcO+owIlSIuzuBHV5UXRy+Yz0T+oqsqza3IZnxzGOUOjAx1Ol33rnHTe2FLI65sLeXDRsF5f3+5089HuUi4em0CoUe+Ta4YY9Vw+PpEPdpXy00tGEmbyzXWFGEzKrM3c/N/NON1elt03u9OTWcLMev590yTe2VbMox/t597XagAINmhJjjCTHGFiWnoEyRFm0qLMLBgRi04rP/NF/yIJBiGE6MOsn+WjGLSEX5pJ3bs5OEsaCUrvG03yhOjIwbJGCmrs3H/NuH5ZOzw0NoR5w2N4eVMB98zL7PYEh+76ZG85TS1urp/S8/KIk908PY03txaxbGcJt81K9+m1hRjoam1Obn1+C9ZmF2/cPaPLY18VReG6qSnMHxFDhbWFlEgTYSZ9v/weKURbJCUmhBB9VEu+FcfBWkLmJ2Mc2Vq77ixoCHBUQnTeyuxKAOZnxQQ4ku6785wMqhpb+HhPWa+v/fbWIjKig5mW4dveFWOTwxiXHMZrmwtQ1fbrwIUQp2p0uLjtf1soqrXz/G1TupxcOFlsiJGxyWGEmw2SXBADiiQYhBCiD1JVFetn+WhC9FhmJ6G1GNBFm2jJlwSD6D9WZVcyJimU2BBjoEPptrnDohkWa+H5dXm9ejN+tKqJLfm1XDsl2S83HzdPT+VwRRPbCup8fm0hBiKHy8NdL23jYFkDT98yiemZUYEOSYg+SRIMQgjRBzkO1eLMbyB0URoaQ+u2bENaKM6CBnniKPoFq93FjsJ6FmTFBjqUHlEUhTvPyWB/aQOb82p7bd23txWj1ShcMynZL9e/bHwiIUE6XttU4JfrCzGQuDxe7n9tB1vya/nLdeNZOCIu0CEJ0WdJgkEIIfoY1du6e0EXbSJ46jcfYoLSQ/Ha3birmgMYnRCds/ZIFR6v2q/LI467cmISEWZ9r42sdHu8vLujmAVZMcSG+mf3h9mg46pJSXyyt5xam9MvawgxEHi9Kj94ZzcrDlXy2OIxLJ6QFOiQhOjTJMEghBB9jH1nJe4KO6Hnp6Gc1D3akBYKSB8G0T+sPFRFuFnPhJSIQIfSY0a9lpunp/HlwQoKamx+X29ldhVVjS1c5+Pmjqe7aXoaTo+XpduL/LqOEP2Vqqr88sN9fLCrlB9dmMUtM9ICHZIQfZ4kGIQQog9R3V4avixAn2TBNObUsX66GBMas076MIg+z+tVWX24irnDYgbM/PZbZ6ah0yi8sD7f72u9tbWIaEsQC0b4t7wkKz6EqekRvL65EK9XSq+EON0L6/N5dVMh356XyX3zhwY6HCH6BUkwCCFEH9K0qQxPfQthF6ajnHZjpijKiT4MQvRl+0sbqG5qGRDlEcfFhRq5dFwi72wrosHh8ts6lQ0OVmZXcvXkJPRa/39Mu3l6Gvk1djbk1vh9LSH6m2W7SpiQEs4jF44IdChC9BuSYBBCiD7C63DTuLKQoKHhGIe1va08KD0Ud3UzniapmRZ916rsShQF5g4fOAkGgG+dk4HN6eHtrf4rKXh3Rwker+r38ojjLhwTT4RZz2ubpdmjECezNrvYV2Jl3vAYGSMpRBdIgkEIIfqIxrUleG1uwi5Mb/cY6cMg+oOV2ZWMSwoj2hIU6FB8akxSGNMyInlhfT5uj9fn1/d6Vd7eVsTU9AiGxFh8fv22GPVarp2SwhcHKqhocPTKmkL0B1vyavGqMHOIjKMUoiskwSCEEAGmqiqeRidNa4sxjY3GkBzS7rGGpBDQKrRIgkH0UXU2JzuL6pnfz8dTtufO2RmU1Dfz5YEKn197ZXYledW2Xm8kd+O0VDxe1a87M4TobzbkVhOk0zAxNTzQoQjRr+gCHYAQQgwGHmsLlf/ehbfZjaoCqnrsF62/ADQQev7ZbywUvQZDcghOafQo+qg1OVWoKn5vUBgo542KIzXSzP/W53HR2ASfXvv5dXkkhBm52MfX7UhGdDDnDI3mjS2F3L9gKJoB0phTiJ7YmFvDlPQIgnTaQIciRL8iOxiEEKIXtORb8TQ4MY2PwTI7kZA5SYTMSyFkQQqh56YSel4a0XeMQR9j7vBahvRQnCVNqC5PL0QuRNesyq4iMtjAuKSwQIfiF1qNwpKZaWzNr2N/qdVn191famVDbg23z0rvleaOp1s8IZFSq4OcyqZeX1v0D6sPV/GfNUdR1YE/caSmqYVD5Y3MGhLd8cFCiFPIDgYhhOgFrjIbaBQirhiKouvZzUNQWihNq4txFjcRlDEwb+JE/3R8POW84TED+in4tVNS+MsXh3l5QwF/uGacT675/Lo8zAYtN0xL9cn1umpyWmtj2R2FdWTFt1+mJQafigYHv/noAB/vLQNgemYk45LDAxuUn206WgvAjEzpvyBEV8kOBiGE6AWuMhv6WFOPkwvwTaNH6cMg+po9JVZqbc4BNZ6yLWEmPVdOSmLZrhLqbD2f6FLZ4OCj3aVcNyWFMJPeBxF2XUZ0MBFmPTsK6gKyvuh7PF6VF9fnsegvq/nqYAX/t3AoBp2GpduLAx2a3208Wk2wQcu4ZEniC9FVkmAQQohe4CqzoU/wTVd4bbAeXYxJ+jCIPmfloWPjKYcN7AQDwJKZabS4vby9reeNEV/eWIDbq3LH7PSeB9ZNiqIwMTWCnUX1AYtB9B17i61c8e/1PPrRASamhvPFQ3N5+PwsLhgdz4e7S2lxD+wSvQ25NUzNiAxIuZIQ/Z38qxFCCD/z2Fx4Gpzo44N9dk1DWigtBQ2o3oFfCyv6j1XZlUxMCSci2BDoUPxuRHwoMzIjeWVTAZ4e/Dtsdnp4dXMB542MIy3Kd98jumNiSjhHKpuw2l0BjUMEToPDxaMf7mfxv9dR3uDgyZsm8vKd0058bV49KYl6u4uVhyoDHGmrygYHf/r8EHe9tI2mFrdPrlnR4OBolY1ZMp5SiG6RBIMQQviZq9wGgD7BdzcPQemhqM1u3FV2n12zOwZDsy/ROdVNLewpsQ7Y8ZRtuW1mOsV1zXzdg5utd3cUU293cdecTB9G1j2TjvVh2FkkZRKDka3FzcX/WMtLG/O5dUYaK74/j0vHJaIo3/RTmTMshrjQoICXSWSXN/LDd3Zzzh9W8tSqXFYcquB3nxz0ybU35tYASINHIbpJEgxCCOFnrjLfJxj6Qh8GZ3Ej5X/aRv1HuQGLQfQdaw4fG085iBIM542KIyHMyEsb8rt1vter8r91eYxLDmNqeoRvg+uG8SnhaBTYUVgf6FBEAGzIraG4rpmnbprErxePIdR4Zj8QrUbhiolJrMyuoqqxpVfjU1WVdTnV3Pa/LVzw9zUs31PGDdNSWPWD+dw5O4PXNhey/kh1j9fZmFtDqFHHyIRQH0QtxOAjCQYhhPAzV5kNjUWPNsR328Z10SY0wfqA9WGw76mi6tk9eBudNK0vpWlTWUDiEH3Hquwqoi1BjE4cPB/KdVoNt8xIY92Rao5UNnb5/FWHKzlabeNb52Sc8pQ4UCxBOobHhbCzUHYwDEbrcqow6bUsHHn2JOE1k5LxeFU+2FXSS5HBJ3vLuPif67jl+c3sL23gB+cPZ8MjC/nN4jGkRQXzg/OzyIgO5kdL9/S4VGLD0WpmZEahHcCTcITwJ0kwCCGEn7nKbT7dvQCtDdmO92HoTapXxfplAbWvH0KfaCH+R1MxZkVQ/2EuLUetvRqL6Ds8g2Q8ZVuun5qCQavh5Y0FXT73v2vzSAgzcvHYBD9E1j2T0iLYVVSPV/q7DDprc6qZnhlJkE571uOGxYUwPjmMd3f0ToJhXU419722A5fHyx+vHse6Hy/ggYXDTun1YjJo+eM14yi1NvOHTw91e62iWjtFtc3MlP4LQnSbJBiEEMKPVI+Kq8Lm0waPxwWlh+KpceBp7PmYvM7wOj3UvnGIxhWFmCfHEXP3WLQhBiJvHIEuykjNawdw1zl6JRbRt+wqqsPa7GLBiIE/PeJ00ZYgLh2fwLvbi2l0dL454v5SKxtya7htVnqf6lQ/MSWcRoebI1VNgQ5F9KLiOjtHq23M6eQEmKsnJ3OwrIH9pf5NLDtcHn7xwT7Soswsf/AcrpuaglHfdgJkanokd8zK4JVNBWzI7V6pxMaj0n9BiJ7qOz/RhBBiAHJX28Gt+nwHA3zTh8HZg10MXqcH66d5NG0qxVVpb7dpo9vaQtUzu2neV03YxRlEXDMMRdf6I0Rj1BG1ZBSqR6Xm5QN4nQN7fJk406rsKjQKzBk6+BIM0Nrs0eb08G4XGt/9b10+ZoOWG6em+jGyrjve6HFHgZRJDCbrclpvyOcO69yN9WXjEjFoNby73b+7GJ5ZnUtetY3HrxjTbmLhZD+8IIv0KDM/WroHWzdKJTbl1hAVbGB4nG/GSgsxGEmCQQgh/OibBo++/7BiSLKATkNLD/owWD/No3F1MfXLcqn463bKnthMzesHT0k4tBQ2UPnkTtw1DqJuG03I3OQz6sX1MWYibxyBq9xG3TuHZbrEAOJweXhs+QFe3VRAaX1zm8eszK5kcloEYeYzm8INBuNTwpmQEs7LGws6VVpQ2eDgw90lXDs5uc/9nWVGBxNu1rNTGj0OKmtzqokLDWJobOd+VkUEG1g0MpYPdpXg8nj9ElNetY2nVuZy+fjETu+saC2VGE9JfTN/+KxrpRKqqrIht4YZQ6L6RE8UIforXaADEEKIgcxVZgOtgj7G5PNrKzoNhmRLt/swNB+qxbaxDMs5SVhmJtBy1Nr6K7ee5j2tT7M0Fj1ehxttaBAxd41FH9f+TgxTViRhF2a0Ji1WFhG6sG89mRXdszanmufX5Z34/Yj4EBaNjGXhiFgmpERQY2thX0kDP7wgK4BRBt5ts9J46K3drDtSzdzhZ78ZenljAW6vyh2zM3opus5TFIWJKeHskEaPg4bHq7I+t5pzR8Z16cb66knJfLqvnFXZVZw3Ks6nMamqys+X7SVIr+Hnl47s0rnTMiK5fVY6L6zP56IxCZ3up5BfY6e8wcHMTOm/IERPSIJBCCH8yFVuQx9jPlFO4GtB6aE0rinB6/SgMXS8ffQ4T5OTuqWH0cebCbswHUWnQRdlInhqPKqq4ql1nEg4AIRdmok2uOMnrZa5SbjKmmj4ogB9fDCmUfJBrb/bXlCHXqvw/n2z2ZBbzYqDlTyz+ij/XplLhFlPRnRr0ml+1uAsjzju4rEJPPHxQV7emH/WBEOz08Ormws4b2Qc6dG+L53yhYmpEazMrsLa7CLM1Ld2WAjf21dipd7uYk4nyyOOm5cVQ7TFwLvbi32eYPhwdynrj9Tw2OLRxIYYu3z+jy4YwdeHKvnRu7v5/HtzMRs6vuU53rdhljR4FKJHpERCCCH8yFnm+wkSJzOkh4FXxVXc+RF5qqpS924OXoebyBtGnJH8UBTlRLIh8vosIq/P6lRy4fi5EVcPQ59sofatbFwVti79eUTfs6OgjtGJYYxJCuOeuUN469sz2fGL83jypoksyIolv8ZOZnQwowb5zPggnZYbp6Wy4lAlRbX2M953e7ysPFTJfa9tp97u4q45mQGIsnMmpbb2YdhVVB/YQESvWJtTBcDsoV1LMOi1GhZPSGLFoQrqbL5rNmy1u3hs+QHGJ4dx0/S0bl3DZNDyp2vGU1zX+akSG3NriAsNOpE0FUJ0jyQYhBDCTzw2F94Gp18TDEGpIQBd6sNg21qO42AtYRdm+GW6haLXEnXrKBS9hmpp+tivOd1edhfXM/lY47/jwkx6Lh2XyF+vn8DWn53LFw/NlZpl4ObpaWgUhVc2fTOycn+plceWH2DG777mjhe3srOongcXDmVqesRZrhRY41PCUBRp9DhYrM2pZnRiKNGWoC6fe83kZFwelQ93l/osnj99cYham5MnrhyLtgdjb6dlRHLbzHRe2ljAxtyasx6rqiqbjtYwa0i0fC8TooekREIIIfzkmwaP/kswaMx6dLHmTk+ScFU3Y/3oKEFDw7HMSvRbXLqwICKvy6L6f/to3l9D8MRYv60l/OdAWQMtbu8ZCYaTtd4AyAdygPgwIxeOjuetrUVEWwy8t6OEQ+WN6LUKC0fEctWkZBZkxWLwU8mUr4QY9WTFhbBTdjAMeE0tbnYU1vGtc7q3o2ZkQiijEkJZur2Y22al9zienYV1vLa5kDtmZTAmKazH1/vRhVmsyq7kgdd38M53ZpIZ03YTy5zKJqqbnNJ/QQgf6Ns/4YQQoh87kWDwwy6BkwWlh9JS0IDqOnsnb9XjpfatbNBpiLx2OEoPngx1Kq6h4WjDgmjeXeXXdYT/bMuvBThrgkGc6rZZ6VibXfz2k0MY9VoeWzyaLT89l2dvncIFo+P7fHLhuImp4ewsrOvUVAzRf20+WoPLo3a5/8LJrpmczN4SK4crOl+q1xa3x8vP3t9HXIiRh88f3qNrHWc26Hj+9qmowK3Pb6Hc6mjzuA1HWvsvdLYhpBCiff3jp5wQQvRDrnIbGosebYjBr+sYsyJRHR7K/riVxtXFeB1tz/5u+LoIV1EjEVcNRRvW9a2wXaVoFEzjonHk1OG1u/y+nvC9HYV1JIWbiAvtepO1wWpqegTP3zaFFd+fx7L7Z3PrzHQigv37PcAfJqZG0Ohwk1vVFOhQhB+tzanGqNf0KIm4eEIiOo3Cu9uLexTLixvyOVDWwKOXj8IS5LtN1kNiLLx0xzSszS5ufX4z9fYz+0VsPFpDcoSJlEizz9YVYrCSBIMQQviJq6zJr+URx5lGRxF91xj0cWasn+ZR9vutWD/Px9P0zYeoloIGGr8uxDwpFvPY3uv2bx4XAx6V5gNnr38VfY+qqmwvqJPdC12kKAqLRsYxpJ2t2P3F8UaPMq5yYFubU8X0jCiM+s5PITpdlCWI+VmxvLezBLfn7Dvp2lNa38xfvzzMwhGxXDA6vtuxtGdschj/WTKFglo7t7+wFVvLN4l4j1dl09FamR4hhI9IgkEIIfxA9ai4Kuy9kmAAMA6NIOauscTePwHj0DAaVxVR9vut1H1wBFe5jdq3stGGBxF++ZBeiec4fbIFbaQRu5RJ9Dsl9c1UNLRIgmGQyowOJsykZ2dhfaBDEX5SWt9MbpWtR+URx10zOZmqxhbWHis16Ko/fnYIr6ry68tH+63J4swhUfzrxonsKa7nO69up8Xd2oD4YFkD1maXlEcI4SOSYBBCCD9wV9vBo6JP6N2nmIaUEKJuGUXcw5MxT4jBtqWcir/vwFPnIPL6LDTG3u3tqygK5nExtOTWn7KjQvR9249NEJAEw+Ck0ShMSAmXHQwD2Lqc1mTAnGE939W2cEQsEWY9r20q7PK5RbV2PtpTxpKZ6X4vUbhgdDy/v3oca3Oqefjt3Xi86okJEzMze55oEULIFAkhhPCL4w0eDb20g+F0+hgzkdcMJ/S8NGwbStFGGQlK73lH7u4wjYumcVURzftrsExPCEgM/V1lg4OP95ZhCdJx7ZSUXllzR0EdZoOWEfEhvbKe6HsmpUbw9xVVNDhchBr1gQ5H+NianCpiQ4IYHtfzRLhBp2HJzHT+sSKHQ+UNjIgP7fS5z6/LQ6PAHbPTexxHZ1w3JYV6u5PffnKIMJOesvpmMqODiQ+TXjNC+IIkGIQQwg9cZTbQKuiiTQGNQxcWRNhFGQGNQZ8QjC7GRPPuKkkwdEGdzcln+8v5cFcpm/JqUFXQKDAuOZysXrjp315Yx4SUcHRa2ew4WE1KC0dVYVdhPXOH917vFuF/Xq/K+iPVLBgR67OShDtmp/PftUf598pc/nXjxE6dU2dz8tbWIhZPSCIhrPd+Xt4zdwh1dhdPr8oF4Obpqb22thADXac+NSiKcqGiKNmKohxRFOWRNt5XFEX557H39yiKMumk98IVRVmqKMohRVEOKooy05d/ACGE6IucZTb0sWaUfjKSzp8URcE0LoaWPCueBimTOJumFjfv7yzmzhe3MvWJr/jJe3upaHDwfwuH8d59swgO0vGnzw/5PQ5bi5uDZY1SHjHIjU8JR1GQPgwD0P7SBursLub6oDziuHCzgVtnprN8T2mnp4+8sqmAZpeHe+Zm+iyOzvrRBVncMLV1R9g5Q6U8Qghf6XAHg6IoWuDfwHlAMbBVUZQPVVU9cNJhFwHDjv2aDjx97H8B/gF8pqrqNYqiGACZ/yKEGPBc5TaMQ8IDHUafYR4XTeOKQpr3VmGZnRTocPqkj3aX8qOle2h2eUgMM/KtczK4bHwioxNDTzxh/M68Ifzp82y25tcyNT3Sb7HsLq7H41WZJAmGQS3UqGdYrEX6MAxAa3JaG+/O9vGN9V1zMnhxQx5Pr8rlz9eOP+uxDpeHlzbks3BELMPjer8US1EUnrhyLNdMTpZkqhA+1JlHa9OAI6qqHlVV1Qm8CSw+7ZjFwMtqq01AuKIoCYqihAJzgecBVFV1qqpa77vwhRCi7/HYXHgbnL02QaI/0McFo483Y9/TvQ7jA91/1x7lwTd2MjoxlKXfmcm6Hy/kJxePZExS2Cnbl++cnUFsSBC///QQqqr6LZ4dxxo8TkqRD92D3aTUCHYW1uH1+u/rTfS+dTnVjEwIJSYkyKfXjbYEceO0VN7fWUJRrf2sxy7dXkyNzRmQ3QvHaTUKU9Ij/Ta5QojBqDMJhiSg6KTfFx97rTPHZAJVwAuKouxUFOW/iqLIJ24hxIDmKmvdGioJhlOZxsXgLGjAXd8S6FD6DK9X5bHlB3j844NcPDaeV++azpT0SDSatj/smgxavnfucLYX1PHlgQq/xbW9oI5hsRbCzNLYry2Na4qpW3YE1eMNdCh+Nyk1ggaHm6PV7W95X5tTxTVPb+BoJ7fFi8CyO91sK6hlrg/GU7blnrmZaBWFZ1bntnuMx6vyn7VHGZ8SzvQM/+3GEkL0vs4kGNr6lHN6Gru9Y3TAJOBpVVUnAjbgjB4OAIqi3KMoyjZFUbZVVcm8dCFEYLjKbXgd7p5do6z1qY0kGE5lHtda69u8V77HQ+v24Aff3Mnz6/K4fVY6/7pxEka9tsPzrpuSTGZ0MH/6PBu3H25wvV6VHYX1smW4HarLQ8OKQmybyqh9+zDqAH+yPyktHIAd7fRheGNLIbe/sJVtBXX8Z21e7wUmum3z0VpcHpVz/JRgSAgzcc2UZN7ZVky51dHmMV/sL6egxs6352bK7gEhBpjOJBiKgZNnYiUDpZ08phgoVlV187HXl9KacDiDqqrPqao6RVXVKTEx0qlYCNH73PUtVPxzBxV/30FLvrXb13GVNaEJ0aO1GHwYXf+nizahT7Jg3y0JBqvdxZL/beHjPWX89OIR/OqyUWjb2bVwOp1Www8vyCKnson3dpT4PLaj1U1Ym13Sf6EdzQdrUVs8mMZE0by7irr3cgZ0kiEz2kKoUcfO0/oweL0qv/3kID95by9zhkVz2fhElu0swWp3BShS0Vlrc6oJ0mn82sfl3nlD8Kgqz605esZ7qqryzJqjpEWZuWB0vN9iEEIERmcSDFuBYYqiZBxr0ngD8OFpx3wILDk2TWIGYFVVtUxV1XKgSFGUrGPHLQIOIIQQfVDz7io49kC46tk9NKwo7NaNg6vchj6h53PFByLzuGhcxU24a5oDHUrAlNY3c+2zG9hZWMc/bpjAPXOHdPkJ3oVj4hmfEs7fvjqMw+U567GqqvL8ujyufGo99faOp3hsP9Z/QXYwtM2+sxJNqIHIm0YSsjAF+7YKrMuP+rUnRiBpNAoTUiPYUVB/4jW70813Xt3Oc2uOctvMNP67ZArfnptJs8vDO9uL2r+Y6BPW5lQxLSOyUzumuisl0swVE5J4fUsB1U2nlsVtyatld1E9d83J7HRiVQjRf3SYYFBV1Q08AHwOHATeVlV1v6Io31EU5TvHDvsEOAocAf4D3HfSJR4EXlMUZQ8wAfit78IXQgjfse+qxJASQtz3JmEeH0PDlwVU/WdPl3oGqB4vrgo7+ngpj2iLaWzrDjX73sHZ7PFQeQNXPbWBsnoHL90xjcUTujdRQ1EUfnLRCMqsDl7akN/ucS6Pl58v28djyw+ws7C+zaeJp9teUEe4WU9mtHwNn85jc+HIrsM8PgZFoxB6XhqWc5Jo2lBKw+cFgQ7PbyalhnO4spEGh4vKBgfXP7uJrw5W8KvLRvHrxWPQaTWMSQpjcloEr24qkIaQHThS2cQdL2xhQ27vfx8sszaTU9nEHD+VR5zsvgVDaHF7eX7dqaUzz645SlSwgWsnJ/s9BiFE7+vUgHZVVT9RVXW4qqpDVFV94thrz6iq+syx/1ZVVb3/2PtjVVXddtK5u46VPoxTVfUKVVVl1pEQos9xVdpxldkwjY9BY9QRecMIIq4bjqvERsU/dtC8r3MfBN1VzeBRMUj/hTbpIo0YUkNad4sMMqqqcu+rO1BRefs7M5nVw/FwMzKjmJ8Vw1Orctvclt7gcHHni1t5bXMh984fwqXjEnhxQ/4ZTxNPt72gjsmpEVIX3YbmvdXgVTFPjAVaEz1hl2QQPD2exlVFNHxdGOAI/WNSagSqCm9vLeKKf68nt6qJ/yyZwh2zM045bsnMNPJr7CdGIA503dm1sjW/lquf3sDK7CruemnbiR1DvWVdTuvPsjnD/F+OPCTGwiVjE3h5Q/6J3VOHKxr5+lAlS2am+3UHhRAicDqVYBBCiIHOvqsSlG8aEQIET4oj9v8moos0UvPqwdau8R1sR3eV2wBp8Hg2pnExuMpsuKrOPsJsoMmrtpFXbeOBBUMZmRDqk2v+6IIRNDhcPH1at/aiWjtXP7WBjbk1/PHqcfz4whE8dN5wHC4Pz6xqv7N7nc1JbpVN+i+0w76rEl2s+ZR/34qiEL54KOaJsTR8UUDjOt/3xQi0CanhKAo8/vFBvCq8/e2ZLBoZd8ZxF41JINoSxCsbO7+bw+3x8ssP9p3R46Gv25hbw8hffsbfvzqM0925Zquf7i3j5v9uJirYwLv3ziI2JIg7XtjC/tLu9/zpqpXZlURbghgRH9Ir692/YCg2p4cXj+20em7NUUx6LUtmpvXK+kKI3icJBiHEoKeqKvbdVQQNCUcbempjRn20idh7x2OZm4RtUxkVT+7CXdt2V2wAZ5kNtAq6GJO/w+63zGOjQWHQ7WJYc7j1zztveKzPrjkqMZQrJiTxwvq8E93adxTWceVT66locPDyt6Zx3dTWHsxDYixcNSmZVzYVUNHQ9tfwjkLpv9Aed60DZ34D5okxZ+zuUDQKEdcMxzQ6CuvyozRtLgtQlP4RatQzNT2SMUmhLLt/NmOSwto8zqDTcNO0FL7OrqSwpnMJxP+uy+PljQW8sql/lZhsyK3G4fLy969yuPzJdewtPnuS4IX1edz3+g7GJIay9N5ZreUkd03HEqRjyfNbyO2FEZ9FtXY+31/B4gmJvbZDaWRCKOeNiuOF9fkcqWzig10lXDclmYhgaYIsxEAlCQYhxKDnKm7CU+PAPKHtLaOKTkP4xZlE3zkGj9VJ5VO7cBY3tn2tMhv6WDOKVr69tkcbFoQhLRT7nsHVh2H14SrSo8ykRpl9et2HzxuOqsLfvzrMR7tLueG5TQQH6XjvvtnMGnJqGcZ3Fw3D41X598ojbV5re0EdWo3C+ORwn8Y4ENh3VwJgHt92gkjRKkTeOAJjVgT1y47QfKi2N8Pzu9fums5HD5xDfJjxrMfdND0NjaLw6uaOEwYFNTb+9uVhoHV0Yn9yqLyRobEW/rtkCnV2J1c8tZ4/fHbojKarXq/KEx8f4NcfHeC8kXG8fvcMIo/dXCdHmHn1rukoCtzy380U1fp3V9dza46iUeCuORkdH+xDDywYirXZxa3Pb8bjVblrTmavri+E6F3yCVgIMejZd1WCVsE0+uw18cbhEcTeNx5Fp6Hq2T00H6w54xhXmU3KIzrBPD4Gd6X9REnJQNfi9rDpaC1zh/u+7jkl0szNM1J5a1sRD76xk3FJYbx/32yGxp45ySQl0sx1U1N4Y0shxXVn3sxsL6hjdGIoJoPURp9MVVXsOysxpIeii2z/BlvRaYi6ZSS6GBPWj3JRO7l1vj/QazWdeuodH2bkgtFxvLW1iGZn+yVlqqry0/f3otdquG/+EErqm/1+g+1L2eWNZMWFcO6oOL54aB7XTErm6VW5XPzPtWwvaE2WtLg9/N+bO/nP2jyWzEzj6Vsmn9F3IDPGwivfmo6txc0tz2+msp3dRT1V1djC29uKuGpiMglhvbvDbnxKOHOHx1BmdXDx2ARSIn2bZBVC9C2SYBBCDGqqV8W+pwrjiEg0Jl2Hx+tjzcTePwFdrJmalw/QtOmbrdCeJifeRqckGDrBNKa1TMK+Z3CUSWzLr6PZ5WGunxqrPbBgKLEhQVw1KYnX7p5+4glpe8cqKDz59am7GFweL7uL66U8og2uUhvuymbMEzoub1H0WsIuycRd46Bp48AqleisJTPTsTa7+Gh3abvHvLujhPVHavjxhVknpqlsOnpm0rYvsrW4Kay1k3Wsj0GYSc8frhnHy3dOo8Xl5ZpnNvLrj/az5PktLN9TxiMXjeDXl49udyTjyIRQXrpzGlWNLdzy/GbqbB2Pk+2q/63Pw+nx8u15gdk98NC5w4i2BHHf/KEBWV8I0XskwSCEGNRajtbjbXS1Wx7RFm2IgZh7xmHMiqR+2RGsn+ahelVp8NgF2hADQRlhOA70jxuKnlpzuAq9VmHmkCi/XD/KEsTGRxbx1+smEKQ7++6DxHATN01P5Z3txRTUfLOD5GBZAw6XVxIMbTixy2ls5yZ/mLIiCRoeQcOKQjy2Myd8DHTTMyLJigvhpY35bU5aqG5q4fGPDzA5LYKbp6cxLNZCZLCBTf2kTCKnsrVfQtZpjRLnDo/h84fmcsv0NF5Yn8+Owjr+ccMEvjNvSIe7PyamRvDf26aQX2Pnthe20Ojw3ddNg8PFqxsLuHhMApkxZ+5s6g0TUyPY9vNzGZXomwa3Qoi+SxIMQohBzb6rCiVIi2lEZJfO0wRpibp1VOt4utXF1L6VjbOo9UOnPl4SDJ1hyAjDVWHH63AHOhS/W324iilpkQQHdbxLprs07Twdbct984eg1yr8Y0XOideOj8uTBMOpVK+KfVcVxuERaIP1nT4v/JIMVKebhq/6V/NCX1AUhVtnprG/tIEdhfVnvP/Y8gPYWtz8/qqxaDQKGo3C9IxINuf1j4RjdnkDQJuTGCxBOh67YgzL7p/Ne/fOPrE7ozNmDYnm6ZsncaC0gbtf3obH2/UxmG15ZWMBjS1u7p0/xCfXE0KIs5EEgxBi0FLdXpr3VWMaHYXSjXncilYh/IqhhF2UTvPuKhq+zEcTYkBrke7YnRGUFgoqOIvabpg5UFQ0ODhU3uiX/gvdFRtqZMnMdJbtLOHIsaex2wvqSAwz9np9dl/XusvJiXli16Z/6OOCCZ6WgG1zGa6KwdFr5GRXTkwiJEjHyxvzT3l9ZXYlH+wq5b75QxkW980N+ozMKIrr+kcfhkPljZj0WlIi2u8lMCElnLHJbU/bOJtFI+N44soxbDpay9vbinoSJgAOl4cX1ucxd3hMu9M/hBDClyTBIIQYtBzZtagOT6fqqtujKAoh81KIvCELFAVDcmC2n/ZHhtQQUMBZ0BDoUPzq+HjKucM7t72+t3x7biYmvZa/f9XaxX9HQR2TZPfCGew7j+1yGtm1XU4Aoeemohi0WD/J80NkfVtwkI6rJyfzyd4yqhpbgNbeBT9/fx9DYy3ct+DUp+nTM1v/fjfn9f0yiezyRobHWbq0a6grrpuSwrT0SP742SHq7T3rx/D2tiKqm5zcJ7sXhBC9RBIMQohBy76rCk2wnqAh4T2+lnlCLPEPTybiqmE9D2yQ0Bh16GLNtBQO7B0Ma3KqiQkJYlRC36o9jrIEccfsDJbvKWPloUpKrQ4pjziN6vK07nIaE92tXU5ai4HQhak4sutwHK7zQ4R9260z03B5VN7cUgjAX788TEl9M7+7auwZvUKGx4YQYdazuR80ejxc0XhG/wVfUhSFXy8ejbXZxV++ONzt67g8Xp5dfZRJqeFMz+h6gkwIIbpDEgxCiEHJ2+Km+WAtpnHRKFrfPIXSRZnQhkh5RFcEpYbiLGxE9VGtcV/j8aqszalizrDoTo346213z8kkxKjj++/sBqT/wumaD9aitngwT+x+eYtlViLaKCP1y4+iegbm13l7hsRYmDMsmtc2F7K9oI4X1udx8/RUpqafebPb2ochik19vA9DdVML1U1Ohsf5L8EArZMllsxM57XNBewrsXbrGh/tLqWkvpn75g/tk99/hBADkyQYhBCDUvP+GnB7e1QeIXrOkBaC6nDjrm4OdCh+sbfESr3dxbw+1H/hZGFmPXfPyaTW5sSo1zCyj+2yCDT7zko0IQaCMsO7fQ1FpyH8ogzclXZsWwff2MolM9Mpb3BwxwtbiAkJ4scXjWj32OmZkRTVNlNc1/k+DNvya7t9A94d2eWtO65GxPv/38pD5w0nwmzg0Q/3tzmN42y8XpWnV+WSFRfCwhHyc04I0XskwSCEGJTsu6rQRgS19gEQAWNIbf2QPlD7MKw5XIWiwDlD+1b/hZPdMTudCLOeiSkR6LXyseA4j82F43Ad5vExKD2stTeOjsKQEUbDlwV4mwf+1JSTLRwRS1K4iQaHm98sHkOosf1JHDMyW8e4bu7kuMoWt4e7X97G/a/vwNtLu6AOHUsw+LNE4rgwk54fXZjFtoI6lu0q6dK5Xx2sIKeyiXvnD/FbrwghhGiLfJIQQgw6niYnLUfqMI+PlW2jAaaLNqGYdLQM0ATD6sNVjE0KI8oSFOhQ2hVi1PP63TP4/dVje31td52jtXTA7e31tTvSvLcaPGqXp0e0RVEUwi/NxGt307Cy0AfR9R9ajcKvLhvF984dxgWj4896bFZcCOFmfafHVX6xv4I6u4uCGjvrc6t9EW6HDpc3EhVsICakd/5NXzs5hfHJYfz2k0M0OlydOkdVVZ5alUtKpIlLxyX4OUIhhDiVJBiEEINO895q8IJ5Qt/ctj6YKBqFoNQQnAOw0aO12cWuonrmDuv7X2cjE0JJiwru9XUbVhTStK6E5n29c3PYFfZdlehiTegTffP3YkiyYJ4UR9P6Utw1A7MkqD3nj47ne+cO7/C41j4MkWzq5A6GN7cWkhRuIjLYwKubCnoaZqccqmj0e/+Fk2k0Cr9ZPIbqphb+uSKnU+dsPFrDrqJ6vj13CDrZlSSE6GXyXUcIMejYd1WhizOjj+/9GypxJkNqKO5K+4DbOr7hSDUer8rcPtp/IdA8Nhf2Xa0jPG1bywMczanctQ6c+Q2YJ/h2l1PYBekoWoX6j/MGbGPTnpqeEUVhrZ3S+rMnYQpr7Kw/UsP1U1O4dkoyXx2spNzq8GtsXq9Kjp8nSLRlfEo4109J4YX1+eRUdJyMfXpVLjEhQVwzObkXohNCiFNJgkEIMai4ax04CxqkuWMfYkhr/bDuLOz7ZRKVjQ7O/9vqE2P3zmZNThUhQTompob7P7B+yLa1HNxeTONjaMm19pmn+qrbS+1b2aDT+KQ84mTaUAOhi1JxHKih5tWDeB0DK6nmCyf6MHRQJvHWtkI0Clw7JZmbpqXi8aq8udW/5SdFdXbsTg8jejnBAPDDC7IwG7Q8+lH7DR+PVDbyxMcHWJtTzbfOycDYjdGqQgjRU5JgEEIMKvY9rU9MzePlqXJfYUgJAQVa+kGZxG8/PsjhiiZ+8cE+9hTXt3ucqqqszq5i1tAoaZzYBtWjYttURlBmGGEXZ4ACtm0VgQ4LVVWp/zAXZ0EDkdcMQxdh9PkalrnJhF+WieNQLZVP7sJVYfP5Gv3ZiPgQwkx6NuW2Xybh9nh5Z1sx87NiSQgzkRYVzNzhMby5pQi3x3/9PLJ7scHj6aIsQfzggizWH6nhs33f7PhpdLh4c0shVz21nnP/uob/rc/n4rHx3DojrddjFEIIkASDEGIQUVUV+45KDGmh6CJ9f+MgukcTpEMfH9zndzBsyK1m2a5SbpuZRowliPtf34G1ue2ma7lVTZRaHVIe0Q7HwRo89S1YZieiCwvCODwC2/YKVE9gywZsm8qwbSknZH6K33Y5KYqCZXYSMXeNxetwU/nvXdj3Vvllrf7oRB+Gs+xg+PpQJZWNLdwwNeXEazdPT6W8wcGKQ5V+i+14gmFYL/ZgONlN01IZER/CY8sPsDanioff3sW0J1bwyHt7aXS4+dnFI9n0k0U8dfNkgoN0AYlRCCEkwSCEGDRcxU24K+2YJ0t5RF9jONbosa/WpTvdXn6xbB8pkSZ+cvFI/nXTJMrqHfxo6e42tyuvPtzatLA/NHgMhKYNpWjDgzCObN0OHzw1Hm+DE0dOXcBichypp/6jXIwjIgk93/9Pf4Myw4h7cCL6+GBqXztE/ad5AU+w9BXTM6MoqLFTZm27bObNrUXEhgSxcMQ338sXjYglPtTIa5v9VyZxqKKRlEgTlgDdvOu0Gn6zeAylVge3Pr+FL/dXcOWkJN6/bxZfPDSXu+dm9tp0CyGEaI8kGIQQg4Zte0VrXfU4uenrawypoagtHtyV9kCH0qb/rjtKbpWN31w+BqNey+S0CH584Qg+31/BC+vzzzh+zeEqMmOCSYk0936wfZyr3EbLUSuWmQkomtYGisaRkWgsemxbAtPs0V3TTO3rB9FFm4i8IetEXP6mDQsi5p5xBE+Pp2l1MdUv7MNj69wowr7EmZ9P7gUX0nLkiE+uNyMzEoDNbUyTKLM2syq7kmunJJ8yIUGn1XDDtBTWHK6ioMY/ZSfZ5Y1kxYX65dqdNS0jkj9dM46/XT+eLT87l99eOZaJqREyclkI0WdIgkEIMSiobi/23VWYRkehMcrW0b7GkNb6ob2loO+VSRTX2fnnihwuGB3HgpOemN41J4NzR8bxu08Psquo/sTrDpeHTUdrZPdCO5o2lLYm+qbEn3hN0WowT4rDcagGT6OzV+PxtripfvkAqgrRS0b3+vcHRach4sphRFw9jJZ8K5X/2omztKlXY+ip2tdfx1lQgHX5cp9cb2R8aGsfhqNnlkm8s60YrwrXTUk5470bpqai1Si83okmrAA5FY18fahzvT9a3B7yqm1kxVs6dbw/XTslhSsnJmMySBNHIUTfIwkGIcSg0HywBrXZTfDkuECHItqgizKiCdbh7IONHn/90QEUFH552ehTXlcUhb9cO57YECP3v7YDq731yfOWvFpa3F7mSf+FM3jtLuw7KwmeGIs2WH/Ke8FT48AL9h291+xR9arUvnUYd6WdqJtGoIs29drapwueGk/sd8a3xvTaQVSXJ2CxdIW3pYWGDz4EoOnrlT65pkajMDU98owEg9er8tbWImYPjSIt6swxw/FhRs4dGcs724ppcZ/97+9oVRPXPbuRu1/eTq2t46RWbqUNj1clKz6wOxiE8DdPQwMeqzXQYYh+TBIMQohBwb69Em2ogaCh4YEORbRBURQMqaF9rtHjVwcq+PJABd89dxhJ4WfefIaZ9fz75klUNjr4wbF+DGsOV2HQaph+bJu3+IZtWwWqy0vwrMQz3tPHmDGkh2LbWtHuGL4urbW9gsqndlG37Ai2bRW4Kmxn9Pho+KoAx4Eawi7JxDgsosdr9pQhOYTI64bjrnHQsKIo0OF0SuOXX+GxWgmeN5eWw4dxFhf75LozMiPJr7FTbnWceG3tkWpK6pu5YWpqu+fdMiONWpvzlEkLp6tuauH2F7bi8qh4vCqf7C3rMJ7sitbvTYEYUSlEb1FVlcK77qbovvsDHYroxyTBIIQY8DwNThyHazFPiuu12mrRdYbUUNxVzX2mBr3Z6eHRj/YzNNbCnbMz2j1uQko4P7loJF8eqOD5dXmsyaliWkYkZoOU4pxM9ao0bSzFkBGKIeHMp8/Q+hTfXd2MM69niSZXuY2693PwWJ3Yd1ZSt/QwFX/bQemjG6l6bg/1n+bRsKKQxq+LME+OwzL7zIRHoBiHRmCeHEfjmmKcZX1/hGX9O++gT04m7pFHAN/tYpiR2doAdPNJ0yTe3FJIhFnP+aPb34k2e0g0aVFmXt1U0Ob7zU4P33ppG5WNDl7+1jSGxATz0e7SDuM5VN6IXquQEd32164QA0Hz9u049uyheft2XBX+m8giBjZJMAghBjz7rkrwItMj+jhDauuTQWdR3yiTeGrVEYrrmnls8RgMurP/uLxjdjoXjI7j958e4nBFE3OHR/dSlP2H42AtnroWLG3sXjjONDYaJUiLbVv3mz2qLg81bxxCY9QR++AEEn81k7iHJxNx7XDMk2PxOj00rSuh4csCDKkhRFw5tM81yAu7OAONSUfdezl9drIKgLOgAPvmzYRfcw1BGRkYhgyhceXXPrn2yIRQQo26E2US1U0tfHmggqsnJROka7/3gEajcPP0VLbm150YK3mcx6vyf2/uZE9xPf+4YSKTUiO4fHwSW/JrT9kp0ZbD5Y0MibGg18pHZzFw1b70MoqxdYx300rfJAvF4CPfJYUQA5qqqti2V2BIDUEfIx39+zJDSghowNkHGj3mVjXx7OqjXDkxiZlDojo8XlEU/njNeBLCWz+YzZX+C2do2liKNsyAaVT7yReNQYt5QgzNe6vxOtzdWqf+kzzcFXYirx2O1mJA0SjoY80ET44jYvFQ4h6YSNKvZxH74ESivzUGpYPkUSBog/WEX5aJq6iRpo0dP10PlPql74JWS9iVVwIQsnAB9q3b8DT2PEmo1ShMy4hk07FJEu9uL8btVblh2pnNHU93zeQUDDoNr23+ZheDqqr85qP9fHmggl9dOooLRrc2Gb1sfAKqCsv3nP3vObu8kSwpjxADmLO4mMYVK4hcsgR9SgqNX68IdEiin+p7P1WFEMKHXCVNuCvsmKW5Y5+nMWjRJ1h63IfB6fZy76vbebOTneRPp6oqv/pgP0F6DT+5eESnzwsz6Xn+tql8/7zhZMXJjcjJXBU2Wo7UEzwjEUV79t0CwVPjUV1e7LuqurxO84EabBvLsJyThDGr/R4Yik6DIcmCJqjvlrGYxscQNDyChs/zcdef/el6IKguF/XL3scybx76uNbdYZYFC8DtxrZ2rU/WmJEZRV61jXKrg7e2FjElLYKhsR3/24oMNnDJ2ATe21GCraU1UfWftUd5aWMBd8/J4PaTSp4yYyyMSQo9a5mEtdlFqdUhCQYxoNW98ipoNETcfBMhCxdi37gJT1PfL9MSfY8kGIQQA5ptewXoFMzj5Ilyf2BIDcFZ1Ijq6f628N9+cpBP95XzSjs12B1ZvqeMdUeq+eEFWcSGGLt07vC4EB5cNKzPbbkPtNbRlArB0+I7PFafZEGfEIxta9fKJDwNLdQtPYw+IZiwC9O7GWnfoSgKEVcMBRXql+X6pPGlLzWtXo2nqprwa6458Zpp/Hi0ERE0+rgPwz+/zuFotY0bprXf3PF0N09PpanFzYe7S1m+p5TffnKIS8Ym8JOLRp5x7OXjE9ldbCW/uu2bqcMVrTsypMFj/6S63aheb6DD6NM8TU3UL11K6IUXoo+Lw7JoIarLhW3dukCHJvohSTAIIQYs1e2leXcVptHRaEx990ml+EZQWiiq04urontPTT7cXcqLG/JJCDOyv7SB6qaWLl/jhfV5DIu1cPP0tG7FIE7lbXZj31GJefyZoynboigKwVPicJU04Sxt6tQaqlel9u3DqC4vkTeO6JNlD92hizQSen4ajkO1NO+tDnQ4p6h75x10sbFY5s458Zqi1WKZP5+mNWtQXT1v1joyIZQQo47XNxcSEqTjkrEJnT53cloEI+JDePLrIzz81m6mpEXwl+vGo2mj0e8l41r7grRXJnG8l8Nw2ZnU77Tk5JB74UUU3XuvJBnOwvre+3htNiKX3AqAedIktGFhUiYhumVg/AQWQog2OA7V4rW7CZbyiH7DkNo6Y747ZRJHKht55N09TEmL4MmbJgKw/kjXbspqbU52FtVz8dgEtDJxxCeOj6Y8W3PH05knxoJO6fQuhqZ1JbQcqSfsskz0sQOr14plVhL6JAv1H+bitfeNCSuusjJsa9cRdtWVKLpTk7eWhQvwNjRg376jx+toNQrT0ltLXRZPTMRkaL+54+kUpbXZY0l9M8mRJv6zZApGfdvnJ4WbmJoewYftlElklzcSEqRrc1St6LtsmzaRf9PNeOrqsK1eQ81z/wl0SH2S6vFQ+8ormCZOxDRuHACKTteaLFztm2ShGFwkwSCEGLBs2yvQhBoIGhoe6FBEJ2kjgtBY9DgLutYkztbi5juv7sBs0PLkTZOYkBJBuFnPmsNdSzCszalCVWHBCJk44guq59hoyrRQDEmWTp+nMesxjYnGvrMK1eU567HO4kasn+djGh1F8NSOSzD6G0WrEHHVMLx2F9ZP8wMdDgD1770HXu8p5RHHWWbNQjEYaPLRNIlZQ1ubgt4wtfPlEcddMzmFBxcO5aU7phERbDjrsZeNT+RwRdMZkyegNcEwPD5ESp/6kfr3l1F4193o4+PI/OhDQi++mKp//Qv7jp4nvgaaplWrcBUVEXnbklNetyxaiNdq9UmyUAwukmAQQgxInkYnjuxagifGosiT6H5DURQMqaG0dGEHg6qqPPLeXo5WNfHPGyYSH2ZEq1E4Z2j0sYRB52vXVx6qJCrYwLiksO6EL05j216Op9ZByNzkLp8bPCUe1eHGvqe63f8PvS0eat/MRhusJ+Lqgdv7wpBkwXJOMrat5bQcrQ9oLKrHQ/277xI8axaG5DP/f9UEB2OeOYPGlat80jfilhmpvH/fLMZ049+kyaDl++dnkRLZ8a6Wi8cmoFHgw90lp7yuqiqHyhukwWM/oaoqVf96krKf/ATz1Cmkvf46+sRE4n/za/RJSZR8/we46+oCHWafUvvSy+gSEwg599xTXrfMnu3TZKEYPCTBIIQYkOy7KsGLTI/oh4LSQvHUOPA0OTt1/MsbC/hodynfPz/rxNNOgLnDYqhsbOFwRefq+D1elTU51cwdHtNmnbboGq/TQ8NXhRhSQzCOan+iQ3uCMsPQRhqpe+cwpb/aQPlftlH1/F5q3zmM9csCbFvKqXv3MO6aZiKuz0Jj7ri/Q38Wem5q69/He0dQXYGrJbdt2Ii7tIzwa8/cvXBcyIIFuAoLcebm9ni9IJ2WiakRPb5OR6ItQcweGs1Hu8tOSYxUNLTQ4HDLZJh+QHU6KXvkJ1T/+9+EXXklqc8+izak9f83rcVC0l/+gru6mrKf/bzPNU0NFMfBg9i3bCHy5lvOKHfSBAcTPHMmjSu+lr8v0SWSYBBCDDiqqmLfXoEhJWTA1WMPBoa01g+EzsKOyyR2FNbx+McHWDQilnvnDTnlvXOGtSYb1hzu3LjDPcX11NqczM+SiSO+0LShFG+Dk7ALM7q1s0DRKEQvGUXYJRkET41HH2fG6/DgOFxH49eF1L2XQ/OeakLmp2AcEu77P0AfozFoibhyKO7qZhq+7t4IVl+oX7oUbUQElkWL2j3GMn8+gM+mSfSWy8YnUlhrZ3ex9cRrh8pbd1PJDoa+zdPQQOHd92D94AOi/+9BEn77BIrh1LIY09gxxP3g+zR9/TV1r7wSoEj7ltqXX0Exmwm/5uo237csXIiruJiWwzm9HJnoz6StuhCi36l+aT+e+hbME2IwjY9FFx50yvuuUhuucjvhVwwNUISiJwxJFtAoOAsbMI2Kave4WpuTB17bQVyokb9eN+GMXQeJ4SaGxlpYk1PF3XMzO1x3ZXYVGqV154PoGa/dReOqYowjIgnK7H65iT4+GH188Bmvq24vngYnqtODLm7wJBGNwyIwT46jcXUxprHRGBI739fCF9w1NTR+/TWRN9+MxtB+TwN9fDzG0aNp+vprou+5uxcj7JkLRsfz8/f38dHuUiakhAPfTJCQHQx9l6uiksJv3YmzoJDEP/yesMWL2z02YskSbJu3UPGnP2OaOAnT2DG9GGnf4q6qomH5csKvvRZtWNvfpy0L5sOvoOnrFRizhvdqfKL/kh0MQoh+xdPoxHGwFk+TE+un+ZT/fguVz+6maXPZiQ7r9u0VoFMwj4vu4GqiL1L0WvSJwbQUtN+HweNV+e6bO6lucvL0zZMJa2d7/Jxh0WzJq8XRQaNAgFXZlUxMjeiwGZzoWMPqYtQWN2EXpvvl+opOgy7SiD4+eMD2XWhP+CUZaMw66t7NQfX07rZl67Jl4HKdtTziOMvCBTTv3o27psb/gflImEnPvKwYlu8pxeNt/bvNrmgkNiRIvi/0YTXPPYersIjU//znrMkFaO3zk/DE4+iioij5/vfxNHWuhG4gqnvzLVSX68RoyrboY2Mxjh9H4wrpwyA6TxIMQoh+peVIPQDRt40m/odTCD0vDW+Ti/r3j1D6xGaqX9qPfVclplFRA74muzd8faiCx5YfwOvt3RuZoLRQXMVNqJ62a82fW3OUtTnVPHr5aMYmt/+EfO6wGFrcXrbm1551varGFvYUW1kg5RE95ra20LS+FPOE2DZ3H4ie0Zj1hC8egqukiaZ1JR2f4COqqlL/zlJMkyYRNGRIh8eHLFwIqkrTqtW9EJ3vXD4+kYqGlhPfM7LLG6U8og9TnU4aPv6YkHMXETxjeqfO0UVEkPSXP+MqKaH8l78alP0FvC0t1L35Jpb58zGkp5/12JCFi3Ds24eroqJ3ghP9niQYhBD9iuNIPRqzDn2iBV2UidBFqcQ9PJnYBydimZWIs6QJr909IMfV9bbCGjsPvr6T59fl8cHurt/IlNY384fPDtHU4u7yuYbUUFSXF1eZ7Yz3imrt/GPFYc4fFceN01LOep3pmZHotQprc84+rvJ4n4b5WTKesqcavyoEVSX0vLRAhzJgmcZEYxwVhfXLAlzVzb2yZvO2bTjz8wm/9tpOHR80YgS6hAQa+1kH+kUjYzHptXy4uxS3x0tOZRMjJMHQZzWtWYOnvp6wK67o0nnmyZOJefBBGj75hPqlS/0TXB/W8PEneGpqzhhN2ZaQRQsBaPq6f/1bFoEjCQYhRL+hqiotOXUEDQk/ZfSkoigYkiyEX5JJwiPTiP/RVIzD/N91fCBze7w89PYuNBqFEfEh/P7TQ9i6kChQVZUfLd3D06ty+cdXh7u8flBGKGgVat/OxlV+apLh1x8dQEHh0ctHd7g93mzQMSUtssNGjyuzK4kJCWJUQmiXYxXfcFXasW0rxzIjAV2kMdDhDFiKohBxxRAUndJaKtELO4zqly5FY7EQesH5nTpeURRCFszHtn4DXofDv8H5kNmg47xRcXy6t4zcKhtOt5esePm+0FfVL1uGNiaa4Fmzunxu1D13EzxrJhWPP0HNCy/iaey4sfBAoKoqtS+9RNDw4ZhnzOjweMOQIejTUqVMQnSaJBiEEP2Gu6oZT4OToGHh7R6jaBS5sfGBp1flsr2gjsevGMMTV46loqGFZ1Z3fuTcsl0lrDtSTXqUmf+tzz/RKK2ztKFBRN8xBm+zm4ond9G0uXV03FcHKvjqYAXfPXcYieGmTl1r7vAYDpU3UtnQ9k2O2+NlzeEq5st4yh5r+DwfxaAlZMHZd5aIntOGBhF+cSbOPCu2reV+XcvTZKPh8y8IveQSNObON9W0LFiI2tyMbdMmP0bne5eNT6TO7uL5dUcBafDYV7nr6mhavYawSy87Y8RiZygaDYl//COm8eOp/MMfODJvPuWPP4GzoMAP0fYdtnXracnOJvK2JZ3qYaMoCiELF2HbvHlQ96wQnScJBiFEv+HIqQPAOFR2J/jTrqJ6/r4ih8vHJ7J4QhKT0yJYPCGR59YcpajW3uH5dTYnjy0/yMTUcJbeO4sQo45ffLCvy3WuxqHhxH13EkGZYdS/f4SqVw/yxw/2MyzWwp2zM856rqqqJ9abc2xc5bojbZdJ7Cyqp8HhZsEIKY/oiZbCBpr31xAyJwmtRRri9Qbz1DiCMsOwfpKHx9rit3Uav/gC1eEg7IqzN9A7nXn6NDRmM039bFzl3OHRhBp1vLujBI0Cw+J6d1qH6JyGjz8Bl6vLX5cn00VHk/byS6S/u5SQ886j7q23yL3wIoruvQ/bpk0Drj+D1+Gg/PHH0KemEnrppZ0+L2TRQnC5sK1b58foxEAhCQYhRL/RklOPNsooOxT8yO5089Bbu4gLCeKxK74Z3/XjC0egKPD7Tw91eI3ffXqQhmYXv7tqLNGWIH584Qi25NWybFfX+zhoLQaibx9N2EUZOA7U8LhVyx9mZWLQnfnjy9vsxr67kpo3D1H6m02UPb6Jquf2kLStihsNJnJ3VuB1nFnmsfJQJVqNwjnDZOpId6mqSsNn+WgseixzkgMdzqChKAoRVw0Dr0rdsiN+uxmyfvgh+rRUTBMmdOk8jcFA8Jw5NK1cieptu2FrXxSk03LhmHg8XpX0qGCMem2gQxJtsC5bRtDIkRizsnp8LdPo0ST+4fcMXfEV0ffeS/Pu3RTefgd5i6+gcQD1Hqh+5hlcBYUk/PpRNEFBHZ9wjGnCBLTh4VImITpFEgxCiH5B9XhpOWrFODQ80KEMaI8tP0h+jY2/XDeBMNM3UzgSw03cO28oH+8tY/PR9sfObTpaw9vbirlrTiYjjtUtXz8lhfEp4Tzx8SEaHK4ux6RoFCpHhfOAYiPYoCX2wwIaVxejelXc1c00ri2h6rk9lD62ido3smnJqcM0MhLTqGhUtxf79krud+q5McdO6aMbKfvdFqpfPoC7rrVkYlV2FZPTIgg1ytSR7mo5XEfLUSuhC1PRBMnNmD+dnkTQRZsIPS8Nx8FamveevZlpd7jKyrBv3kzYZZd3ayRoyMIFuKuqcOw/4PPY/Ony8UkAMkGij2o5cgTHvn2ELb7cp9fVx8YS838PMnTl1yQ88Tiq203J9x7qV+NW2+M4fJia/z5P2OLFBM+c2aVzFZ0Oy/z5NK1ejerq+s9xMbhIgkEI0S84ixpRnR5p3uhHXx6o4I0thdwzN5OZQ6LOeP+euZkkhhn59UcHTsyIP1mL28NP399LSqSJ7y4aduJ1jUbh8cVjqLG18Ncvut7wUVVVfvnBPvIMCjEPTsQ0KhLrp3mU/XYz5X/ehvXjo3hsLkLmJhFz73gSfjaDyOuyiLh6GLH3TSDx0ZnsuDiZH2LHMSueoIxQWnLrqXp2D2UFVg6UNbBApkd0m+pVsX6WjzbSSPA0md7iT/bt28keP4HSn/wUV8k3O4Iss5PQJ1uo/yAXj823H/6tHy0HVe32jVzw3Lmg0dDUz6ZJzMiMZEJKuHxv6KOsH3wAWi1hXdjm3xWaoCDCr76a5Cf/hep0UvfWW35Zp7eoXi/lv/wVWouF2Ed+3K1rWBYtxNvQgH37dh9HJwYaSTAIIfoFR049KBA0JDzQoQxIlY0OfvzuHkYlhPLwecPbPMZk0PKTi0dyoKyBd7YVnfH+06tyOVpl4/ErxmIynPoUe2xyGDdPT+XljfkcKG3oUmzL95Sx/kgNP7ogi9iYYCJvHkn4VUMxpIYSdmkm8T+cQvxDkwm7MIOgtNBTJoxA6w6I6RMS2Iibr8I0RN4wgph7xuFt8WB/cT9JKCwYEdOlmMQ3mvdU4SqzEXZ+GkobpSvCd2peeAF0Oho+/pjcCy+i4ne/x11Xh6JViLh6ON5mN9ZP83y2nqqqWD/8ANOkSRhSute4UxcRgWnSROrfe5/mvXt9Fpu/6bQalt0/m+umSsPSvkb1eLB++BGWc85BF+3f0ragzEyC586h7o038Dqdfl3Ln+rfeovmXbuI+8kj6CK696DGMns2SlCQlEmIDsknASFEQDiLGlFdna/Jbcmpw5AcgsbU9U7R4uxUVeXHS/dga3HzjxsmEKRrf4v7peMSmJoewZ8+zz6l3OFIZRNPrczl8vGJzBve9s36D88fQbjZwC8+2Ie3k2P1Gh0uHlt+gLFJYdw0PQ1orTu3TEsgeskoQs5JQhfV8TSJuFAjWXEhrM1pHVdpSLIQc/dYPE4PTysWMjXyddUdqlel4etC9PFmTOMkSeNPrtJSmr5eSeTNNzPks08Jvfwyal95hdxzz6PqqafQhULw5Dia91SjenzTi8Gx/wDOI7mEXd6zbeixDz8MXi/5199Axe9+h9dm6/gk4RctBQ3Y91T16+aFtk2bcFdUEHblFb2yXuSS2/BUVdP46ae9sp6vuSoqqPzLXwmeNZPQHvxb1pjNBM+cSdOKFf3666ctXrsL1d1/+sT0dZJgEEL0OleVncp/78L6ZedGQXkdbpzFjWcdTym679VNBazMruKnF49kWAfj2BRF4ZeXjqbW7uTJr48ArQmKn72/F6Newy8uHdXuuWFmPY9cNILtBXW8u6O4U7H97cscqppaePyKMWh7OEJyzrBotubV0ez0tL4Qa+ZhTTNGrYbq/+zBVdnxhAxxKsfBGtyVzYTMTzlj54jwrbq33gZVJeKG69EnJpL4xBNkfvgBwbNmUv3Pf3Hk/Atwle1DdXpwlflmlJz1ww9Q9HpCL7qwR9cxT5pE5sfLCb/+Ompfepncyy6jafVqn8QoOk91eah59QC1rx+i+j97cVX1z+951mUfoAkNxbJgQa+sFzx7FoahQ6h56aV+eWNd8fgTqC4X8Y8+2q0+KiezLFqIq7SUlkMdN3zuL7wtbir+voPKZ3bjPf75QPSIJBiEEL2ueV9rIzLb5rI2u/qfriW3HrxIg0c/2Hy0hic+Oci84TEsmZnWqXPGJodx7eRkXlifR161jXe2F7M5r5afXDySmJCzd6W+ZlIyk9Mi+P2nh7Daz14rvr/Uyosb8rhpWirjU8I7+0dq15zhMTg9XjbntTbr2lZQyz6Xi9KLUkCFquf24Crvv09We/uDr6qqNKwqRhtpxDRWdi/4k9fppH7pUizz56NPSjrxetDQoST/61+kv/kGQUOGUPvfPwLQkt+1MqS2qC4XDR9/gmXBArRhYT2+njYkhIRf/Yq0119DYzZT9O3vUPLw93FX+74xpWhb05ZyvI0uLOck4Sy1UfH3HTSsKOxXT249TTYav/yS0Isu6tIUhJ5QFIXIJUtoOXCQ5m3bemVNX2n86isav/yS6Afux5Ca2uPrhSxciGI0Uvm3v/XLZEtbGlcV42lw4ippou6tbNRO7rAU7ZMEgxCi1zXvrUYbakBt8WDbUt7h8Y6cehSDBkNqaC9EN3isPlzFbS9sISncxJ+vHd+lJxs/uCCLIJ2Wn72/l99+cpCp6RFcP6XjWmWNRuE3i0dTZ3fy5y+yz3hfVVUqGhyszK7kJ+/tJcJs4EcXjOjSn6s90zMiMeg0rM1pvaFZnV2FXqswZUoSMfeMA0Wh6j97cJb65ulvb/JYreReeCFVT/6719ZsOWrFVdRIyLxkFK3sXvCnxs+/wFNTQ8RNN7X5vmnCBFJfepGoO2/Ea6vCcaDj76sdaVq/Hk9Njc+79JsnTSLjvfeIfvABGr/8ktxLLqX+3XcHzM1KX6W6vDSuLsaQEUr4pZnEf38yptFRNHxZQMU/d9CSbw10iJ3S+PnnqA4HYYsX9+q6YZdfjjY8nNqXX+7VdXvC09RE+WOPE5SVRdTtt/vkmrqoKGIffhjbmrVY33vfJ9cMJHedg8a1xZgnxBB2SSbN+2uwfpYf6LD6PUkwCCF6lbumGVepDcs5SQRlhtG0rqTDpyctR+oJygiTBnI+9Pn+cu5+aRuZ0Rbe/vbMDncenC42xMj9C4ayIbcGW4ub3145Fk0nt8iPTgxjycx0Xt1cwOf7y/lgVwm/++Qgtz6/mSmPf8X0367gjhe2sr+0gUcvH02Y2TfjI416LdMzIk/0YViZXcm0jEgsQTr0sWZivj0ORaeh+r97acm39qsbnpr/Po+roJDqJ5+k/v1lvbJm46oiNCF6gifF9cp6g1nd66+jT0slePasdo9RFIWwq67GU3OElvyGHn/9Nnz4IdrwcCxz5vToOm3RGAzE3H8/GR8sI2jYUMp+9nOqn3rK5+uIb9i2luNtcBK6qHWnmjbEQNRNI4m6fTSq00vVM3uoez8Hb3PHuwoDyfrBB+jTUjFNnNCr62qMRsKvv57Gr1bgLDqzyXFfVPW3v+OurCThsd+g6H03hjnilpsxT5lCxe9+h6u858nMQGpNJiiEXpiOZXYiwTMSaFpTTNOWskCH1q/Jp3UhRK9q3te6Pd00JhrLvGQ8DU7su6vaPd5d58Bd3UyQjKf0mQ92lXDfazsYnRTKG3fPIMrSvW2md56TzszMKB65qOPeDad7+PzhRAUH8e1XtvPdN3fxwvp86uxOFo2M5VeXjeKte2aw4xfncdn4xG7F1p45w6I5XNHE9oJaDlc0nTKCTh9tIuaecSgGLVXP7KH891upXXoY++5Kn4/+8yV3VRW1r7xCyEUXYp4xg7Jf/tLvY8ScxY205NQTck4Sil4+SviT4+BBmnfuJOLGG1E0Z/+7NiQnoZiawavDXd3c7TU9jY00frWC0IsvRjEYun2djgRlZpL28suEXHQhNf/5L64y+VDvD6rbS+OqIgzpoQQNObXcxTQikriHJmM5JwnblnLK/7qNlsKel9iczllQQOFdd1Px+z/QuHIlnsbGrl+juAT7li2ELV7c414C3RFx042g1VL36ms+uZ51+cc0fvWVT651uuZdu6h7/XUibrkF07hxPr22otGQ8NsnUD0eyn7xy36VjD9ZS2EDzburCJmbhC7ciKIohF82hKDhEdQvO4Ijpy7QIfZb0jZbCNGr7Puq0Sdb0EUa0UYEoYsz07imGPOk2DY/MLQcqQfAKA0efeKNLYX89P29TM+I5L+3TcUS1P0fA0E6LW/cM6Nb54Ya9bx051QOVzQyMiGUITEW9Fr/36jOGRYDHOLxjw8CMP+0Gfe6KBOxD06keV81LTl1NO+rwb6tAhTQJ1owDgsnaGg4+hgzGouhT5QGVD/zLKrbTez3voc2PJz862+g+IEHSX/7rW6PFuxI46oiFKOO4OkJfrm++Ebd66+jGI2EX3llp44PnpJJSwHYd+QTdkH7TVfPpvHzz1GdTp+XR7RF0WiI++EPafp6JZV//RtJf/qj39ccbGxby/E0OIm4dnibP2c1QVrCL83EPCGGmtcPUfPKQeL+byLaEN8kl1Svl7Kf/ZzmvXuxb9lC7YsvgkaDccwYgqdPwzxtOubJk9CYzWe9TsNHHwIQdnnvlkccp4+LI/TCC6lfupToBx9Aa7F0+1oeq5WyX/wCRaNhyJdfoIuM7HF87qoq7Nt3YN+xncbPv0AXF0fMd7/b4+u2xZCaSuzDD1PxxBNY33uP8Kuv9ss6/qKqKtblR9GE6AmZ983PSUWrEHXTCKqe2U3NaweJvXc8+rjgAEbaP0mCQQjRa9x1DlxFjYRemA60bukNmZtM3TuHcRyuw5R15g9YR04dmlADutizf/AQHXt+XR6PLT/A/KwYnrllMkZ9++Moe8PoxDBGJ/a8eVxXjIgPIdoSxM7CepIjTAyJOfODgzZYj2V6ApbpCahe9cTTekdOHY1rSmhcdWwChgKaYD3aEAOaEAPaEAPaUAO6aBPmcdEovfD36ywupu7ttwm/+moMaa1bn1OeeZq862+g6Dv3kv7mG2hDura7pCOuKjvN+2sImZ+CxigfI/zJ09CA9aPlhF56SacbLYZdtoDyv+zGttXa7QSD9YMPMaSnY/Txk8/26BMTibz9dmqefZbIW33/xHUwO7F7IS2UoA4aJRuSQ4i6dRRVT+2i5rWDxNw9FsUHid/6d5Zi37aN+Md+Q9jll9O8azf2zZuwbd5CzYsvUfOf/4JOh3nqFMKvupqQ8887o4GjqqpYl32Aedo0DMlJ7azkf5FLbqVh+XKs771P5JJbu32d+qVLUZubUTUaqp9+hvif/bRL56uqijM/n+YdO7Bv2459x3ZcBYUAKEYjpnHjiPne99Ba/HdzHHHzTTR+8QUVv/s9wbNmoU/oPwnn5j1VOAsbibh6GJqgU39Wa4w6om4fTeW/d1H94n5i75+A1uK/nVwDkXwyEEL0muPlEeYx0SdeM4+PoeHzfJpWF5+RYFC9Ki259RizIgOyHbK3NTpclFkdrb/qmym1Oii3NlNmdVDV2MKl4xK4b/7QTvc6OE5VVf698gh//uIwF42J5x83TMQwwPtZNO/ejbumBkN6BoaU5BP1p4qiMHdYNO/tLGFBVtu7Zk6maBSCUkMJSg0ldFEq3hY3zvwG3PUteBqceBudeBqceBqduMpteJuc4AXrp3mEzEkieEYCmh7sEulI9ZP/RtFoiL7v3hOvGdLTSf7HPyi86y5KHnqYlGeeRtH5LobG1cWg1WCZ7dvyFXEm6/vvozocRLbT3LEthuRkcH+FpzaqW2s6i0uwb91KzHf/r1e/70bdfTf1771Lxe9+T9rrrw2K7/m9wbatAo/VScTVbe9eOJ0hIZiIq4dR+2Y21k/yCL9sSI/Wd1VUUPmnP2GePp3wa65BURSCp08jePo0YgCv3Y59x07smzfR8OlnlP7wh2geDyPssssIv/YajFlZADTv3IWzoICoe+7pUTw9ZRo3DtPEidS++ioRN9+Eou16Ill1u6l99bXWZEl6OnVvvknkklu7tOOs8vd/oPallwDQRkRgmjyJiOtvwDx5EsaRI/1a2nTc8VKJo5cvpuwXvyTlP8/1i3+3qsuD9dN89AnBmCe33UNIF24kesloqp7bQ83LB1qTbQF+KNOfSIJBCNFrmvdVo08IRhdtOvGaotNgmZ2E9dM8nMWNGJK/edrqKrPhtbkHRf+Ff63I4S9fHj7lNUWBGEsQCWFGLEE6/vzFYbbk1/H36ycQGdy5Dw92p5s/fHqIlzYWcNXEJP54zTh0vVCKEEjuujoKbrsd1eFofUGnw5CSgiEjA0NGOpdqI9hV72XBiCldvrYmSIexjZ02x6lelZY8K42rirB+mk/DymIssxOxzEpEG+y7JlsALUeOYP3wQyJvvx193KkfkoJnTCf+V7+k/Be/pOJ3vyf+Fz/3yZpuawv2nZUET4uXJzp+pnq91L3+BqYJEzCO6tpOhKD0UFxV4TQfPIppZGaXzm1Y/hEAoZf5vzziZFpLMLHf/S5lP/8FjZ9+SujFF/fq+l3labLRvHMnljnnBDqUdp3YvZAaQlAXygzNE2JxFjXStL4UQ0oI5gmxHZ/U1vqqSvlvHkN1uUj4za/bLs8wm7GcMxvLObOJeegh7Fu2UP/OUurfeou6V1/FOHYs4VdfTfPOHShGIyEXXNCtWHwp8rbbKPne92havZqQhQu7fH7jVytwl5UR//OfYRwzFuuHH1L1t7+T9Ne/dOp826ZN1L70EmFXXknU3XdhyMgI2I29ISWF2O9/n4rHH8f67ruEX3NNQOLoisZ1pXjqW1pLhs7ywMaQEkLk9VnUvHaQ2ncOE3nDiLMeL74hCQYhRK/wWFtwFjQQel7aGe8FT4+n4etCGtcUE3XTyBOvH2+wYxwS3lthBsz7u0oYnRjKPXMzSQw3ER9qJC7UeGKngaqqvLGliEc/3M8l/1zLv2+exKTUsydevthfzqMf7qfU6uCO2en84pJRXd790B/Vvf46qsNB0j/+gbfZjjMvH+fRozjz87CtXUuCy8W/gcRLE2HEpT5dW9EoGIeEYxwSjrOokYZVRTSuKKRpbTHB0xMImZOENtQ3s9ur/vFPNCYTUXff1eb7EddeizP3KLUvvohhSGaXnoK3p2ltCagQMje5x9cSZ2fbsBFnQQGJD9zf5XNDFkyg9u0SGj7d0qUEg6qqWD/4EPOUKQHZhh525ZXUvvY6lX/+C5ZFi87YJt9XqE4nxQ88gH3TJtJefx3zpImBDqlNtu0VrTdSVw7t8g1o2MUZOEuaqHs3B11cMIaErm+1b/z8C5pWrCD2hz84UcJ1NopGQ/CMGQTPmIG7ro6Gj5ZT/847lD/6KAChl13m1y3/nRVy7iJ0iQnUvvhStxIMta+8gj45Gcv8+ShaLZG330bNM88SeeedmMaMPuu5XpuNsp/9HENaGvG//AUak+msx/eGiJtubC2V+P0fCJ49u0+XSnganTSuLMI4KqpTny1NY6IJuzAD66d51HgOEnld1hklFeJMA/sxlhCiz2jeVw2AaWz0Ge9pjDqCp8fTvLcad63jxOstR+rRxZnRhg7sJ6WFNXaOVtm4ZnIyiyckMTU9kpRI8yllDIqicNP0VN69dxZajcL1z27kxfV5bXZvLqq1c9dLW7nnle2EGPW8852Z/Oqy0YMiueB1OKh77XUs8+YResH5hF9xBbEPfY/kf/2TzI8+ImvXToZ88Tmm8eOpeOxx3FXtTzDpKUNKCNG3jiLuoUmYRkfTtL6Esj9spfbNQzQfqEF1nX0869k0791L45dfEnnHHegi2k80xf7wB1jmz6fiid/StG59t9cD8Nhc2LaUYZ4Qgy7C2KNriY7Vvf462sjIbj2xNY3PQPU6cRzu2te3Y+9enHl5hPZCc8e2KFotcT/+Ma7SUmpfejkgMXREVVXKfvkr7Js2gaLQtGpVoENqk+r20riyCH1KCEHDu74LUNFqiLp5JIpJR80rB/DauzZJx1NfT/njj2McNYrI227r8vq6iAgil9xKxocfkP72W0Td9a1TSsECSdHpiLz5FuxbtuA4eLBL5zbv20/z9u1E3HLzifKKqLvuQhseTuVf/tzhRIbKv/wVV2kpCb99ok8kF+BYqcQTj7c28+zjUyUavixAdXsJuzij0+dY5iYRdmkmjgM1VD29G3edo+OTBjlJMAgheoV9XzW6ODP6dpo1WmYngUahaV0J0Foj15JvxTgIyiNWHa4Ezpxo0JaxyWF8/OAc5g2P4dGPDvDAGztpammdW+50e3lq1RHO+9tqNuTW8NOLR7D8/85hanrPu1P3F9Zly/DU1hL5rTvbfF/RajGkppLwu9/ibW6m7Ne/9vuHIX1cMJHXZxH//SkET43HcbiOmpcPUPr4Jmrfyu5WsqHqb39HGxFB5O23n/U4Rasl8c9/JmjoUEoeeghPU1O3/xxNG0pRnV5C5snuBX9zlZTQtGoV4ddcg6YbtdSKVkFrcYMShbOgoNPnWT/4EMVgIDSA29CDZ0zHsmgRNc8+i7u6OmBxtKf6qaewLltG9IMPYJ48mabVqwMdUpvsOyrx1LcQuii129vntSEGom4eicfaQu1b2ajezn+vrPjTn/DU1ZHwxOM96gGjKAqmceOI/cEPCMro/E2hv4VfczWK2Uzty6906by6V15GYzafMnVBa7EQfd+92DduwnaWRLBt8xbqXn+dyCW3Yp48udux+0NrqcTD2Nato37p0kCH0yZnmQ3b1nIsMxPQR3c+OaMoCiHnJBF9xxjc9Q4qn9xFS77Vj5H2f5JgEEL4nafRiTO/AdOYM3cvHKcLC8I8PqZ1nJbNRUt+A7jVLtWN9lcrD1WSHmUmI7pzWz/DzHqeu3UKj1w0gk/3lnH5k+t4b0cxl/xzLX/8LJt5w2P46uF53DN3SK+MfuwrVI+HmhdewDh2LOapU896bFBmJjHf/S5NX62gYfnHvRKfLspExBVDSfjZdKLvHINpbDTNh2pPTTZk13Z4Hdumzdg2bCDqnns6tV1Yawkm7ieP4G1sxL5tW7di97Z4aNpQinFUlIzs6gV1b70NQMQN13f7GqaxSWhCk7B+/GWnjledTho++QTLooVoQ0O7va4vxP7g+3hbWqj6xz8DGsfp6pcto/pfTxJ2xRVE33cflvnzaMnOxlVWFujQTqF6vDSsLESfbMGY1bMkfVBaKOGXZeLIrqNhRWGnzrFt3Ij13feIuvNOjCNHdnxCP6QNCyP8iitoWL6804kwd1UV1k8+Jeyqq86Y7hN+ww3ok5Op/MtfUL1nJpy9djtlP/85+tRUYr73PV/8EXwu4sYbMU+fTuUf/4TXbg90OKdQVRXrx0fRmHSELkrt1jWMwyOIvX8CGpOOqv/sxba13MdRDhyD55OnECJgmvdXgwrmNsojThYyNxnV5cW2qQxHTj1oFYIyeneMYW9zuDxsPFrTqd0LJ9NoFL4zbwiv3z2DhmY3D7+9m2aXh+dvm8Kzt04hMbxvbJ3sTY0rVuAqKCTqW3d26old5O23tZZKPO7fUonTKVoNxuERRF4znMSfTyf6jtHfJBte2I99b/sfVlVVpervf0cXF0fEjTd0ek3ThAkoej32LVu7FbNtSzlqs5uQ+bJ7wd+8Tif1S5diWbAAfWL3J3WYxiWjKBqaNnZuC3fjqlV46uoIuzww5REnC8rIIPLmm6h/910c2dmBDgdofXpc9otfYp4x40TDQsu8eQA0rV5zyrFep4fqF/ZR/cqBLj317wxVVSn92c+ofe21do+x76jEU9ez3QsnC56egHlyHI0rCmk+WHPWY73NzZT98lcY0tKIvv++Hq/dl0Xceguqy0Xl3/7WqZ1wdW+8CW43kbfcfMZ7GoOBmO9+l5ZDh2hYvvyM9yv/9ndcxcUk9qHSiNMpGg0xDz6At7GRxi87l9jsLY5DtbQcqSdkUSoac/cbLutjzMTeN56gjDDq3s2hfvlRVE/fLQkJFEkwCCH8rnlvNboYE7q4tssjjtPHB2PMiqBpYymOQ7UEpYWiMQzsZjqbjtbgcHmZnxXTrfNnZEbxyXfP4Y9Xj+PLh+axaGTbI5cGOlVVqX3+f+iTkwk577xOnaNotd+USjzauVIJVVWxbdnSo1KDU2PQYMyKbE02/Gw62igjTWuL2z2+aeUqmnftIvr++9AYu9AHQaPHNP1y7Fu2dDlGr9ND09pigjLDCEoN7JPtwaDxs8/w1NYScdONPbqOISUEUPHagnDm55/1WHddHRVP/BZDejqWc/rGVITo++5DGxJCxe9/H/Ca7pbcXIoffBBDWirJ//zHiRGAhqFD0Scm/j97Zx0mZdX+8c8zXTsz253A0g1LqYAIEkooFiKKjd3ta+NrvNZPBcVCpZRSQpAWpLtru3tnd6fj+f0xgCxswiwsuJ/r2kuZ5zznOTPzzMw597nv77dKmYTodFM8/QC2I6XYDhRTsTbTp2Mxb/gb07z55L/1NmXz5p913Ju9kIk8UoeqjW/K4wRBwH90C+SROkp+OYroqrmkq/D/PseZmUnYW2827DvqEkQZH0/g/fdjmjefku9/qLWtx+GgdM4cdP37o4iLq7aNfsRwVO3aUfjJp3js9lOPW7Zto/Snn/AfPx5Nj4a7H11I1N27I4+OpmzBwos9lFOILg+mxSnIgtXoep+/AKVEIydoYgd0fSOo3JBN0fQDeGwuH4z08qE5wNBMM800Ku5KB/ZUE+oOQfXaSdFdFYWn0omrwPKvKI9Ye6QQlVxC74Rz86wHCPFTcXPPaNSXeTCmNqw7d2Lds4eAu+5qkC/5qVKJVXWXSrhNJrKfeJKMCXeSdsutODJ9u3AQZBL8+kXiyKjAnlF+1nHR46Hwk0+Qx8ZgHDOmQX2Xr0xHGnQtqPrgKq1/7ajb7KTo2/24Kxz4nWNaaTP1RxRFSmbMQBEXh7ZPn/PqS6KQIg9TIQ1sRfmy5bVeM/flV3CVlBDxvw8R5L61Uz1XpAYDQY88gmXTZirXrL1o43AVFZF5/wMICgXRU7+qUj4iCAK6Af0xb96Mx25HdHoo+ukQ9hQT/jcnou4cTPmKdOypvqvXLp42DVloKNq+fcn9z3+oWL2myvHKTbm4S2w+y144iSCXor86GtHqwpFVUW0b6/4DlPzwA8abb0ablOSzazdlgp94HL9rr6Xggw+oWLWqxnblS5biLi4mYMIdNbYRJBJCnnkaZ04OpbNmAd6MkJyXX0EeHU3Ik0/4evg+RxAEDKNHYdmyBWd29sUeDgCVf2fjKrZhvL4Fgo/KRgWpgHFkC4xjWmI/XkbR9wcueiC0KdEcYGimmWYaFdvBEvBU7x5RHcoEA/JIHQCqlv8CgccjBfRJCEQl//cGB3xB8Xffe2tib2jYwhvqVyph2bmTlDFjqFi1ioA7J+AqKiLt5luw7Nx5vkOvgqZ7KIJKdkrs9HTKl/6B/ehRgh99rEGLQNHlwbIjH4ka5FE9Kfx6T70U4V0lNgqn7sGRXUHAuLb/CrvYi41l82Zse/biP+EOBMn5T9GUicFIA+Ip/3NljW1KZ8ykcvVqQp95GnX72i3yLjT+t96CIj6egvffR3Q2zMXAF3isVjInPYSrpIToKVOqte7U9e+PaLVi3ryV4hmHsB8txf+GVmi7heI/piXSABUlsw/jNp//+K179mDZupWAu+4i6v8+Q9WuHdlPPnnqe8hZaMG0LA1VmwBUbX0v7quI9QZX7GneAKgoijiysiibN4+c558n8777kAUFEfLsMz6/dlNFkEiI+O+7qDp0IPuZZ7EeOHBWG1EUKfnxR5StWqKpI3Co7dsXbd++FE+Ziru8nMJPPsGZkUH4228j0dSeBdpUMIwaDaKI6fffL/ZQcJc7KF+ViaptAKpzcFOpC12vcIwj4nGkl+PM8k1m4+VAc4ChmWaaaVQs+4uQBqqQ19NDWxAEDMPjUXcOPhVouFxJLTKTVmxhYJuG6S80UxV7SiqVq1fjf/u4c5qA1VYqIbrdFH75Jenj70CQyYmbNZPQF18kbvYsJHo/Mu68C9OiRT57LhKlFG3SCcvW06ywRLebos8/R5mYiH74sAb1aT1QjMfswnhjIrZd3+MuFSmYWrvVliO7koIvd+OudBJ8b8c69VOa8Q1FX3yJLCSkisL8+aCM0yMIUlz59mrLJGyHD1Pw/vto+1+F/4QJPrmmLxHkckKeeRpHWhrly5Zd0Gt77Hayn34G2/79RP7vQ9QdO1TbTtOrF4JaQ/mfhdgOl2Ac3RJtzzDAa8EceFsb3JVOSn89et47nMXffIPEYMB4001ItFqiv5qKPDyczAcnYT18hNJfjyLIJfjf0Mqn2QsnkeoUSP3lmDcdJef5Fzg+aBDJ1wwm9+VXqNzwN5revYj64vOzBAwvdyRqNdFffoHU30jWpIdw5udXOW7dvh37oUP433FHvd6XkGee9mbMPfssJT/+hP+4cWh7XToZIYqoSDS9elG2YOFF39U3LUtFdHswXpfQaNfQdA9FkEuaRR9PoznA0EwzzTQaHosT+/GyepdHnETVwkjgbW0QJL6fIDUl1h45YU+Z2BxgOB9Kvv8eQaHA//azhbPqS3WlEs68PDLumkjRZ/+HfsQI4ufPQ92xo7d9fDxxs2ej7tKFnGefo/Czz+qcSDnS0ij66mvMW2rXQdD1jQDBawt5kvKlS3GkpRH0yMMN3tk2b81FalSibheCLNiBK3sh7nIHBV/uwZFz9o6L7WgphV/tRZBJCJnUGWXc5S202lQwb92KZft2Au+9F4lS6ZM+T+44V1cm4bFYyH7qaSQGPRGTJzfKgtQX6AYORNGyBcXTvrlgixVXUREZE+70Zna8+gp+V19dY1tBrkQ78ElEdzCG6xLOqvFWRPlhGB6P7XAJlRtyauilbuwpKVSsXIX/uNtOucfIAgKI/uYbJCoVeW/8hCOjAv9RLZDqG25tWhei00nOK69g3bUaV6GTyr/Wo+7YidD/vErC4kW02rCeqI8/PvUd+W9DFhxM9JQpeCoryZw0CY/ZfOpYyY8/ITUYMFx/fb36UrVrh/666zCv+wt5RAQhTz/VWMNuNAyjR+PMyMDq4yy/hmDPKMeyswC/K6OQBTaeMKZEJUPdKRjL7gI89mYtBmgOMDTTTDONiPVgCXhENLXYU/6bWXOkkIRgLTGBl0baY1PEVVSE6bffMIwejSzw3HUs4J9Siby336Zs3jxSR43GeuAAEe/9l8gP3keqq5pRI/P3J+bbbzCMGUPRl1PIefppPLaqWQGuwkJKfvyR1JtuJnnoMAo//pjsp5+uVSRSZlSi7hiMeWseHrvLm73wxZcoExPxu+aaBj0nV5EVe7IJbVIYgkRAm5SEdcefBN7ZCkEiUDh1L7ajpafam3fkU/TDAWSBKkIe6ow8pPnevFAUfTkFaXAQxptv8lmfUq0cWagGeXy3szIA8t99F0dqKpHvvXfen53GRJBICLznXuxHj2L+66+6TzhPbEeOknrzzdiOHCHy008JGDeuxraiR6R07lEERSy2/b+iCK8+K0jXNwJVu0BMy1JxZFavX1AXxd9+i6BUEnBH1Rp+RVQk4e9PQRY9CHfZYeQxsnPqvzbclZVkPvAgprnzULcLQ1BoiZu3jKhPPyFg3DiULVs22QDVhUTVujWRH3+E/fARsp99DtHtxpGVTcWqVRhvvrlB7g/BTzyBumtXIt77LxLtpWcNrB8yGEGjwbRw4UW5vugRKfs9GYlegd/A6Ea/njYpFNHhwbLnwjlSNWWaAwzNNNNMo2HdX4TUqEQedXmXOpwLVoebzSnFzdkL50nJzz8jOp0ETrzrvPs6WSohWq3kvvwK8shIEubPwzBqVM3nKBSET36H4KeeonzpH2TceReOtDTK5s0n4+67OdZ/APmT30V0uwh59lmivvwCd1ERxV99VetY/K6IRLS7MW/L/yd74eFzyF7YlgcS0PbwuotokpLA48GVcZCQhzsjC1RR9MN+zNvzKF+dQemvR1EmGAh+oBNSvW920ZupG8uOHVg2bybwnnt8rryvjNMj0UZhP3wEe2oqAOV//EHZr3MJvPdetH37+vR6jYFhxHBk4eEUT/umwec6c3IQ3e56ta1Ys4b0224Dl5vYn39Gf+2QGtuKHpHSecew7CpA1ycA5/EVVK5dV21bQRAIGNsKqU5B8azDDVacd+blYfp9EcYbb0QWUFVbQXR7MG+1IVHLsO6YTtaDk/BYLA3qv65rp98+HvPWrYS/8w7BD3vdTRwZ5xYoudzR9e9P6EsvUbl6NQUf/o/SGTNAEPC/veZAVXUooiKJmzWzybtG1IREq0V/7bWUL/0Dj9V6wa9v2ZGPM6sS47B4JMrG07hyV5rJfOhh8l55FFmoBvPW5jIJaA4wNNNMM42Ex+bCdqy0weUR/xY2pRThcHkY2Obc7CmbAY/ZTOms2fhdM6hG26+GokxIIOL99wh+/DHiZs+qV7+CIBB0/31EfvoptiNHSB46jNyXX8aRmUXgA/eTsGQxCfPnE3jP3fhdfTWGUaMo+WF6rS4Uimg/FLF6Kv/OpuiLKd7shcENy14QXR7MO/JRtQk8FSxQd+6MIJdj3roVqV5J8AOdULYwUjr3GOV/pqPpGkLQXe2RqHy/C9pMzRR98SXSwED8b7nF530r4w3gkSAxRFGxfDmOrGxy//Maqk6dCH7sUZ9frzEQFAoC77oTy/btWHfvrvd5FWvWcPzqQRy/ZjCFn32GI6t6C1hRFCn+/geyHnoYRXw8cb/+grpD7YKXlRuysezIx29QDMZR7VG2alXFrvJMJBo5AePa4C6zUTr/WIPKPUp+mA4eDwETJ551rHx1Js4cMwE3tyXyv29g27+frMcex1lQUO/+a8J2+DBpt9yKMyuL6K+mYrzxBqQBKiR6BfbUs51umvESMP52/G+/nZLvv6fkRKBKHhZ2sYd1wTGMGY3HbKZiZc0is42Bx+bCtDwNRawedZfGm2M5CwpIn3AHlatXY9m2Dam2GGdWJY7sZrHH5gBDM8000yhYD5WAW6y3e8S/jTWHC1HLpSTF+17p+99C2bz5eEwmAu6+26f96ocOJWjSpFNe9/U+79ohxM2cQdCjjxA3ZzYt/lxOyOOPo2zRokq74KeeBJmMgg8+rLU/3RWRuEvteOyGc8pesB4qxlPpRNvrn4mtRK1G1bkTlq3bvP9WyQi6qz26KyPRD4nF/+ZEBFnz1OBCYtm1C/PGjQTePbFBKdT1RXFCQ0PVeSDlS5aS88wzIIpENiFLyvpgHDsWicFA0Tf1y2JwV1aS98abKOLjUbZsSdGUqSRfM5j0iRMxLV6Cx24HQHQ4yPvPfyh47z38Bg8m9uefkIeG1tq3q9hK+Yp0VO0C0V/jtW/VDeiPZedO3BU17+wrY/Xoh8Rh3VtU751Od1kZZb/8gn748LNcLBxZFVSsyUDTNQR1+yD8Bg0i/M03MP/9N8evHkT2089g2bXrnLQrKjf8Tfrt4wGInTkDXb9+gDegqozT40hrDjDURuiLL6C96kpwOvG/o2ZryssZTY8eyCMjMS1YcEGvW74yA4/ZiXFki0bb4LInJ5N+62040tKJmjoFZevWmBZ+ATKhQWKPHocb2/GyRhnjxaR5FtFMM800CrYDRUj0ChTRDVeT3pFewrtLD+FweRphZBcfURRZc6SAfi0DUcqa7SnPBdHlomT6dNTduqHp2vViD+cUqnbtCH74YW+mQA0TG3loKEH330fFn39i3lqz4KOqjRHRXoay48gGZy8AmLfmITUqUbWqas2lTUrCduDAKR0IQSrBOCIB/dUxzdlGF4GiKVOQ+vvjf+utjdK/zKhEalSiiO2K/dgxrLt3E/b66yiiG78u2ZdItFoCbh9H5arV2FNS6mxf+PEnuPLziXh3MjHTvqbl6lUEPfYozoxMcp55hmNX9SfvrbfJuPc+b7nIgw8Q+cnHdQZ5RFGkdOFxkAgYR/2zgNH17w8uF+a//671fL+rolC2MlK2KIWKv7JwldXs5gJQOmsWHouFwHvvrToOp4eSX48i0SkwXv+PQr5x7FhaLPvD+1qtW0f6beNIG3sTZQsWngqq1EXZvPlkPvgg8qgo4ubMRtW6dZXjyjgDbpO9VieafzuCTEbUZ58R9+uvTeo36kIiSCQYRo/GvGkzztzcC3JNZ4GFyo05aHuGoWgkJzLLjh2kjbsdj8NB7I8/4jdgAMFPPI4z5SgyvRnLrgI8jvqVZZUvS6Po2324ii58GUlj0hxgaKaZZnyO6BGxp5hQtTQ22AliX5aJO7/bxld/pfD+ssONNMKLS3KhmaxSKwNaN+svnCsVf/6JMzubwHt8m71woQiYOBFZRDj57/63xvrwimXLsB9djkQThTPbXG2bmnAVW7EfK0PbI/Ssz+BJHQbrjh3nPP5mfIN13z7Mf60nYOLERhVyU8bpEd16kMsx3HADhutGNNq1GhP/8eMRlEqKv/221naWXbsonTkT/9tvR92lCwDy8HCCH3qIFiv+JOb779BdcQVlv/6KddcuIt5/j5AnnqhXlpBlVwH2Y2UYhsYhM/yjU6Lu0gWJwVCjDsNJBIlAwM2tUURoMS1NJe+/2yj4cjcV67NxlVUNAHisVkp+/Ald//6oWidWOWZamY4r30LAja2QaKpmoihiYwl98UVarVtL2Gv/wWOzkfviixwfMJCCjz/Bsm0b5s1bqFy/gYrVayj/809MS5ZQtnAh+e++S+7LL6NNSiJ2xs/VpvYr4rzuJM1ZDLUjUalqtDf9t2AYPQpEEdNvvzf6tURRpGxRMoJCgn5IbKNco3z5n2RMvBuZvz9xs2edKqXSDRiAuksXzOtnIdrdWPfWLfZoTymjcmMOuj4RyIIaz+XiYtBcZHkZ89W6ZBbvzWXOA73RKJrf6mYuHK4CCx6LC2VCw+ztkgsrufP7rRjUcga3C+WbDakkxQcwpP3lVbt4yp6ydbP+wrlSMnMm8pgYdAMHXuyhnBMSlYrQZ54h+6mnMS1YgHHs2CrHRbeboi+/RKLQICilVGzIJvC2NvXu37wtHwTQ9Dz7s3O6DoOuf//zfi7NnDtFX05BajDgX4tTgS9QxBuw7C4kdsYC1O0aZ+J9IZAFBGC88UZKf/mF4EcfrXbxKzoc5L76KrKwMIKfeOKs44JEgrZPH7R9+uA2mRBdrnq7aLjNTkyLU1DE+KHtVdWOUpDJ0F1xBZXr1yN6PLUGK6R+CkIe6oKryIplXxHWvYWYlqRgWpLirRvvGISqlRHT0kV4LB78J9yDx+5CkEpAIuDIrKDyryy0SWGoWtdcZifRavG/7TaMt96KZfNmSn6eQfHXX9cpMmu48QbCX3+9xhIaeZgWQSnFnmZC07U5UN5MzSiio9H06IFpwQICH7i/UbPkbIdKvMG/6xKQ6nxv1Vry44/kv/tf1J07EzXlS2T+/2QHCoJA8JNPknHnnai63oF5ax7aHjXPXT0ONyVzjyENVKEfGufzsV5smledlym/bM/k3T+8u78Ld+UwrlfMRR5RM/8m7Kkm4IS4WD3JNVmZ8O1WBOCne5KI9FdzvKCSZ37dw5JwPdEBl49d3tojhbQK0RHl3zSek7u8HIlK1WDNgYuF/dgxrNt3EPLssw3WJWhK+A0bhvqnnyn4+BP8hg6tYoNZvvQPr4XgJ5/gcYVRuTEH13B7lR3TmhDdHsw78lC1Cai2vUStRtWpE5Zt2+s1TkdWFlkPP4JuwAAC756I1NCwwGEz1WM9cIDKNWsIfvwxpLrGtaFTnthxFu1aBNmlPfULmDiR0tmzKZn+I6HPP3fW8aJp03AcTyZq6pQ6X9eG3sumxSl47G78b2xVbXaebkB/ypcswbZ/P+pOnersTxakRj8wGv3AaJxFVqz7CrHuLcK0OAXvr2gkumEfULbIRtmiTVXH7q/EMCK+XuMWBOFUUMWZnY09NQ1BIUeQyRHkcu//y71/EpUKWXDtwW9BIqCI1WNvzmBoph4Yxowh9+WXse7ajaZb45SLiE4PZUtSkIVo0PUJr/uEhvTt8VDwwYeUfP89foOvIeKDD6p1+9H2SkLbty/2Q38iOq7DmWdGHlb9d1D5sjTcJTaC7++ERHH5lcpeujOzZmpk7ZECXpy/jytbBdEuXM8PG1PPSeCnmWbOFXuKCalBgTSgfnZrpWYHd3y7FZPVyfS7k0gI1qGUSfliXDdE4JGZO+utx2Bzull5MB+nu2nqN5jtLramljSZ7AX7sWMc7duPw126cvzqQaTfeRe5r75K0VdfU750KdZ9+/CYG5ae39iUzvkFQS7HcMOYiz2U80IQBEJfehF3cXGVHcWT2QvKVq3wGzIYXd8IEEXMG3Pq1a/tUAmeCifapJp3TzRJPavoMNRG0ZQp2I8fp/jrrzk+eAhFU79qcvfEhUR0Oin6ehqFX3yB6GqY3eDpFE2ZgkSvx3/8eB+OrnpkIRokGtllsSBUREWiHzaMsjlzcJtMVY7Zk5MpnvoV+uHD8RswwKfXtR0txbKrAL/+UchDq180aK+4AiSSOsskqkMepEY/MIbQx7sR+nR3VK3MWHf+gKqtG+P1CRiGx6O/Ng79NTH4XR1N0MQOSJQNDxbJIyPRXdEPbVISmm5dUXfsgKp1a5QJCSiio+sMLpxEGa/HlW/BbXY2eAzN/Lvwu/ZaBLUa08KFjXaNinWZuIttGEcmeDN9fEj5kiWUfP89/uPGEfnJJ7VaCQc/+QSOI6sBT41CrvYUk7c0om9EgzN9LxWaAwyXGfuyTDw0YyetQ/2YMr47d/WL42h+JZtSii/20Jr5lyCKIvZUE8p4Q71S4cx2F3f9sI2MEgvf3NmDDpH/fNnGBGr4YGxn9mSZmLz0UJ19pRebuXHKRu79cTv/t/r4eT2PxmJjcjEOt4eBTUR/oeTHnxCkUgLvvw919+6IdjsVa9ZS+PHHZD/1NGk33Uzy0GG4iorOqX9fBzc9Fgum337Db+jQKumJlyrqjh0xjB5dxbbyZPZC0MMPIUgkyAJUqDsEUbklD4+9buGoyq15SPUKVIk1p05rk5LA7ca6c2etfTmysjD99jv+t91G/MIFaHr0oPCTTzg+5FpKfvwJj8PRsCd8iWNPSSHttnEUfvQRRf/3ORn33YertLTB/dgOH6Zy5SoCJkxA6tdwIdyGIggCijgDjjRT3Y0vAQLvvQePxULprNmnHhM9HnJf/Q8SjYbQl1/y6fU8DjelC4+fyDioOSNU5u+PunPnWu0q64MsSE35b1OQKPIJvOMqdP0i8bsqypvtcE0shiFxyEMubgacMtb7W+1Iv/SDVs00LlKdFv2QIZQvXYrH5nthUFexlfK1mag7B6Nq6dt5geh2UzRlKsrEREJfeRlBWnu2gbpjR7RX9cKVtxvzjjxEZ9XfbI/DTcm8o0gDLs/SiJPUK8AgCMJQQRCOCIJwXBCEF6o5LgiC8NmJ43sFQeh2xnGpIAi7BEFY7KuBN3M2mSUWJv6wDX+Ngh8m9kSnlDGycwQBWgU//J12sYfXTBPEWWhpkJ1OfXAVWfFUOnFGaDleUIHHU/MC0+5y8+DPO9ifbeKLcd3onXB2HezQDmFM7BfHDxvT+GNfzSrEyw/kcd3/bSCzxEKv+AC+XHOc/dlNbzK95kgBWoWUHnEX357SVVqKadEiDCOvJ+SJJ4j84H3iZs8iccN6Wu/cQfzvvxHx4Ye4y8rIe+PNBgcLypct5/jVg7Ad9p1YZ/nSpXgqKvC/9Raf9XmxCX7ySZDLKXj/gxOTmSkoW7XEb8iQU210V0Qi2lxYdubX2perxIb9WCmanmEI0poDfOouXUAux1KLiwVA8dfTEASBwPvuRdW6NdFffkHc7FkoW7Ykf/Jkkq8dStncuee1k99YWHbuouCjj30yNtHjoeTnGaSOuQFnZiaRn3xC+OTJWHfsJO3GsdgO1R0APZ2iKVOR6HQE3NH42QsnUcbpcRXbcFdc+kEhVZs2aK+8kpKffjq1YCmbMwfrzp2EPP98vTUV6kv5ygzcJTb8b2iJIK996qzr3x/bgQM4CwrO+Xqmhb9hP3qUwHvvbbJlYIpoHUiFyyIrppnGxzBmNJ7KSipWrvJpv6IoUvpb8gk3pPqVDDWEij//xJGSQtCkB+v9WQx+7DEcyWsQ7R4s+6tu8JYvT8NdbCNgbKvLsjTiJHW+UoIgSIEvgGFAO+A2QRDandFsGNDqxN/9wJQzjj8ONOzXt5kGUWJ2cOd3W3F5PEy/O4kQvTd9RyWXcmvPaFYeyiezxHKRR9lMU0J0i5TMPEzpvGM4cupOk64vJYe8X6bj/jzANR/9Rbe3V3Dv9G18tS6ZXRmlp0oX3B6Rp+bsYf2xIt67sROD29XsO/7isLZ0jjLw3Ny9pBdXTc12uj1MXnqIB37aQVygliWPXclXd3THqFHw7Ny9TcrqUhRF1h0ppF/LIBSyiz9pNM2bh2izVZuiLdFoUCUmYrhuBEGPPkrFihVU/PFHvft2ZGSQ+/LLuHJzyXnpJUSnb9JoS2fPQdmqJepu3epufIkgDw3x2lauWEHeW295JzMPP1xlMqOI8UMR7YdpeRrlqzPw2KpfNJu3ewOG2p41f57Aq8Og7tQJ89ZtNbZx5uRQtmABxpvGIg/9pz91ly7ETv+BmO+/QxYcTO4rr5J68831Kre4UIiiSN7rr1P89dcUfPDBefXlzM8n8977yH/7bTS9kohf9Dv6oddivGEMsTN+RvR4SLttHKZF9dtDsWzbRsXy5fjfMf6C6lmc1MSpWJd1WaS1B957L+7iYkwLF+LMy6Pgw/+h6dMbw5jRPr2OI7uSyg1ZaHuGoUww1tleN8ArnGpev77B17IdOULGPfeS++KLKFu3xjCi6bp9CHIpiii/yyYrppnGRZOUhCwi3OdlErYDxdiPlqIfHItUX7dGUUMQPR6KpkxFkZBQJeBfF6rERDR9EvGYC6jckHHqcXvq6aURRp+OtalRnxluEnBcFMUUURQdwGxg1BltRgE/il42A0ZBEMIBBEGIAkYA3/hw3M2chtXh5t7p28gus/LNhB60DKnq+zq+dyyCIPDz5vSLNMJLg8V7cxj1+QZKzBd+d0d0unEWWrCnlGHZU0DFhmxMf6RS8ssRCr/bT+E3+3w+IazcnIMz1wwCVP5dfW13dpmVrNL6BaZMFicfLD/M8mXHKcZD5w6hvHdjR4a0CyW50My7fxxmzJcb6fT6n4ybtpl7pm9jyb5cXhnRlrHdo2rtWyGT8Pm4bggCPDxzJ3aXN+Usv9zGuGmb+fqvFO7oHcvcSX2IDtBg1Ch4Z0wHDuWWM2VtcsNemEbkWEEl2WVWBra5+OURostFycyZaJKSzvI4P5PAuyei6tiRvDffqlephOhwkP3U0yCVEvriC9gPHqL42+/Oe8zWffux7d+P8ZZbG1WJ+mIQcNddyCMiKDsRQDlzMiMIAv63tEYZZ6D8z3Ry39tG+aqqgQbRLWLeno8q0R+ZsW79k7p0GIqmTQO8C7nq0PbpQ9yc2UT870PsR4+R/dRTTSaTwbxhA/ajR1G2a0vJ9B8p/fXXc+rHtHgJKdePxLJrF2Gvv0b0V18hD/nn86vu2JH4eXNRd+hAzrPPem1Hq3kNnAUFFH/3PSmjx5B+xwSk/v4E3nnnOT+/c0EeoUPZykjlhmxyJ2+heMYhbEdLEWvJMmvKaJJ6ourcieJvv/NmWLndhL/xhk+/G0S3SOn8Y0g0cgzD4up1jrJ1a2RhYQ3SYXDm55Pz0sukjh6Ddf9+Ql54nrhff6nRxaGpoIjT48iuPCsNvJlmzkSQSDCOHo1540ac+bVn4tUXj91N2aIU5GFadH0ifNLn6VSuWYP96FGCHri/ztKIMwl55BGcGX/jzLbiLLCccI04itT/8i6NOEl91GEigczT/p0F9KpHm0ggF/gEeA5o/CLDfyFuj8jjs3exK7OMKbd3rzbtOsKoZmj7MGZvy+SJaxJRX8YpOefK/mwTT/+yB7vLw9wdmdx/VYsLdm3R5SHvwx24TVX9r5EKSHUKJH5ynDmVlK9Mx39US59c013uoPzPdJSJ/sgCVJi35WEYGofU7x8XAZvTzXWfrafU4iTKX03vhED6JATSu0UgkcZ//HorbE6+25DGNxtSqLC5WCo3oG1p4KNbOwJwS09vvWpBhY3taaVsTS1hW1oJxwoqeezqltx7ZUK9xhwdoOHDmzpz/087eGfJIa5tH8bjs3dhcbj59NYujOoSWaX9te3DGNk5gv9bfYwh7UNpG64/35etTuwuN6LozRyqjjWHm449ZcXq1bhycgl7qe5aZUEmI+LdyaSOuYG8N94k8rNPa53EF3z8Cbb9+4n87FP0Q4Zg2b2boi++wO+aQShbnvs9XPbLHAS1GsOokefcR1NFolIR8txzZD/5JEGPPlptKqY8SE3QXe1xZFVQviqD8hXpVKzPxu+KCHT9IrGnmvCUO9DW83tCm5RE8ZSpWHfuRHfVVVWOOfPyMM2dh3HMGOQRNU/cBEHAMGIEnopK8l5/nYIPPiD0xRcb9uQbgeJvvkUWGkrczJlkPfwIeW++hTIuDk3PnvU6311eTt7rb1C+dCnqzp2JeO+/KOLiqm0rCwwk5vvvyH/vfUqmT8d25AiRH3+ERKWiYuUqTL/9hnnjRvB4UHXqROgrr6AfMRyp0ei7J1wPBKlA8D0dceaZMW/Lw7KrAOu+IqRGJZruoWh7hCLzr58wb1NAEAQC772X7Ecfw5mZScizz6CI8a1jVuXGHJzZlQSMa4NEU7/FviAI6K66ivIlSxAdjlrdedyVZkq++5bi774Ht5uAu+4i6MEHLhmnFmWcnsp1WTgyKy77HdnGwLq/CHuKCWQCglSCIJOAVECQSRBkAhKlDHXHIO/jlwGG0aMp+nIKZb/OJfiRh8+7v/LVGbhNdgLGtam1JPBcEEWRoi+nII+JQX8OmUSKmBjUXYJwW92Urz6GVKvDXWwj6L6Ol3VpxEnqE2Co7h07M9xdbRtBEK4DCkRR3CEIwoBaLyII9+MtryDGxz8QlzNvLDrAnwfzeWNke4Z2qFkx/M6+cSzZl8vC3dncltT8+p5OUaWd+3/cTqBWQYBOwaytmdx3ZcIF2yG1HizGbbKjHxKLIkaP1E+O1E+BoJadGkPpwuOYt+Sh6xuBPPj8hZ3KlqYgujwYR7bwqtNvzsW8JRf9Nf/4oy8/kEepxcnd/eLJKbOy8lA+c3dkARAdoKZPQiAhfip+3pJOmcXJkHahPNUzFt30wxjbnl3/GuKnYnjHcIZ39NoHeTwikmpsvmpjSPsw7r0inm82pPLT5nRaBOuYdV83WoVWH798fWR7NiYX8ezcPSx4qB9yHysLn47HI3LjlI0cyq0gMdSPzlEGOkUZ6RRloHWYH3KphLVHCmkT5ke4QV13h41M6U8/I4+IQDdwYL3aK1u2JOjRRyn86CMqli1DP2xYte0q1q49pbasP7ELH/bKK6Rs2kzOyy8TN3Nmg3cCANwVFZgWL/EuzC6AKN7FQD/0WjRJG5AF1K7PoYjyI+jO9jiyK72BhpUZVKzPRqKTI/FToGpTP32P03UYzgwwFE/7BlEUCbz//nr15X/rLdhTkimZ/iOKhBb433Jzvc5rDKz79mPZsoWQ555DolIR+fFHpN18C1mPPU7cr7+giKo9Y8p2+DBZjz2OMyeH4McfI/C+++q0dhTkcsJeeRlV+/bkvfYaKSNHIpoteCwW5BERBN5/H4aRo1Am+L5GuKHIw7QYr2+BYVg81oPFmLflUbE6g4rVGajaBhJ4W2uEGoKkTQ2/QYNQtm6NIJcT4MOMEPHE76JpWSqqNgGoOwY16HzdgP6U/fILlh070Pbp80+/LheuggKcubnYDhyg6OtpuIuK0A8fTvBTT9Z5bzY1lLHewL09rbw5wNBAPBYnJb8cQfSICIKA6PKcvboCDOV2/PpHX/gBNgKKmBj8Bl9D8Vdf4Tf4mjqzJ2vDmW+mcn02mh6hp+5DX2Jevx7bgQOEv/3WOVv7Bj90D9nPz8G6uyMI5Wj7hKNqYfTtQJso9XnFsoDT7+wo4Mx86prajAVGCoIwHFABekEQfhZF8ayCX1EUvwa+BujRo8elma93gUktMvPjpnQm9ovjzr5xtbbtGedPu3A90zemcWvP6Msuvfhccbo9PDxjJ8VmB3Mf7Muxggqe+mUPm1KK6duiYROKc8W8PR+pQYnfgOhqfbUB9NfEYNlVgOmPNIImnCmB0jBsyWVYdxfiNygGeZB3oatqE0Dl5lzvGE5EymdvzSQ6QM0rI9oikQh4PCJH8ivYnFLMpuRilh/Ix2R1MqB1ME8NTqRTlBHz9jxKoV62Ow0NLpzk+WFtSC+xYFTLeX1ke7S12HQFaBW8NaoDk2bs5Kt1yTxydatzumZ9WHW4gP3Z5VzXKRyT1ckf+/OYvc2b2KWUSWgXoWdflol7rrz4Cwzb4cNYtm0j5NlnG7TYD7x7olcn4M23vPWUZwipOfPzyX3xJZRt2hBymj+9LDCQ0FdeIeeZZyiZ/iOBd09s8JhNv/+OaLXif8utDT73UqKu4MLpKCJ1BE1ohyPHG2iwHShGf01MvXdyJGo16o4dMW+rqsPgzC+g7NdfMYwehSIqsoazzyb0uedwpKaR99ZbKGJj0fY+M9nxwlD83bdIdDqMN98EgFSvJ2rKl6TdcitZkx4idtYspLrqbQbLFi4k7/U3kOr1xP44HU0DtT6MY0ajbNmSgvffRx4bg2HkSDQ9ejRJoT5BJkHTKRhNp2BcpTbMW/OoWJOJaUU6xuH1yyy72AgSCXEzZ4Bcfs6LgDPx2N2Uzj+GdU8hqjYBBNyc2OA5k7Z3bwSFgsJPP6Ps17k4c3Nx5uXhys8Hzz+6QOoe3Qn98gvUnTr5ZOwXGolGjixU0yz0eA5UbslFdHhQj29LYAfvfFN0i4huD7g8Xp2s2Yep2JCDrl/kZZPFEPb666SMGk3OM88SN/dXJMqG6yaIokjpwuNIVFIMw3w/pzqZvSCLCMcw8twzJuWhoShbqXBXyJDopBiGXvz534WiPnfrNqCVIAjxgiAogFuB389o8zsw4YSbRG/AJIpiriiKL4qiGCWKYtyJ81ZXF1xo5tzYfMJ68o7esXW09Kbs3dU3jsN5FWxOKWnsoV0yvLPkEFtSS3j3ho50jDIwvGM4BrWcWVsz6z7ZB7hKTyi+9witMbgAINUp8BsQje1gMfaUsnO+nujyULbwuNceZ8A/OyW6fhF4Kp1Y9hQCXrvHTSnF3Nw9+lQgQCIRaBuuZ2K/eL6e0INdrw5m+yvX8MPEJDpFGQGvt69EK0PWiPZZcqmEaRN68MFNnWsNLpxkWMdwRnQK59NVxziSV9EoYxJFkS/XHifKX80nt3Thp3t6sfs/g1n7zAA+vbUL43vHIpMI+GsVjOzs+zrBhlLy008IajXGsTc26DxBJiNi8jt4KivJe/OtKsdEt5ucZ5/DY7cT+dFHZ00a9COGo7v6ago//RRHWlqDriuKImWz56Bq3x51xw4NOvffgCJCR9Ad7Qh/qRd+VzcsQ02T1BPb/gO4K/8RTy357ltEt5ugBx5oUF+CTEbkR/9DERdL1uOPN/h99gWOjAwqlv+J/223ItX9o0ekjI8n8uOPsKekkPPss4juM63DHOS+8Qa5L7zo1VWYP6/BwYWTqDt2IPanH4l4+220SUlNMrhwJjJ/FYZr49AmhVG5Phv7JWQ9KNFqkdRShtAQnAUWCr7YhXVvIfprYwmc0K7epRFVxqTR4HfttdgOHMC6fz+CQoG2Vy8CH7ifsDffIHraNBKWLiH2p58u2eDCSZRxehzp5ZeslsfFQHS6Ma3LosAl8vuPh7FVejW2BKmARCFFovFmsvoNiMZT4cCy89wdSZoassBAIt6djP3YMQr+979z6sOyqwBHajn6oXFItf98Pi3bt+OuOP95nmXLFqy7d3tdXM7zuyVo0lgcaWvAugmJ8tLIDPMFdf7qiaLoAh4BluN1gvhFFMUDgiA8KAjCgyeaLQVSgOPANOChRhpvM6exOaWYYD8l8UHV78ScycguEfhr5EzfmNa4A7tE+HV7Jj9sTOPufvHc0M272FbJpdzQLZLl+/MorrTX0cP5Y97uFbrRdq9d8R3A74oIpAYlZUtSz/mHvGJDNq5CK8aRLaqkwCpbGpGFaqjckI0oivyyPROJAGN71JyuKZEIBOmqLiLtqSaUcYYmlyHz5sj2+KnkPDt3Dy63710lNqeUsCujjAeuSkB2ogxDEATigrSM6hLJq9e149cH+7Lt5WtoH3Fxa2tdpaWUL1qMYeTIc6rzVbZqRdAjj1CxfDnlp7lKFE2dimXrVsJefbXaNHBBEAh77TUEpZKcV15B9NT/fbDu2oX92DGMl5E1ZWMg1StqDVRWhzYpCdxurLt2AuAqLKR09hwMI0eiiG54Wq7Uz4/oKVMQBIHMSQ/hLq95oSqKItZ9+zEt9taq+4KSH35AkErxH3/HWcd0/foR+uKLVK5ZQ+Enn5563JmbS/odd1A2azYB99ztdccIujAZbE0Nw4h4pAYlpb8exeP4dwn3WfYUUPD5LjxmF0H3dEA/MKbBn6fTifzgfVrv3UPLP5cTO/0HIv77LiGPP47/zTeju/IKlAkXrhSzMVHGGxDtbq9odDP1InNxKoLNTa5ahq3SyV9zjlbbTtnSiDxSR8VfWZdVAEd35ZX4jx9P6Y8/UdlAtxWPxYlpaSqKaD+0Pf4pDS+bN5/08XeQeg62wWdS9OUUZMHBGG9s2CZMdcgDAlDFWqhYNhuP1Xre/V0q1CusLoriUlEUE0VRbCGK4jsnHpsqiuLUE/8viqL48InjHUVR3F5NH2tFUbzOt8P/9yKKIptTiumdEFjvHyiVXMqtSTH8eTCv3s4Alyt7Mst4eeF++iQE8tLwNlWOjUuKweH2MG9nVqOOQfSIWHbkexf3AXULawlyKfqhcTizK09lGjQEV5mNilUZqNoFoj6jRlsQBPz6ReLMNWNNLmPujiz6JwY3SCvAVWbDXWpHUY/yiAtNoE7Jm6PaszfLxLT1qT7v/8u1xwnSKbipR9Ovkyz75VdEh4OA8befcx+B99yNqkMHr6tEcTGWbdso+uJLDKNGYqzFIk4eGkLoCy9g3b6D0pmz6n290tmzkeh0Tdqy7VLldB0GgOLvvkd0Ogl6oH7aC9WhiI4m6v8+w5GVRfYTT57lqmA7epSCTz4h+dqhpN10EznPPEP63XfXy6GkNlwlJZTNX4B+5PXIQ6t3avG/fRzGW2+heNo0TL//jnnTJlJvuBHH8WQiP/2U0Gef9Vmq/aWIRCnDf2wiriIr5cvTLvZwLgiiy0Ppb8cpmXUEebiO0Me6omrp75O+zzWA4LC5KM27NBbsijhv/XuzXWX9yNhfhHVTDhUSgauf60GPEXEc25ZP8q6zsxQEQcCvfxSuIiu2g8UXYbSNR8gzT6Ns1ZKcF1/CVfJPZrWr2FqjDTOA6c90PGYnxtEtTwUArQcOkPfGG6g6d0K02Ui79TbK5s07p3FZduzAsnUrgffec07lG9VhGDMGT2UlFStX+qS/S4Gmn7fXTLWkF1vIL7fTO6H+9bpwumVlRt2NL1MKK+w8+PMOgnVKPh/X9dSO80lahfrRM86fWVszEcXGixjbj5fhLrOj7VmzOOeZaDoHI4/UUb4srcG2UGWLUgAwXl99ba2mazASjYz05ankl9tPuT/UF3uKd3Jx0mu9qTGiYzjDOoTx8YqjHC/wXanEviwT648VcfcV8TW6RzQVRKeT0lmz0PTpjbLVuetRnHSV8FRWkvvSy2Q/8yyK6GhCX/1PnecaxoxGe8UVFHz0EY6suoN4rtJSKpYtxzBqFBJN45Xe/FuRaDReHYatW3EVF1M6ezb660bU6JhQXzQ9exL++muYN24kf/K7ONLSKJoyhZTrryd15CiKv56GIiqK8HfeJnzyZGz7D5A69ias+/ad8zVLZ8xEtNkIvPvuGtsIgkDYyy+jSUoi5+VXyLjnXqSBAcT9+iv6a+vvc345o2ppRNsnnMqNOae+1y9XXCY7hV/txbwpF90VkQTf3xGpwTeLivNhy+8pzHl7G+Yz3aWaIDKjCqlR2azDUA8yD5Ww65v9aCUC4WNaovZT0G1oLMExfqybeQRrxdmZXOoOQUgDVZSvy6oyJz22PZ81Px/GVNi0NgxFj4jHWrddsUSlIuLDD/GYTOS+/AqiKFK5JZe8D7aT8/omst/YRP7/7aL454OULU2hclMO5m15mLfkousTgSLSWwLnKi0l+7HHkQYEED1lCvEL5qPu2pXcl18h5+WX8dhsDRp/0ZdTkAYEYLzZd0LFmqSeyCMjKZs/32d9NnWaAwyXKCf1F3rFn63WXxuRRjVD2oUye1sGtn+hb7HD5RV1LLU4+OqO7gTqqp9I3JYUQ2qRV4egsTBvy0OikaFuV//3UJAIGIbH4zbZqdhwptZqzVgPl2A7UIzfoJgabcgEuRRtr3B0mWY6aJQMalv9DmBN2FNMCCoZ8rD6lexcaARB4M1RHdAqpYz/ZitvLjrIX0cLz/tzMGXdcfyUMsbXQwvlYlOxahWuvDwC7phw3n2dLJWoXLcOd0kJkR9/VKNw3ukIgkD4m28gALmvvlpnEM+0YCGiw4HxIroSXO6c1GEo+uILRJuNoAcn+aRf4403EnD33ZTOnEny0GEUfvoZEoOB0P+8Squ/1hHz3bcYb7wR4w1jiJs1E0EiIf328ZQtXNjga3msVkpnzEA3cCDKFrXbDAtyOZGffoKyVUv0140gfs6cJuHu0JQwDI1H6q+iZO7lWyrhLndQ+PVenAUWAm5vi/G6BIRGdBqqL6Iokra3CLfLw/6/si/2cOqFIk6PPa28UTdlasNS7uDg3znYzM6Lcv36kHmohCVf7iVRI0Pir8RwojRWKpUw6M622C0u1s06u1RCkAj4XRWFM7PiVMDvyOZc/vz2AAc35DDz9S2sn3MUa6VvyszOB1EUKZlzhNz/bsVZVHc5gKp1a0KeeZrKNWso+Wmut/QhVo9hWDyazsFItHKc+RYqN+ZQ9lsypfOOIdHK0Q/xzrdOaj+5CgqI+uxTZAEBXtvgb78h8MEHMM2bT9pt43Bk1G9T1bp3L+a//yZg4l1I1L5z+xIkEgxjxmDZvAVn9qXxmT5fLv43aTPnxOaUYoJ0SloEN3wxd1ffOMosTn7b/e+4yU9SWGHnpQX72JpWwns3dqJDZM077Y0t9uiudGA9WIymW2iDlYFVLYyo2gZQsTYTdz1+UESnm7Lfk5EFq/G7onZFeFvHANyIPO5vaLCloyOtHGW8/rxqVhubYD8lU8d3JzHMj5+3pDPhu610fXMF9/ywjZ82pZFZ0rCdgOTCSv7Yn8cdfWLRqxouBOYLRFGkbOFCsp95Fsv2s6rTqlDy08/Io6PR9b+q1nb1JfCeuzGMHk345HdQtau/u4k8IoKQ557FsmkzxV99hcdcfSqw6PFQNmcO6u7dUSUm+mTMzZzNSR2G0pmz0A8f7tPFdsjTTxH00CRCnnuOlmtWE/fzzwSMG3eWxoGqbVvi5s317jy98CJ5kycjOuu/WCibPx93WRmB995Tr/Yyf38S5s8n8v33kWibZlD0YiJRSgkYm4i7xIbpD9+XlV1sPBYnhd/uw1PhIOieDmgaaEPZmJgKrJQX2ZApJBz4KxvXJbAZpIwz4Klw4C5p2G6xLxBFkVXTD7Lmp8NMf/Fv1s44THFOZZU2Hocbj/3ivY6Zh73BhdhAJX4eEf0ZrmGBkTqSro8neWcBx05oc52OtlsoEp2cinVZHNmcy8rph4hq7c/4t3rTpk84+9Zm8fMrm9ixLA3nRQwImrfkYt1TiOh0UzLniNcRow7877gDbd++VKwpRHS5Cbg5Eb/+UfiPbknw3R0Ie7oHkW/2I/ylJIIf7ETIQ12QqLxlbEVffIl5wwZCX3mliliqIJUS8sQTRE2dgjMnh9Qbx9arPKFoylSkBgP+t4079xehBgyjR8OJ+dq/gX9voeEljCiKbEktoXdCwDnV9yXFB9AmzI/v/07j5h6Xt2Vluc3J8v15/L4nh7+PF+ER4YH+CYzqUvtC+6TY48+b0ymubFdjpsO5YtlVAG4Rbc+6xR2rwzA8nvyPd1C+MgP/0S1rbVu+Ngt3iY2gezvWGcxYcKwQOU6GFErx2FynvsTrwl3uwFVkRZtU/3KPi0WvhEB6JQRidbjZlFLE2iOFrD1SyKrDBcABEoK1vDqiHQPb1J3B8dW6ZBRSCXdfUfuCzGO3U/bLr5TNn49EpUIWEuL9Cw5GFhKM/MS/5ZGRDYqa2w4fJu+tt7Hu2IGgVFK+eDF+Q4cS8szTZ/mpWw8cwLpjByEvPN8ga8raEGQyIv777jmda7z5ZipWrqLwk08pmjIVbb9++A0ejN/AAUiNRsCr5OxITyfikYd9Mt5LnZXpK0krT+Pejvf6tN+TOgy4XAQ92DDniLoQpFKCH3usXm1l/v7EfDON/A8+oPTHn7AfOUrkJx8j86+9Hl50uSj5/gfUnTujPkfnh2bORplgQNcvgsq/c1B3CLps/Ns9djdF3x/AVWQlaGJ7lDH6iz2kKqTv92ZOXnlLImt+OszRrfm063fx3YdqQ3lCh8GeVo4s0Hc7v/Xh+I4CMg6U0GVwDHaLk8Ob8ziwPoeoNv50HBBFXKcgb6ZKTiXycB3KOD3KeAOKOD1SnW/cR2oj63AJS7/YiyFYTbcwNe4CC9puZ88vug6OIWV3EetmHSGilRHtaaU6glyCrl8k5cvT2LqjgKjW/gx/qBNyhZSB49vQ+epoNi1MZvPCFPatzabXyHha9w4/Zzvwc8GRXUnZ4hSUif5ou4dSMusw5aszMQyuPbtTkEjwn/gSpiU5uPPWI/U7295YkAhI9Uqk+n9ek4o1ayj68ksMN9xwypL4TPwGDCB+3jyyH3+crEcexXjTTai7dEYWGoY8PAxZaNipzEvboUNUrllD0GOP1isbs6EooiLR9O6NacFCgiZNuiTchc6H5gDDJUhGiYVck41eCQ0rjziJIAhM7BfH8/P2sTW15Jz7aarYnG7WHC7g9z05rDpcgMPlIcpfzaQBLRjZOZLWYX716mdcUgzf/53GvJ1Z3H9V7Sm3DUEURczb8lDE+CEPPbcvMXmwBm2vcG8tWt8I5GfYQooeEXtyGeYd+Vj3FqHuHIyqpbHOcf2yLZMu4SquzfVg3p5fZ8bDSeypZYB3QnqpoFZIubpNKFe3CUUURVKKzKw9UsicbRk88NMOvrqje61BhlyTlQW7srktKeYsN42TnAwsFH/9Na7CQlSdOiEoFNiPHcP89994KqvusggqFfprh2AYcwOapJ41/gC5y8sp/L/PKZ0xA6nBQPjbb6EfNozi6dMpnvYNlatXE3DnnQQ+cP8pq77Sn2cgaDQYb7jhHF8x3yJIJERPnYJlx04qVq6kYsUKKlevJlcqRZPUE7/Bg6lctw6p0YjfkObaeKfHybtb36XEWsJtbW5DK/fdBEii0eB3zSCkOr/z0ubwBYJcTthLL6Fq1468/7xG2o1jifjfh2i6dq3xnIoVK3BmZRHy/HOXdcD8YqC/Ng7bkVJK5x4l9IluSOphDdyUEZ0ein86iCO7gsDb2/pMzNGXZBwoxhiqoW3fcPauyWLPqkza9g1v0ve2LESDoJZhTzXVyxXLV9gtTjb8cozgGD/6jGmBRCLQZ0wLDm7IYf+6bP6Yuo+gACX9PB7kCQYEESq35FH5t7fEVBakRhGnR5lgQNM52OclMjnHy1jyxV70wWpGjGtN+Tf70F8bW8XF6ySSE6USv7yzjXUzjzDswY5V3vNcmQSFKNIpWE27E8GFkwREaBnxUCdyjpXy97xkVv94mN0rMxl8d3uConRnXcvXeGwuSmYeQqKRE3BzIlKdAtvhEirWZKBq7V9rEM9jcVKxrhCJn4eK32ZQ+H9KQp5+utbrOTIyyHn+BZTt2hL2n1dr/WwooiKJnTmD/P/+l7LZcyj79dcqxyU6HfLwMDwWKxKdjoDx4xv25BuA8YYx5Dz3PJbt272Zg5cxl/Yvxb+Uk/oLfRoo8Hg6o7pE8t8/DvN/q4+TFH9umRBNCVEU2ZtlYtbWDJbszaXC7iJIp2BcUgwju0TQNdrY4Od4utjjfVf6zk7KkVGBq8CK/43nN5HXD4rBsrMA09JUgu5qD3jVd8078rHsLMBdZkdQydAmhWEYUrc+wLa0UlKKzDx0U2cUW4up3JiDrm9EvUoe7CkmBKUUeXjj/5A1BoIg0CJYR4tgHWO7RXH7t5t54KcdTLuzB/0Tg6s9Z9pfqXhEuO/Ks0UzzwwsaHr0IOKDD9D0SqpyH3nMZlyFhbgKC3HmF2DZvo3yJUsx/fY78qgoDGNGYxw9GnmkN9AjiiKm336j4IMPcZeUYLz1FkIef/zUjn/wQw9hvPFGCj/6mOJp0yhbsICQJx5H178/5YsXY7xpLFJ909mtE2QytL2S0PZKIvSlF7Ht30/FCm+wIf/NtwAIuPtunyk5X8qszlhNgcWrMr49bzv9o/v7tP+ojz/2aX/ni3H0aJQtWpL16KOk3zYOdZcu+N9+O/prh1TxJRdFkeJvvkURF4ff1VdfxBFfnkgUUvxvSqRw6h5MS1PxH3NxA1Dng+gWKZ51GPvxMvxvTkTdvumURZzE6XCTfbSMDv0jEQSBLoOiWTX9EJmHSohpgF7ThUaQCChj9TjSL6zQ4+aFKVgrHIx4uNOp3Xq1TkH3oXF0HRxD6p4icpamQqWDNUfKaHddPO3uaoc7z4IjrRx7mgnrgWIs2/OxbM8n4Pa2SLW+KXcsy7ewdMpetP5KRj3RFdvSFASFBF2v8BrPCQjX0mtkAhvnH+fo1nxa9/JmhR7ZksfKmUfoFa4hzOpEqHBANZkiEa38Gft8d5J3FrJu1hE2zT/O9Y918cnzqQlRFCmdfwxXiY3g+zudygoxjmqBPdVEyZwjhD7WDYmy+szJsqWpeCxOQh7ujmAfS/G0b7Bs3YbfkMH4DR6MIqaq4LjHaiXr0cdAEIj67DMkqrpd2CRKJeGvvUboiy/iKijAlZeHMzcPV34ezrx8nHm5uPILCLz3Hp/NkYocLlYUm1hWZOKvkgpeaRHBxMGDkWjfxDR/QXOAoZmmx5aUEoJ0CloEn/tiTiWX8sQ1ibz2+wF+35NTZ8nAhWRPZhk5ZVa6xBjrtEk0Wb1aErO2ZnIotxy1XMrwjuGM7hpBn4TAsxwiGsptSTE89cseNqUU07eFbyYj5m15CAoJ6k7n159Up8BvYDTly9Iw/ZmGPbUcR6oJBK93smFYHOp2QQjy+r0Gs7dloFPKGN4xDBRKSmYcxnaouF6TMHuqCWWcHkF6aQeqAAwaOT/f04tx07Zw34/b+e7OnlzRquprUGJ2MGtrBqM6RxAd8E/2yKnAwrRpuAoKUPfoXm1g4SQSrRaFVntKsd9w3QhCX3iBihUrMS2YT9HnX1D0+RdoevdCP3QYpt9/x7pjB6rOnYj+6ivUHdqf1ac8NJSI9/6L//jbyZ/8LrmvvIrEYEB0OvFvxMj8+SIIAuqOHVF37EjIU09iT07GvGVLszXlCWYemkmkLpJiazGbcjf5PMDQFFF37EDCot8xLVhA6YyZ5Dz7LPnvvYf/zTdhvOUW5KGhWLZswXbgAGFvvOGz0p9mqqKM1aO7MpLKv7JRtT3b5vhSQPSIlM49iu1gMcaRLdB2u3C77A0h+0gpbpeH2PbeYEKrHqFsXJDMnlWZTTrAAKCM12M7XIK70nFBSg/yUkzsX59N54HRhMSevSiUSCW06BaC8WAR1tRy1DoF6+ccY9/abPqMaUH8VZH49Y/yWobvKqB0wTEKvtxN0J3tz8oKbSi2SieLv9iDgMB1j3RG4fZQsrcQXd9IJJraAxidr4kmZXch6+ccJaq1P1lHSln1w0EiE/3pcEdrij7eScX67BrLYwVBoGX3EIqzK9n+RxoVJTb86mGFfq6Yt+Zh3VuE/tq4Ki5iEpWMgJtbUzhtL6bFKdVuqtmOl2LZno9f/ygUkTpCX3oReVQUFcuXU/DBhxR88CHK1q295ZNDBqNs1Yrc117DfvQo0V9/dVYpaF1IFAoUUVENPq++pFvtLCsy8Uehia0mMx4gUiknSqXg3ZRcrg9ui374MEyLlxD6yiuNUorRVGgOMFxiiKLI5pRiesUHnveO+vjesczbmcVbiw8xoHUIBvXFEak7HZfbwz3Tt1F0QrwwTK+iS7SRLjFGukQb6RRlQC2XsjOjlJlbMlmyLweb00O7cD1vj+7AyC4RPhXbG94xnDcWHWTW1kyfBBg8dhfWvYWoOwX7JNXUr18k5s25VKzORBaoQj8kFk23UGTGhu34ltucLN2Xyw3dotAoZIjtgpAalVRsyKkzwOCudOAqsKJpohO2c8GoUTDj3l7cNm0z90zfxvd39aRvy39ehx82pmF1unlwwD+lMxVr15L/5ls4c3K8gYX3368xsFAbEpUKw/XXYbj+OpzZ2ZQtXIhpwULyXnsNqb8/4W+/heGGG+qs31N37EjszBlU/PEHBR/+D21SEsqE6i1KmyLKFi3qdAP4t3Co+BA7C3byTI9n2JSziU05my72kC4YUj8/AiZMwH/8eMwbN1E6YwZFU6ZS9NXX+A0ejCs3F2lgIIbRoy72UC9rDINjsR0ppXj6AfyuikJ/TWy9g9cXG1EUKVuUjGVXAfrBsej6Nl09g4z9xcgUEiJaGQGQyiV07B/J1kWplOSaCQhvugsSRZx3celIK0fdoXGzQ9xuD2tnHEZnVJI0smYNJNEtYjtehqZDECNvbEX6/mI2zjvOH1P3EZlopN/YVgTH+KHtHoosWE3xjwcp+GI3gePaoGodgMPmoiTHjEIlIyCifq+92+nhj6/2UVFiY9QTXTGGaChblAwI6OpRdiqRCAy6sy1z3t7K75/tpjTXTESikREPe8siNF1DMG/PR39NTK2BnLZ9w9m+NI0jm3PpMbxxXHIcOZWULUpGmeiPX/+zF+3KBAN+V0VRsS4LVZsA1O3/CZJ5HG5KFxz3zl2v8WYpSFQqgu6/j6D778OZnU3FypWUr1hB0RdfUPT558jCwnDl5RH02KPorryyUZ7TubC2pJw3j+dw0OwVOW2nVfFEXCjDggx00KlJtTrov/Uwk1NymTzmBsp+nUvF8mUYb7wRt9NDzvEyotteeoHb2mgOMFxiZJZYyTHZmHQe5REnkUoEJo/pyMjPN/D+ssO8M6ajD0Z4fmxKKaao0sHzQ9ugkkvYlVHG7swylh3IA0AiQJBOSUGFHa1CypiuUdyWFE3HSEOjlHn4WuzRuqcI0eFB29M3YoiCXELwvR1xm50oYvzO+TX4fbc3UHNLj2hvv1IBXd8ITEtTcWRXnvIbrg57qjcl8vTI9eWAv9YbZBg3bQv3TN/O9xN70jshkEq7i+kb0xjcLpTEUD+ceXnkvzOZihUrULRoQcx336Lp08cn96M8MpLghx8maNIkbIcOoYiOblD6niAI6IcPx2/YMLhI9mHNnD8zD89ELVMzptUYAD7c/iF55jzCtE1fVNVXCBIJuiv6obuiH46sLEpnzaJs7jw8JhPBTzzeXEbTyAhyKSGTOmNakkrFuiysB4vxvymxyQkknono8lC+MgPzplx0V0bid3X0xR5SjYiiSPqBYqJa+yM9LXjT4apIdvyRzp7VmQy8vc1FHGHtKCJ1IJNgO1ba6AGGPSszKc42M+zBjihqEaN2ZJYj2tyoWvsjCAJxHYOIbhfAwfU5bF2cyi/vbqN1rzB6jUzAo5ZjGxiDsDqDwu8PcFwi4WCJ3duRAN2vjaXn9fFIa8mMFUWRNT8fJudYGYPvbkdESyNusxPz1jw0XYLrvfljDNXQe0wLNvxyjMjWRkY83PmU5oJf/ygsO/Kp3JiDYUhcjX3og9REtvbn0MZcug+N87nDl8fuomTm4VO6CzX1rx8ci+1oKaXzj6KI6Y7UzxsUKV+ZgbvYRtB9HavVpJBHRhJw550E3HknrqIiKlauomLlSrR9+xL04IM+fS7ngyiKvHIsG5vHwxstIxgaZCBWXfV9TtAouT86mC8yCpjQLRFDfDxl8xegH3MDK747QMruQsa93htj6PllzjQlmgMMlxibU736C719JMzYIdLAXX3j+X5jKjd2j6JbzMUVPFq0JwedUsbEfnGo5FIm9vM+XlxpZ09WGbszykguNHNlqyCu7xyB9gIITvlS7NG8LQ9ZiAZFTP2EJuuDLEiNLOj8VJt/2Z5JmzA/OkX9EyTQ9gyjfGU6pQuOETSxQ411iY5UE4JcguICCAldaAJ1Smbc14vbvt7M3T9sY/rdSezOKMNkdfLQlbGU/PgjhZ98iuh2E/zkkwROvKtKfbivECQS1O3PLoeo9/mCAJe4zsq/lVJbKUtTljK65Wj0Cj29w3sDsDl3M6Nbjr64g7tIKKKiCH32WYIfecQrltW798Ue0r8CiUqG/42tUHcMonTeMQqn7EF3ZSSGwdWL1l0MRJcHR2YF9hQT9uQy7BkV4PKg6RGKYXh8k9abOmlP2eWaqjXnaj8FrXuHcWRzHr1HJaC+AOUH54Igk6DpEox5Wz7a3hEoGinborzIyrbFqcR3DiKhS/UaSSexHS0FgSoOKFKphI4DokjsFcbOZWnsXpXJkc15/xwXoJdRQSuPh8g2RmRXRpF2sJgdy9LJPFzKkHvaYQiufiG4fWkaR7bkkXR9PIknXLXMm3MRnR78rmpYWn6nAVH4h2kIb2msIugoD9agahdI5aZc/PpH16htANCuXzgrvjtI9rEyolr7bn7v1V04jqvYSvB9nWrNpBBkEgJubU3+/+2mdO5RAu9qjzPHTOX6LLQ9w+rlTiMLCsL/1lvwv/UWnz0HX7G30spxi50PWkdxR0TNgbUnY0P5Na+EV45n88OYMRR99BFrvt5O8u4Krrip1WUVXIDmAMMlx+aUYgK1ClqG+G4x99SQRP7Yn8tL8/ex6NErkPtYRbe+OFwelu3PY0i7UFRnTFYCdcpTiv8XGl+JPTrzzDgyKzCMOPc+RFHE43Hg8dhP+7OhVIYhk53bPXEwp5y9WSZeu75dlXFJ1DICbm1D8cxDFH61l+B7OiA1nB19t6eYUMTqfa6+3FQIOhFkuPXrzdz13VZvVoumHOPTD5J/8CDaK68k7D+voohuujtjzVy6zDs2D4fHwW1tbgMg0T+RAFUAm3I2/WsDDCeRqNVNKk3234Iq0Z/QJ7thWppK5V/Z2A6WeLMZqqmDvxA4cs3YDhZjTynDnu4NKCCAPEyLrlcYyhZGVG2avpj1SXvK2A5nbyB1vjqagxtyOPBXDj2Gx13gkdUfw7B4bIdKKJt/jOBJnX2+ay6KIutmHUGQCFx5S2Kd7W1HS1HE6KvVPVCqZfQZ05L2V0ZyeFMuWqOSwCgdgRE6ZHIJ5SvTYXUmiu259B/fjph2gaydcZg5b2/jqtsSad0rrMo9dXRrHlsXpdK6d9ip90h0uqncmI2qTQDysIYFXASJUKPuhl//KGwHijFvzcPvyprLLhK6BKNQyzj0d45PAwzmrXlY9xSivza2Xu5h8lAthmFxmBalYN6Yg3l7PhKdHEMjlW5cSObnlSIXBK4LNtbaTieT8nJCBI8fzmBl/8EYFhwlbXcF3YbG0nnQ5Td/bA4wXGJsSSmhV4Jvfyh1ShmvXd+eB3/ewfd/pzKxjR+lP/1MxZrVhD73HLqrrvLZtWpj/bFCym0uru/c9OojfSH2aN6WB1IBTTX+x7VhMu1iz977cbsr8Xgc1bYxGHrQo/uccxrXL9szUcgkjOl69o+Uul0gQRM7eOsSp+wh6J4OyE+L3HssTpz5ZvQd63apuJQJ8VMx677eTPy/1Vz19zxGpm3EGRhA5Mcf4Td0aJOfuDZzaeLyuJh9eDa9wnvR0t8r6CUIAr3De7M5dzMe0YNEuDwDe800bSQqGf43nJbNMHUPun6RGIbFXbBgsyOzgvJVGdgOlwAgDz8RUEgwooyvflHZlDlpT6mvJiMxIEJLTLsA9q3LouuQGKSypvm5l2rlGK9PoGT2Ecybc32ud3F8RwEZB0q44qZWdQoXus1OnNmV6K+pfX6iD1KTdP3Z+kSGIXHIQzSUzD1K0Tf7aPFYV0Lj9az8/iCrfjhExoES+o9rjVItI+d4Gat+PEREKyMDb29zak5g3lWAx+zC7yrfCqkrY/Qo4g1UrMtE1TYAeQ1ZrDKFlMSeoRzalMtVFidKH3wm3Ca7V3ehlRG//vVfGOv6RGA7XELZohQAAse3RaK+tJehblFkYUEpgwL98JfX/VxuCvNnek4Rb+eYuLfFMBKKdtHruguzxrrQNM1vqGaqJbPEQnaZ1WflEadzbftQbgpxY3v3bY4Puobib7/FU15B5kMPU7Zwoc+vZ/d4znps0Z4cDGo5/eIN4Kp+IX2xGN4xHINazqytmed0vujyYNlVgLpdYIMtkLKzZ+LxOIiOuov4uEdpkfAMrVq9QuvWb9G27XuEh9+EybQdq7XhY7M53SzYlc217cMwaqpPcVO1MBJ8X0dEp5vCqXtxZFeeOmZPLQeRekWwL2VEpxP5b3P56Pe3GJn6N/633kqLpUvRDxvWHFxoptFYnbGafEs+49qMq/J4n4g+lNhKOFZ67CKNrJlmvKhaebMZtL3CqdyQTcX67Ea/pj3NROF3+yn4YjeOjHL0g2MJf7U3oY93w3h9C9TtAy+54MJJe8rqshdO0nlQNBaTg+Pb8y/gyBqOunMwykR/TMvScJXZfdav3eJkwy/HCI7xo+PAussN7MdKQfRm3Jwrmi4h+I9qiTPXjCO9HL8AFaOe7EqvUQkc31HAnLe2cnRrHn9M2Yc+UM2wBztW0c+wbM/3lsU2gkaV/+gWIELhV3txFlhqbNe2Xzhup4dj2wt8cl3zzgJwifiPatmgDBVBIhBwUyISnRx1x6BG1+m4EPxdWkm+w8UNofXTxZMIAg841ZQgsqenilZ7vsOyeUsjj/Li0BxguITYnOJNn+sV79sAg2XXLrIefZS7p73AVek72N3hShKWLiFh6RI0PXuQ+8KLFE2bhugjkbgpGQW0Wb+fdSUVpx6zOd2sOJjP+FZOFF90hcVP+ORavkIllzKycwQrDuZRaXc1+HzrwWI8FleDxR3dbhsFhcsxGAbSsuXzJCQ8QVzcJGKiJxIVOY6I8LHExz0CQH7+kgaPa9n+PExWJ7f2rD0KrYjyI/jBzghyCYVf78WeYgK89pTIJCiifacp0ZQQRZGKlStJue568t95B3Wb1sTP/ZXw/7yK1O/yfM7NNB1mHvZaU/aPqmpJ2Se8D8C/yk2imaaLRCnDf3RLVO0CqVidgdvku0Xl6dhTyiictpfCqXu9O9ND4wh7vif6QTENDtw3Nc60p6yO6HYB+Idr2b0q02fzscZAEASvhaIoUvbbcZ+NdfPCFKwVDgbc3hpJPRa2tqOlSDQy5LWIVNcHdadgBIUEyw7vAl0iEegxLI4bnu2GIIEV3x0EYMTDnVCddh86Cy04MirQdg9tlI0IeaiW4Ps7gihS+PVenPnmatsFx/gRGKnj0N85531NURSx7MhHEac/J+0vqV5J2LM9CLit6YqVNoR5+aXopBIGB9avPCzjYDE5Px2nT7HI6lgNuQktMM2f38ijvDg0BxguITanlBCgVdDKR/oLlu3bSbt9POm3jcOybTtBkx5k1/vf82LscNZUqpDqdMR89RX6ESMo/N9H5E9+F7GazIOGkGNz8H5qHg7Rw537UthQ6g0yrDlcQLAzi8cyn4LybDi0GNwNX8g3JqO7RmBzeli+P6/uxmdg3p6P1KBE2dLYoPOKitfgdptZt9ZKbm5utW3U6ij0+i7kFzQswOBwefhk5VFahujoU4+sGHmwhuAHOyPVKyj8bj/Wg8XYU00oY/wQmmi65vlg3bePjDsmkPXIoyCVEjXlS2J++P68xBabaaa+HCk5wo78HdzW5jakkqqaNKHaUBIMCWzKbQ4w1ITT7WRz7mY2Zm+82EP512AcEY/oETH9keqzPkW3B+v+Igqm7qHw6304CywYRsR7AwsDon1i99wUONOesjoEQaDz1VEUZVaSc7Tsgo3tXJAFqLzuAYdKsJ7Qljgfyout7F+fTccBUYTUQ+tD9IjYjpaibOV/3joQEqUUdcdgLHsL8Tjcpx4PizdwyytJ9Bgex/WPdcYYUlWkz7KjACSg6dqwstiG4A0ydAJB8H4+8s4OMgiCQNt+4RSkV1CUVVlNL/XHkVGBq8iKtvu566FJlDKfa3P4BI/H+1dPrG4PSwrLGBFsRF2PsrD81HL++Go//uFaPhvcBqVEwlcTH6Zi5UrcJtP5jLxJcvmtCi5jtqQWkxQXUK/IbV14LBYyH5yEMzub0JdeotXqVQQ/9hjjh3WlTZgfr/9+gEq7C0GhIOKD9wm4cwKlP/1E9tNP43Gce/nCW8k5iIgs7pZIrFrJHXtT2VxWyebtW5mjfAeF4IT+z4PdBDk7z/t5+pJuMf5EB6hZuLuaFNCi4zD7dig8etYhd7kd+7FSNN1CGvylmpY2B4dDRVlZKPv27auxXWjICCorD2Kx1H9iN31jGmnFFl4e0bbe95TMqCT4wc7IwzQU/3wQZ05lo6T+XUyc2dlkP/MsaTfdjD0lhbDX/kPC77/hN3BgczlEMxeMk9aUNQk59onow478HdjdjbNbfClSZitjUfIinl77NFfNuYr7/ryPSasmkV3Z+Gn7zYAsUI3flVFYdhdiTzu/CbOr2IppWSq5726l+OdDuEvtGK9PIPy5nvhdGYVE0TRcK3xBTfaU1dG6VxgqnZzdq86tXPNCousXiTxCS9nvx/FYz2/D6OiWfBCptxieM8+Mp9J5XuURp6PtHopod2M9UDVYolDJ6DUy4aygh+gRsezMR5UYgFTfuK4f8hANwQ90QpAKFH69F0fO2UGE1klhSGQChzaeXxaDZUc+glyCutOlX95wCo8btn8PH7SAFa/W+7QVxeVUuj3cGFr3PVaaZ2bx53vQ+Mm5/tHORBvUPBUXxvrAUDa1akf50qXn8wyaJM0BhkuEzBILWaVWeifUr87nFDWkppUvW46nspLIDz8gYMIdSLRedVu5VMLkGzqSX2Hjoz+9i2VBIiHkhRcIefZZKv5YRuZ99+OuqKi239rYVFbJgoIyHooJoatew9wuLYhSybl9z3H6lExBJ/Mg3LkIej0ICJC8usHXaEwEQWBU50j+Pl5EQYXtnwN5++H7oXB4Max646zzLLsKQaTB4o4WSxHl5RsxmRKJjY3nwIEDNaYahoQOBwTy8xfXq+/iSjufrTrGgNbBDGzdsHFJtXKC7+uIMsHorW+sh8VQU8djt1O+bBmZD07i+JBrqVixgsAHHqDFn8vxv+02BNnlsUvWzKVBma2MJSlLuC7hOgzK6gN4fcL7YHfb2VWw6wKPrmmRZkrj233fMuGPCfT/pT8vbXiJXQW7uDbuWiZfMRkBgVmHZl3sYf5r8BsYjVSvoGxRCqKnYanxosuDZW8hhd/sI++D7VSsy0IR7Ufgne0Ie64nun6RTcYO05ectKeMqaU84iQyhZQOV0WStq+Islrq7psCglTA/4ZWeCqdmJade1aLKIoc2ZJHRCtjtQKY1WE7Wgp4NUJ8gSJejzRAhWV7/TJY7cfLcJc70HRvvOyF05EHqb1BBrmUwmn7cGRVnaOrdHLiOwVzdEs+bqcH0S3iNjsbdA3R6caypxB1h6DLJnOIzG0w7WpvWbbTAvvn17huOpP5+SWEKmT08689q9xucfL7Z7sRpAIjH++C9oQb271RQbRQK5ky7h4KF/52vs+kyXGZ3CGXP1tSvSrJvVvUU3/BlA3LX4SDv4NEBjIVyJSn/lu2wIEiQIpadgzoUeXUbjH+jEuK4YeNqdzYPZL2EQYEQSDwnruRBQeR89LLpI8cRHS/XOShoaAPB78I0J/48wv3/je0A8i8kVuXR+Tlo1lEKuU8EuNNrQpWyJkbK2PUzlQe6fQq7xqk3BR6Iv08shskr4EBL/jk9fMVo7tG8Pma4yzek8vdV8RD1g74+QaQa6DzONgzE/IPQmg7wPvDaN6ZjyLGr4r7Qn34a/1nyOVuOne6D4cjkgULFpCVlUV0NXaIKmUYRkMP8guWEB//aJ19/2/FUSxON6+MaNugMZ1EopQRdFd7HNmVF82a7HwRRRHrrt2YFi6k/I8/8FRUIAsNJXDiXfiPG4c8oum5mTTz72DesXnY3fZT1pTV0SOsBzJBxqacTfQO730BR9d02JG/g3uW34NbdNM2oC0PdHqA/lH9aRvY9pS7xvqs9cw/Np9JXSahlTfMJq6ZhiNRSDEMj/e6CGzPQ5cUXuc5olukfFU65i15eMxOpEYl+sGxaHqEIqvGGvlyozZ7yuro0D+SnX+ms2tFBgNvb9q17IooP3T9IqnckI2mawjKuIZnPBakVVCWb6HrkJh6n2M/Woo8XOuz7AFBENB2D6V8RTquUhsy/9odLMw78hHUMtRtfS/KXhOyQG+QoXDaXgq/2UfwPR1RRPshiiKuYhvtIjSoDhaR/elOpCY7olsk5OEuKOqpUWE9UIxod6M5j/KIJkNlAax8HXbP8K5ZbvwWHJWw6HEoPAIhtX+uSp0uVhVXcHdkENI6Mlv/nnscc5mDG5/tjuG0dYBCIuHNVpHcbrUzMziKl7KyUETVLV56qdAcYLhE2JJSjFEjJzGkDmE5twu2fgVrJoPHBUn3g0IDLju4bOCyY88uwZq7h5B+SoRFj0FEFwiputB87to2/LE/jzcWHWTO/b1PpYYbRo5Eak0j660vOD5PhyLIjdI/G6U+GZW6FKXejlznRhDAITeg6DgKOozlZ0VbDpptTGsfh+ZkrVJxMqEzRvKjU8W1nabyil1D6woLnfw0kDAQNnwMNhOomk4KfssQP9pH6PltdzZ3R2XDzFtAGwQTfgOlHg79Duv/B2O/BcCZXYkr34JxdMsGXSc5OZnKylUYjUG0aTMMu92OVCpl//791QYYAEJCR3D06OtUVh5Bp2tdY9+HcsuZvTWDCX3iaFnX/VQLgkxySQYXXMXFlM6ejem333FmZCCo1eiHDMYwahSaXr0QpJffDlkzlw4uj4vZR2bTK6wXrfxb1dhOK9fSKbgTm3I28WT3Jy/gCJsGNpeN1za+Rpg2jB+G/kCYtnoB3fHtxvNH2h/8dvw3xrUdV22bZnyLunMwis25lC9PQ9MhqFZHB9HloWTWYawHilG1C/TaTPqgbv5SIr0We8rq0BqUtO8Xwf71OXS9JgZjaMM2Ly40+iGxWPcXUTrvGKGPd2uwZtORzblI5RJa1jML1GN3YU8rx+9K31pDarqFUL4yHcuO/FqtLz1WF9YDxWh7hl5wfSpZgMobZPh6H4Xf7EMR7YcjqxLR5kICxKukWMrthPUMw7K7ANPyNILv7lCvvs078pEalZe2a5jbBdumeddITiv0exyuehaUflB2ouwoeXWdAYYlhSacosgNYbVnyGQcLObQxly6DY0lNP7s+fKgQD2DDBp+vukOHgoO5cLku1wYmkskLhE2pxbTK74O/YXMbfD1AFj+EsT0gYc2w/D34ZrXYei7cN3HMPpLyso7g1yO4Y1fvYviBQ+Cu2qqlEEj5+khiWxNLWHpvtNSwmwmdNlTib/Zj8D77kXRsS82SyBF20Wy1htJXhLKgflxrFnenv3LAkl9bxm77n2cybuP0C35EImjh3KkVy9SrhuOa8p1eFx2nqx4gLGiDj+ZhFt2J3Og0gotrgbRDanrG+X1PB9Gd4nEP2cdnp9uBEMUTFwG/nGgCYCe98KB+V5NBsCyswBkApoG1KtZrVYWL56B0ZhPbMzNCIKASqUiMTGRAwcO4KlBhCYkZBggqSL2aHK6OFhpxX0i5UsURd5afBC9Ws4T19S8eLlccZeVkX77eIo+/wJ5RATh775Lq/XriXjvPbR9+zYHF5q56KzNXEueOY/b2tacvXCSPhF9OFxymFJbaeMPrIkxdc9U0svTea3PazUGFwA6BXeiU3AnZhyagUc8P5HiZuqHIAgYr2+Bx+KifFVGje08DjdFPx7EeqAYw3UJBE1oh6p1wL8quOB0uMk5Wlare0R19BgRj1QuYcuilEYame+QKKQYx7TEVWilYm3DtCPcLg9Ht+eT0DkIhbp+e6L2ZBN4RJQ+0l84icxfhbKFEfPOglrLfyx7C8HlOS8hxPNBZvQGGeRhWjwWJ5pOQfjf0IqQx7qS1yeCVYV2pFdE4jcgGvvRUuwpZXX26TLZsR8vOyctsbM7s3t1Dy40uXvhqyth2QsQ1QMmbYTBb3qDCwDGaAhKrFd59rz8ElpqlHTS1RwUdNhcrPn5MP5hGnqOiKux3VttYrk7KhhtPYQiLyUur2dzmZJdZiWzxErvmpT+LSXetJ5vB4OlGG7+EW7/FQLiz2rqsdsxLfwNv0GDkEW1gus+gtzdsOGTs9re2jOGNmF+TF56CJvzxJfBn69CRS7Ku78i5Kmnif7yC1quXEHi9u3EzZ6F88kXWRyThMMYSbIQzT5tJ74Z+zBmtYbn101Fb8zBEFWJPTmFwq1uVvScxgF3NLd3imRel5aopRJu2n2cw/4dQaGDlDW+eyF9xFjNTr6W/49CVSzctdRbInKSPo+AVAkbPvLWk+4pQN22YZ7cS5YsQaM9iCCIRESMOvV4+/btqaysJD09/axzRFGkVDRwTHcbn2fbuXtfKkmbDtJ6w36u3naERw6m4xFFVhzMZ2NyMU9ek4hR07jCQ00N0eEg67HHcWZnE/vjdGJ/+B7jmNFIdc1p0800HWYcmkGENoIBUQPqbNsnog8iIltyL08f7Zo4VHyIHw78wJiWY+gT0afO9uPbjiejIoP1WU0vYH25oojUoU0Ko3JTTrX2eR6bi6Lv9mM/Vor/ja3wu8K3u82XCqfsKetZHnESjV5Bl0HRHN9eQEF6eSONzneoWweg7hxM+ZpMXCW2uk84Qfr+YuxmF617111qcxLb0VIEReNkWGq6h+IuseGoRcTUsiMfWajmvO0xzweZQUnIpM6EPtYN/xtaoU0KQxGho03fCBDhyOY8dH3CkeoVmJal1WklatlVACLnHzTxuOHL3vB/3WHXjAvnFpe1HX64DqxlcMsMGD8fghPPbtfiakjbAM6a79Fsm4NNZWZuCPWvVfh704JkKkvtXD2hLbJatGMSNEpeahGBVnZ5bXA1BxguAbakeOvzesVX8wO09xf4vCfs/Al6PwSPbIV2o6CGm75ihdcOxXjTWO8D7UZBhxth3XuQV9WlQCoReH1ke7LLrHz9V4pXE2HndO8iOqp71bY6LbKOnXjeFs+CfrfQd8FMlP83lUf6P8D8Nj25KzqU/tN+J/yddwkbnUhARxllx2Ss2lxEdICazlEGYtVK5nZpiVQQeD45H+KuaHJCj+yehf+S+0hVtuYe8VVEzRmim7pg6H4X7JmNbecRPGZXg8Qd9+3bx/79+0lIKMJP1x6t9p/SisTERORyOfv37z/1mMPj4T/Hsun49wG6bDzA6+YbmOUaxoEKE5381LwYH84D0cEsKCjjpaNZvL30EK1CdNzeq/61jJcDoiiS+8YbWLZuJfydt9H07Hmxh9RMM2dxvPQ42/O3c2ubW8+ypqyO9oHt8ZP7/avsKl0eF69tfA1/lT9P93i6XudcE3sNIZoQfj70cyOPrpnT0Q+JQ1DIvIKPpy1g3GanV4guo4KAW9ug7VlzBsrlTn3sKWui6+AYVFo5mxcm+35gjYBhaBy4Raz7iup9zpEteaj1CqLb1i8bQRRP2FO2MDZKeYK6fSCCUop5R0G1x52FFhwZFWi7hzZJ1ylDsJrI1kavm4RUgt81MTgyKrAdKqnxHFEUsezIRxGnRxZYdxlPaZ6Z/X9ls3N5OpsXJvPX7KOs/OEgS6fsZeF7f/HrsQc5UtIZfnsIPu/R+IGG9I3w4yhvlvE9y6HtdTWukWhxNbiskLm5xu4W5HszBm+oxT0i+2gp+9dl0/nqaMIu5ZKS86A5wHAJsDmlGINaTpuwM+rld8+E+fd5MxUeWAdDJ/+T6lMDZb/+ijwqCm2f03Z9hn8Ian9YOAlcVS0oeycEMqJjONPX7sO18BEIbAkDX6q27+82pHIot5w3RnbATyXn+k7hGHqEIDrdDJapvFoKXW+HOxYQ9O0mBH9/ei/+nus6hp/6Ik7QKLk/KpgtJjPJ8cOhJAVKfOepfV7s/AkWPghxV7J/4A/sL5GwJ6uaKHbfR0EixbxuDxKdvN42SeXl5SxZsoTYWA2QSmjY9VWOKxQKWrduzcGDB3G73RQ6nNy0O5mvswrp66/j7VaRzO0YyjfcxYyQ5XzTIZ7H40J5vUUED0QF80NOMSkGCa9c1w7ZZZaKVRcl336Lad58gh6ahGHkyIs9nGaaqZbFKYuRClJGtRxVd2NAJpGRFJ7EppxNde5AXS5MPzCdQyWHeKnXSzU6bJyJXCLntja3sTl3M8dKjzXyCJs5iVQrxzA4BvvxMmwn7P3c5Q4Kv9qLM99C4IR2aDoHX+RRXjwaYk9ZHQq1jO7DYsk8VErm4ZoXiE0Fmb8KeYQW68HiuhsDNrOTtL1FJCaFIqnnnMVVbMNdYvOZPeWZSBRSNJ2Cse4rxGM/O83fsqMAJKDp0nSr6dv2jaC8yEbOsTK03cOQBakxLU+rsezDkVmBq9Baa/aC2+0heWcBCz/exczXt7Bu5hE2LUhm558ZHN2WR86xMsqLbHgqirF6DKyvuBv7mFneNcvJQMPumb4PNKSshZ9v9Ao5TlwKxjo212L7gURe6+bm/PxSuus1xKmrF6B1Otys/ukw+mA1vUYlnMfgL23+XauMpoYoQkUeFByu1RZlc0rJ2foLWTtg0RMQf5VXAyCsY52Xc6SnY9myBePYGxEkp731mgC4/hNvBsP6/5113gvD2vCUMAtJRTaM+hLkZ0cwM0ssfLzyKIPbhTK0g3c3YmFBGYUKCMm28cqveym3/aPzIPXzI3XMXbQtSef6/D1V+ro5LACpAHP8TrhbNIUyCacN/nwF4q6Ecb8wuGsCCpmEhbuq8Vc3ROJuPxFbcQiadhqEevwwiqLIb7/9htvtJqkXgEBoyHVntevQoQNWq5U/jxxn6Paj7K2wMLVdLF+3j+PeqGCuCAonyr8r+QVLTy04BEHg4bBAlHlWXK0MZOiEKtcVXRcoRe0iUf7nnxT87yP0w4cR9GjdDhvNNHMxEEWRZWnL6B3RmwBV/e2I+4T3IdecS3r52aVTlxvp5elM2TOFQTGDGBw7uEHnjm01FpVUxYxDMxppdM1Uh7Z3BLJQDWVLUnAWWCj4ag/uMjtBE9ujbtNA2+3LjIbYU9ZEh/6R6PyVbF6QfEkEGVVtA3FklOOudNTZ9vj2fDxukTa965/hYj/iDbQ0VoABQNM9BNHhOSsTQ/SIWHbmo0oM8Jl7RWPQomswCrWMgxtzEKQC+sGxuPItWPYUVtvesiMfQS5BXY2WmNlkZ9uSVH56aSPLvt5PeaGV3qMTuOOdPjzwWX8mfTGAe/93FRPe6cutL/fghoCXGNZ1E3aLm93pbeCBv+DWE4GGhZO8gYY9s+ttFVkrx1bAjJu9GmkTl3rd7epCqYOY3jUGGA5VWjlottWavbDl9xTKC61cPb4NcsXlVfbQEJoDDBcKpxVydsGun2HZizD9evigBfyvNXzZC1a+Vu0HKqfMSkaJhV6n6y9U5MOc8eAXCmN/AGn9hG/K5s4DiQTDmBvOPthmBHS6BdZ/CDm7qxyKNu3gdsmffO8ayjbP2cKAoijy8sL9SAWBN0Z6bSbNLjdvJufQSafmm6vbkmuy8dpvB6qcN13fjrTgWGTffIG78p8azVClnIEBen41gVsf7S3NuNgcXoy7woSn5yMgV6FXyRnUJoTFe3Nwuc8WDrMa7gDkaDyL69X91q1bSU5OZvDgwZSXr8BoTEKlOrvmsGXLlqSHx3J/nhkR+K1bK0af8UUXEjoCmy2L8vJ/AjcfrziGbH8pvXUanj+SxYJ9hyn87DOShw7l2ICBOAuqT/e71LHu20/Oc8+j7tSJ8MmTm2TKYjPNAOwp3EN2ZTbD44c36LyTGgSXe5mER/Tw+sbXUUgUvNSr+iy62jCqjFzf4noWJS+ixNb0d3svFwSpV/DRXWon/9OdeCwugu7tgKqF8WIP7aLTUHvK6pDJpSRdn0BBegXJO6tfIDYl1O0CQQTb4bqFaQ9vziMwUktQVP3drmxHS5EFquqVyn+uKGL1yILUmHfkVXncfrwMd7kDTfemm70AIFNISewZSvLOQnYuT8cepkEerqV8RTqiq+p8VnS6sewpRN0hCInSu9ZwuzxkHS5h+bT9/PjiRrYuSiUwSsfwhzox/u0+dB8ahz5QjUwhrTrnytwMlfkE97qSlt1D2L0qE0uFE9oMPxFomOld4C94wFuOfT4cXgKzboPg1nDnYtA14D1pMdC74Vp59rx4fn4pUgFGhhirPTUvxcSeVZl0uCqSyNaNF+S6FGgOMDQ2bqfXynByhNfh4beHYccP4DB7F/XD3oeud8Dfn3qVTc8IMmxJ9f4A9U44Eel3OeCXO8BW5v0wauv3wyQ6nZQtWICuf3/koTV80Ib+FzRBsPAhr8oreMf5+yN4/OP5STOBNxYdwHNGGtXve3L462ghz1zbmmC9iiKHi/fT8si1O3knMYqkuAAeu7oVC3Zl89tu745/frmNLWll5E54GHdREcVTp1Tp89awAHIdTtYljofUdRdOCKYGHKu+JWVZOKlPfYKr1PvDOKpLBEWVDjYmn53uZz7kQq4pRXH4M6is/kdfFEWs+/Zx+D+v8efixcRIZbRpo8FiSSE09OzsBY8o8mFGIX8kdiWo0sSSLi28lp5nEBw0BEFQnHKTOJhTzpxtGTzYRsf/7fubdrmZPJZbwZ+r/kIeFo6nooK8116/JHY/GoIzL4+shx5CFhBA1BefI1HV7lvdTDMXkz9S/0ApVXJ19NUNOi/aL5pIXSSbci7vAMO8Y/PYnr+dp3s8TYjm3Cbwt7e9HYfHwdyjc308umZqQ9XSiLpLMBKNjOD7O6GMufTsjRuDhtpT1kTr3mH4h2vZ8nsKnmo2PJoS8ggtUoOizjKJsnwL+anltO5Vf3FH0enBnmLyuXvEmQiCgKZ7CI7UclzF1lOPm3fkI6hlqNuee8DoQtF1SAyBEVo2LUhm5mtb2F1ix11iI39FepW5oPVgMaLNjTVcy/alqfz2yS6+eeovfvtkN5mHSuh0dRS3v9mb6x/tQnynoNqd7g4s9IqgJ15Lr5EJuJ0edvyR5j0mCN410f1/eTOzl78MpWnn9uT2z4dfJkB4Z7jz93qvk07RYpD3v2dsbnpEkfn5pfT39yNYcbZwu8vpZvWPh9D5K+lzQ4tzG/tlRP22vps5dzZ+BkeXQa9JENsHQjt403VOF/ASRa9d5OYvwGWDER/DiRKGlQcLMKjltA078YP8x7OQuQXGfl+vsoiTVKxdi7uoCONNN9XcSBMA138Ks26Bde/DoFdh1VtQmobkriU8WRbPY7N388HWVCShag6bbRTbnezIMSEMDOcddwUvrvtn13xsqD89DV6F/ocHtmD9sUJeWbCfbjH+rDiYjyjCVaMGoEkZQ/H0HzHceCPKeK/zxZAgPQFyKbMCruBq27ve7I/oiyPM59i3kfTpyYgSDc7cXLImPUTMD98zoHUIfioZC3dnc1XiP3WkzgILzqxKDANiYLPN+75e8/qp426TCdOixZTNnYv1yBHWXDMIqcFAl4ULyRlajiDICA0ZVmUMlS43jxxKZ1lROddpZYT/tR5TYjjhbc726pXL9QQGXkVBwVJaJDzP7//9ig93raPtgmQqgQ97JvHIHZP4z1OvMr9bK6Lm/ULBf9/DtPA3jGNGN9KreGHxmM1kPjgJj8VC7KyZyILqbxPaTDMXGpfHxfK05VwVdRU6RcOUxwVBoHd4b5anLcflcSGTXH4/6/nmfD7a/hFJYUnc0KqaDLx60sLYgn4R/Zh9eDYT209ELq2/u08z50fAza3BIzaK8N6lhiiK5B43kXO0jA5Xnb97hkQi0HtUAn9M3cehjbm0v7LpOnIIgoCqbSCWHfmITjdCDer6R7bkIQiQmFR/1wJ7mgnR6UHVuvFLbzTdQin/Mx3zjnwMQ+LwWF1YDxSj7Rl6Sdzj+iA1N73Yk/JiK6m7i0jZVUCR2YFuTSarNuQQ1y0UhUqKZksuco/IiplHAQiM1NGuXwQRiUZi2gfWvwTA44FDv0OrwaD0wxgKbfuEsX99Np0HRf8TZJNIYNQX8GVfWPgw3Lno1HqoXuyZ49VKi+4F434B1TkEM8M6gSbQWybR+ZZTD281mcm2O3kpofqg1/YlaZTmWbj+0c4oVJff73BDafqfgkuZwqOw9j1oNxqG/dfr2BDYompwAbyRu2vfgSuf9mY3/PYQuF18sz6FJftyGdcrxhsV3Pat9/gVT0KHuidZWdkz2bxlKNnZsyidNwdZSAi6q66s/aTWQ6HL7bDhY9g8BbZMJSfpcWYq2rJY5sB1TQQfW8v5OC2fI2YbKcUWPFY3A4L0jAsP5Nm4MN5pFcnUdrF82Dr6VLcyqYSPb+kCwJNzdvPbnhzahPnRMsSPkKefQqJUkv/uu6cipwqJhBtD/Vnu0FEq05+3DoMoihQW/smWrdeRmvp/9d6td2RlkX7/o4hugZipnxLxwQdY9+wh59nnUEpgeIdwlu/Pw+r4R+zHsiPfK/LTr533fdo6DdFcjHnrVrKfe45jV/Un/+23ESQSch95mKLAQIaNGIFGLiUvbxEBAVcil/8Tgd9bYWHEzmOsKC7n7VaRTO3WBp1KWcVN4kxCQ0Zgt+fx99evMerP74iTOwh+/DFaLF9Gl5+m82v/bhjlMsbtSaF07C2oe3Qnf/JknHl5NfZ5qSC63WQ//Qz2o0eJ/ORjVInVWBHVQGVJMZvmzqIgzXfe4m6Xk2NbN/Lbh2/z2Z03cXz7v8tSsJm62Za3jWJbMcPih9XduBr6RPSh0lnJ/qKavxMuVURR5O0tb+PyuHi9z+vnXeY0vt14Cq2FLE9f7qMR+p48cx4Wp+ViD8OnCBLhklh4NSYej0jyrgLmvb+DBf/biVwlpW2/+u/Q10Z85yDCEgxsW5yK03G2+GBTQt0uENHpwZZcvdWj6BE5siWP6LYBaI3VC+lVh+1YKUgFlBdAtV9mUKJsacSys8CrvbC3EFye87dxvMDoA9V0HhTNmGe6Ez+xAyqJQCutjL2rM9m7JBW9w409QsewBztyz4dXcuurSVx5SyItuoY0TF8gcwtU5HrXQyfoeV08AgLbFp8h5G6M8a6Z0jfAlqrZzbWyb663vCLuChg/79yCC+ANaCQM9AYYTlsrzM8vRS2RMDTo7PurMKOCnX9m0KZP2HlpqlxO/Lu/7RsTjwd+f9QriDj8g7rbCwIM+g8MfAX2zCL7u9v575J9jOgYzrNDWnttVv54DloOhqtfrbO74pINHDnyGg5HEYePvELq1Wtw39sGsT7v+LWTMetjePtICv2Tfqab+gaeOpLJNpOFa/z9kO8p4V6rgv8Fh1C+OptHdAZ+7N6SN1tF8nR8GPdEBTM61B/VGeKG0QEa3h7Tge3ppezJLOP6zl7BFVlQEEEPP4z5r/VUrl17qv2t4YE4RJjf6s7zsqusrDzKrt0T2LtvEnZ7Himpn3Ds2NuIYu2phI6sbDIm3InHYiFmQktUPfujv3YIIc8/R8WKFRS8/z6jukZgdrhZeSgf8P4wmncVeEV+/BRw5dM4TRYybr+JjAl3Url6DcYbbyBu3ly0U6ewqaSENm3a0KV3b9RPj8StdWDIjwMg1+7gsUPpXLv9KEUOF7M7teDeqGBkMhnt2rXjyJEjOBzVCyUFBV2NgAJp3lwOxnSg4/KlBE2ahCI2FoBwpYI5XVrg8TgZseMg/3viJVZ16MqhN96+5EslyubOo3LtWkJffBHdlXUE1E5QUVzEqu+m8s1j97Lx1xnMef0Fsg6e+2JNFEXyko+x6rupTH3wTn7/32Ryjx1BYzCwfMonVBTX36armcufP1L/QCvXcmVk/e7XM+kV1gsB4bIrk/CIHuYdm8fazLU83OVhovXRdZ5TF30j+hKnj+Pngz83ye+6AksBY34bw1PrnrrYQ2nGR7gcbvb/lc3M1zez7Kv9WCscXHVrIhMm9yUwsmEZSzUhCAJ9xrTAbHKwb02WT/psLJQJBgSlFFsNZRK5yWVUFNto3QBxRwDbkVKU8QYkF0hYT9sjFHeZHXtKGZYd+chCNch99H5eDAztA1G1CSDS4WHiW30YMzoBAWh7R1sSugSj0p1HxtfBhd7yiNZDTz2k81fRcUAkR7bkUZJjrtq+y+2QOAxWvgGFR+ru/8gf3uBCbD9v5oJCe+5jBa9dpbkA8r3acQ6Ph0UFZQwLNqCVVb2/3C4Pq6YfQq2T02/s2Tp1/1aaczgai23feAVNRk9tmLhI/2dJM7mJ2/kuswwmOt4w3+ve8MsEMMbCjd+cnQFxBhZLGvv3P8Z25Vi2a+7ipb0/UOH5lezYlZRsGUJ83KOEhY1EEKr243JVUFq6mZLSv3mr632s8vQhSVHCf2IiGBjgRxutCkEQeC7VzKy/01izP48ofzWPX1P/D9SoLpGsPVLIb7uzub7TP4quAbePo+zXX8l/979o+/VDolDQXqemo07NHPEa7j70Jbatf1O2aBnmLVsxjh1L4N0TEWQ138JOZxkpqZ+QnT0TqVRHYuJrREbcxvHk98jM/B6Xq4I2bSYjqSal2JmTQ8add+I2lRLTvxDX4MfZvuMWNJo42t31Hs6cHEqm/0hieARh+ijv8+kcgT25DE+5A8113ve84lAhuSui8DhyCH3hWYy3jEOiVuN2u1n47bcoFAquu+46BEHA0sGMkCGh7NN1vBc3gam5pbhFeCgmhMdjQ9Gf9qXWoUMHduzYwbFjx2jfvv1Z45fYBaQHZVi728gLHURKSjKtW7c+ddzhKMae9i7PuXaykLH8aenLrxMmIXg8dFyxmcGt4hgYoKerXoP0EhJG9FgsFH7+f6i7dsV//O11ti8vKmTrb3PZv3o5oijS7qpBtB8wiBVf+/PS4wABAABJREFU/R/zJv+H6596kYRu9S/NMZeVcmDdKg7+tZrirAykcjkte/Smff9BxHbqSll+Hj+/8DhLP/+Qm159B0kdn+VmLn8cbgcr01cyKGYQKtm56YQYVUbaBrZlU+4mJnWZ5OMRXniOlR5jccpilqYuJc+cR6egToxvN94nfUsECePbjuftLW+zu3A3XUO6+qRfX/H+tvepdFbyd/bf7C3cS6fgThd7SM2cI7ZKJ/v/ymLvmiysFU5CYv249r4OJHQNrr1W/RyJaGUktkMgO5en0+6KCFTac1sQiqLYqILIgkyCKtEf66FijJ6WCGe8Foc35yFXSonvUn8LU5fJjivfgrbbhcsgULcLRFBJKf8zHUdGBYbh8Ze8kLR+SCwFn+3CvjUPx4EiFHH68xfM9Hjg4O/Q8hqvW8RpdBsay4ENOWz5PYVhD55W9i0I3pLtL3vDggfhnhU1C9qnrINf7vSWNtw2q1qnuwbTYiAA4vFVrJLH8G5KDqUuNzdV4x6xY1k6xdmVDHuw4zl/5i5HmgMMjUFpOqx83fth6nxrg049nFfOTTu78oDqfh6xfQ3z7gBLsdcm8a4loDbWer7LVcGevQ9wjJZ87rwFZ5mV/1a24b2d/dFedxspqZ9w8NAzpKVPIT7+UZSKEEpK/6akZOMJ1wEPu4S+rGQ0Y5V/M8b+CR1UnxGq+yd195lrW7N0Xx6ZJVZ+mNgTjaJht9F7N3binn7hhOrMWCyFeDw23G4LqhdGUfB//yN57vNEjXkKtTqamwwq/lNp5M/dXYmZfS+CWo0qMZHCjz6iYvlywidPRtW6agq8x+MiJ2cOKakf43SaiIwcR0L84ygUATgyM4kPfAiZTE9q6qe43GY6tP8IieSfNDxnbi7pd96Fu7yc6NtjKQgsI6XkU0RETKbthIZcR+jzz+PKzaPwvfd4cMIzvH0kjFKzA3FHPoJKhrKFH3mTJ1P6408oE2KIbL0dZQsTqL1ffH///Tc5OTmMHTsWnU6Hx+Mgr2A521X3Mv2+JP6fvbOOr6r84/j79rq7O9gGI8bo7u4OUURUJAwUMVERQcJEQJRu6e6uDQaMbYx1d293u7v1++MqOjdgI6wf79eL1/Sec57z3LOzc57n83y/n29BRiEDbMyY62GPax21dl1dXTEyMuL27dt1CgwJH3yMtlSKoJEcZXUEW7bk0L9/f5o2DSYrawdx8V+gVlfQznkCrulfY29bQIXtTHav2chFU2uWSvRZnJyDmVjEC05WvO5m968QGgrXrkWdl4/NV18/8EVfmpfL1T3biTx5DIDATt1oOWg4pja6wcnIj79g5+cfsufLT+n18kz823d+4HnVKhURh/ZycfsmlIoqHHz86f7iNHxat0PP8PcVDQsHR7o8P5Ujy5dxdfcOWg0Z+YBWn/H/wLmMc5Qpyx45PeI3Wtu3Zk3UGsqry+v0cahSVaHRajCQ1DaG/SeQXZHNwaSDHEg8wN2iu4gEIto6tmVWs1l0cenyRL0l+nv256uIr9gQveEfJTBcyLjAkeQjTAqcxK64Xay4tYLvun73d3frGQ0kP72MW6fSuXs1B7VSg2ugJU27u+DgY/bUJ6CtBnmy9bOrRBxNofVgrwYfX1ZYxc4vr9G4szNNu7s8hR7q0GtkSWVkPsqMcqTOv086VdVq4q/l4tnMukEh+JW/lljU+wud+wUSEQZNrKm4kq1Liw3+Z1ePqA9SByP0m1hTdjYNNGDewenxG00Pg7JMCPi41iZ9IylNu7twdV8S2Ukl2Ln/If3A2Bb6LYHtz8H5JZQFTefE2hgKsypw8DLF0cccR9N0zA+MRmDp+XhpEX/GxIErrv2ZX+7GlVuJuOpJ+aGRK50ta7afn17OtYPJeIfY4tEAQez/gWcCw5NGq4X9M3XqW7+lxBXHM/f8XKwNrJkWPA1/S//7HppZXMlzP4VhIBUxeOo8SAiEfTMAra5OrLXvfY/VnVpNVNTrZFYW85V4AY56UvpUlfF9oyYc9nZjqnVHrKy6kJd3lMSkZURFzQRAIBBhYtwYN7dX0Bq1ZcZdfQJkEhYFP0fUrTNERc1CJNTDyko3ybIx1mPpyGCS8yvo5NvwB2pB3m5y494h524deYIvQyF7Sb94GLvrTWiyIxXJJ19xIKQLHwfdxOTtnxAZGVF6+AjZ8+aRNGwYVlNfwurFFxFIpVzKDOd40j6aKnZgb9YEH58PMNLzouzkSbLWb0AeFgaA1M0N24HB5HCYiMu5NAn5GbHECGVOjk5cKCrC5uvZxOS8SbGpGCvLDvj6fMj1iLHcjfuE0Jb7cVi0kNTnJtFy01d4t5rC4esZdIgqQOalT8q4MShiYjAfNw6bt95EuH0MnFsCtoFkmzTm9OnTBAQEEBgYCMCxtEt8oJ5LisCDQPL5eOk8BnyzFGkd4gKAUCgkICCA8PBwqqqq0PtDhYSSvXtJjQjnQodetFL/QocOBkRFeXD8+DqKS+ai1d7FzDQEX79PMDL0pkqRRW7Obtp5zabJiAEk9h+Aomkzkj5dwN78EhYn53CpuILljVyxlf1z1VlVYSEFP67GqFtXDJrdf9IQcWQ/p9f+CEBQl+60HDgcE+ua97GBiSnD35/PnkWfcPDbxVTJK2jas3ZlD4DMuzEcX/UdeanJeDQLoeP4F7BwuP9LOaBjV1JuRXBx+0ZcAhvj4HP/Z8Iz/vscSjqEucycUPvQx2qntUNrVt9ezQcXP0AmklFUVUSRoojiqmKKFEVUqirRF+tzYPABrA3+OQOh1NJUPr70MWHZYWjR0ti6Me+GvktPt55Y6D0dszYDiQHDfIaxNmotmeWZOBjVoz76U6ZKVcVnVz7DzcSNacHTMJYY83XE10QVRBFgWVtEfsY/C41aQ+KNfCJPp5MZV4xYIsQ31I7GnZ2eWBpEfbByMsKnpS03T6YT2NEJY4uGRUVd3p1AeaGCi7/Eo28swa/Vk/GI+DP6vuYUCXVVCv4oMCTdzEdZpca3Aeetziin5GgyMh9zxLZ/rYBq0NyWiivZurRYE+lfeu6nhWl3Vyoj8xFIBOgHPQGD7OjdIJKCT886Nzfp6kzk6XQu705k0Kw/jd0CBkPMPhIPn+LkrhA0CHENtCQ7oeReWVYD0fc4WjnhEF6Jk68cs8e8B6LLK/k8MYtjbm9iU13AAg8bxjjbIf2T2aRareHkuhhkhmLaj3yWGvFnBP/EHMQWLVpow8PD/+5uPBo3NsHul6HPl+yxsOHTy59iIDFApVFRWl1KT7eevBr8Ku6m7jUOK6lUMvyHi2QVV7Ftamv87X9VyWIPQ3U5Sp/BFOfIKcqpoChbrvvvbDmleZXIDMWYWulj7LENpckuFghXkYIpO/3dsfhkLtODWnHDN5BDLXxoZKRbQddqNeQXnAKtBnPzVojFxmi1WibdTuJkQRlHWvjgb6SPSlXG9YixVFTEE9zkJ8zNWz3W5VGr5Vy81BmZzA4H+xGIRPoIRfqIRPqIhAZo8kvImDmL4sFVKD20WGU05iuvj7lcUc6NmBlIXwu715aqqIicTz+j9MABJI28SX2zKS9VdaFMYIqRUMMoS1OGXbuI0do1KDMzkTg4YDZaF1FSGXGDyogIyvzyKR6rRpoqxim8Der4TFQF+ci+G0mK/CdQKfB1fQM7n1cRCATk55/k5q0X8fZ6FxeXF1AVFZE8ajRF2fmED5lH/0pj5JeXQlUW9vPnY9zl15Xv4jTYMhpVdjQ/Gs2gTGvAK6+8gqGhITkKJSEXb2JCCfP8m9BPoCapdx8MQkJwXvHDfa9lWloaq1evZvDgwTRp0gSA6uRkjs6YSXiTJoiNLenX/S4lpZdwsB9FSuoqVCoRAobTrdsHiH4NNysoPM+NGxMJCFiGnW1/infsIOu997GdOxeL8ePYll3I27HpGIqEfNfIlY4W9a9J/VeS/elnFG3ejMe+vcg8POrcpzQ/l59nTsXRP4AeL03HxOrBEy1VdTX7v/qChPArtBkxllZDRt1bgaosL+PcpjVEnjiCkaUVXSa9hFeLVvVaoVLIK1g3ezoAExZ+jczgMfMFn/GvRK6U03FrRwZ6DeS9Vu89cF+tVkt5+R2EQimGhrVLYFWrqxmwewBFVUWY65ljLjPHTM8MCz0LzGRm6In1WHlrJa83f51JgZOe1ldqEAq1gjEHxpBdkc24RuPo694XF5Ont2r6R7LKs+i9szd93PvwWbvP/vbQ5u9ufMcPN39gVY9VtLJvRXl1OT1+6UGIbQhfdfnqb+3bM+5PZVk1UecziTqbQXmRAmNLPYI6OuHf1v5vC5cuza9k88dXcA20pNdL9a82lpNcyo4F4TTp5kxBejkZd4vp+0pjXAOfjmld7opbaORK7GY1v/fZ/m9vUpBRzoTP2tRKnagLTZWKnG8iQKnBZnpTREZ/7SRfq9VSejwV/UaWSP/F/gt/puxcBqDFuP1jRjBoNLAsUJe+MGbLfXe7eSKN89vjGDAjGGf/34VllVLNxS1RRF7Ix1o/gx6z+2Nmb4Y2L47SVRPIUDQi3e4lMpKrkZfoPMlCB3rQordbg7saL69iaXIOO3OKMBGLmGZYyvP7h2A4ZqMuIv1PhB9K5sqeRHpNCcSz2b8/euVREAgE17RabYu6tj2LYHiSlOXA4TlUuoTyeXUquy58TYhdCAs7LEQqkrI2ai3ro9dzLOUYAz0HMrXJVByMHFCo1ExZF05SfgVrJ7XE394ErUZLemwhEeesKUwyoqLozO/nEYCJpR7mdoY4eJtRLVdRqT4OJttZWfoRd0xNGHqhlItbwtGras/7Jfm8IBHxUlQyh1v4YCgSIRAIsbbqWqP7W7ILOZxfykeeDvj/KkSIxcYEN1nD9Ygx3Lw1habB6zA1DX7kS5SWtpbq6nwaBy3H1LRZ7R3MQfbOclRlhWTZXSGTrbQS/cJB0WCOCuzoV5QC5jqjQrG5OY6Lv0TYx5+b+V/zXtULaLVSvjdVs+9uJj8rNax2CqD9hJd50cmarp3aIvyDZ4NWq0WZkkJG5FoSXTaQbnAVi0Jzqt5zJ0O+AvNyCY0K3NDrMe3e/paWnbG07Ehi0tfY2g5AZm6Ny6qVVAwZQc/0bDQyOTIXYxwWLUdi+4dcQDNneP4o51Z/QHaOlpF20RgKFBQXx/BR9C1U2iZ8bXeNLna634nVtGnkLlxI2alTGHeuOzzfyckJU1NTbt++TZMmTVArFBxc8AU3mgZTojXi41deRCE/T0HhIVLTfsDebjBpaaFcuhxFWdluBg0ahFgsxsK8DXp6jmRmbsPOtj+mQ4dSeuwYuYsXY9S+HSPc3Ag2NuDFqGRG3Uxgpqstb7r/s1ImqlNSKNqyBbNhw+4rLgCc27QWgB4vvfZQcQFALJUy4PV3OfLDV1zctpGqsjI6TniBmHOnObN+NVUV5TTvN5g2w8cg1at/3p/MwJC+099iy4ezObbyW/rOmP23T3D+cySfB1MnXVngfwjV1YXExy9AqSrG1KQZ0fIq1JrK+6ZHqNVyCgsvkl9wioKC0ygU2UgkFrRrexGhsObkRSqScmjIoQfeR1ezrrI7fjfPBTz3j7jfvgz7krtFd/mu63d0cOrwl57b3sieyUGTWXFrBQFWAYz1f7hny9MiuSSZ1ZGr6ePeh1b2OhHfSGrEeP/xfH/ze2ILY/G1eHAE4zP+etKiCznw/S3UKg1OfuZ0GOWDa5DVU/FXaAgmVvo07+PGlT2JpNwuqJdAoNVq70UttOyrWwDbteQ6h1dGMmhWM2zdn1Do+R/Qb2RJyYFEVAWViC31qShRkBpdSLMeLvUSF7RaLUW/xKEuqsJ6SuO/XFwAnbmmaXfXv/y8TxvjJ1XqNCMcSjN0JvYPILCDIzdOpHJ5dwJOfuYIBAKKsis48mMUBenlNGmuoXX6TES340D/RQTrB2EqrsL0xbU0svZBq9VSnCPn6v4kruxJxMLe8KEpCwqNhivFFZwoKOVEYSnxcgX6QgHTXGx41cUGM201HNBC/MlaAkNBZjlhB5LwbGbzfysuPIxnEQxPkq3jSU48zuu+zYkrS2FK4ym80uQVRH8wciuoLODHyB/ZGrsVgOE+w0mMD+FEbBovdjXCSlxB/g0V0nhr9CqNUYjk5Fol0qNpJ1yc7TC3M8DURh/xH2oHl5ZGcu36KC7IxvNtVS9etDDnBaEhmXtPcjtRD31rM+ynBTE+LoWRdhYs86+9QpRSqaBLWCzBxgZsD/ZE+KfBp0KRy7XrI1Eqi2nWdBPGxg0P61YqS7h4qRNmZiE0abyyXsdkZm4nOvZDpvM9jYtj2OKiD82fA0CjqSY5+XsSU5azTPAuEZogPlq+CKfMRPQRoO3UlVN9hrBDK6VQqaaRoR6TnawZbmeB5E8vr4KCM9yKfAWNpgqhUA8vi5E47VxMWacFJKs9SLkVQertm3g2b0mH5wZx+Upv7GwH0KjRQrQaLWmbLiO8rSKm/C4dFk9AVkcqQWZmJj/++COB9jI6yZeQ5G5CipERMwUr6GZUwqpm7RGJdOGM2upqEgcNRqtS4bFvLxqxBLGodgmQo0ePcvnyZd544w0OLF5MtEZDSZmIHs89T+8gRzSaahKTvsbCvA0WFm3QarVcuHCB48eP4+HhwciRI5HJZCQlfUNi0jLatD6Fvr4LypxcEvv3R+bpieuG9QhEIuRqDXPj0tmcVUgbM6MHpkwUKVXEyxUYiYT3xKqnSfqsWZSfPoPnkcNIbOp+2GfExrDlg7doNXQUbUc0zDBOq9Fwet2PXD+0F2NLa8oK8rD38aP75FexdnV/eAP34cqubZzfso6eU2cQ2Ln7I7fzjD+Rfg1WdwePjjB+19/dGwCKiq4SFT2L6uoC9PQcqaxMBkCtBTOTIExNm2Fm2gwDA0+KS8IpyD9JUfFlNJpqRCIjLCzaoSezIy19DcFN1mBp2fCKE7/c/YWPLn3Epj6bCLKu/8rm0+BE6glmnprJhEYTeCvkrb+lDxqthlmnZnE6/TTLuy2njUObv7wPWq2WF4+9SHR+NHsH78VK//eQ5BJFCb1+6UVrh9Ys6bTkL+/bM+6PslrN5o+vIJYI6TUlCAuHf1YUmlqlYeunV1GrNIz+IBTxQ/wMEm/kceiHSDqO9iGwo27VuqJEwc5F16iuUjP0reaPHXr+Z1QFlWQvCse0nwcGofZc3pvIjWOpjPkoFHO7h1/P8gsZFO9LxLS3O8Ydn4BXwDOePIffhbBV8FY86D24fGjMxSxOrouh15RAqqvUnN0Si1gioutz/rgFWekq811fr1s4qCqF5/aDfU0T3NTyKnb/GElFbhX9pgRiY2+EWCBAKhQgEQjIV6o4VVjKiYJSzhaVI1drkAkFtDEzoqulCf2tzWqOa9cN1C0ev3r53kcatYZfFl2nNL+S0R+EYvAfSY15FB4UwfBMYHhSRO/h8IGpfGhrh1RqxOftP6edY7v77p5dkc2y8O85kLQHsUaEe2ET/HJDcSz1QYuWMptsxP7lOHulcDtrPyqhCVNbzMXGxA89PYd7poQKRR5h4YOI1Xjykfp12psbs76xByKBgMSBgygxdOaq1VDMbA1IGO7I1xl5fOfvwlC730OQ1FotQyLiiS6v5FRLP5z06v5jqazM4Nr1EWg01TRvtqXOMN0HEZ+wiJSUFbRsuR9jI796H1daeou3Iw6xW92NI+ULaDxgO+XlsURHv0VZeRT7DT9mszyQT70dMVr2MRlpyTWOV0v1SGzciqt+zck0MmdwSSbPUYGBqSkGJmb3fioFCWRlb0dS2ZHMfVtJTsmjSKGb8BuZWyAzNKI4J4tXVm0kNeMbUlJX0tRrE6pDelQnlVJip8+I7BwGhrrw2aDAGiuEKpWKFSt+QCKJJTg4g7Lym8iqYW/lKNabDeNcqD9eBjVzJcsvXCDthcnk9B/C5zIPOrVtw4yu3jVMNTMzM1m5ciUmMj1KFVVIs8qICRnOuhdCH7hCGRERwd69e7G3t2fMmDGIxaVcuNgRN9epeHq+Aei8HDJnv435mDHYvD0boUx3z/0xZWKhrxN6QiHx8iri5AriKnQ/C5Sqe+dqbmLAJEcr+lmb1Spd+iSojIwkefgIrF55Gevp0+vcR6vRsHHuG1QUFfD8spVI9Bru1q/Varmyaxs3jx2k9bDRBHXugUD4eN9Ho1Gz45P3yE6IY9yCr7BweEKrBv/PKMphRXsoTASBEF6PAeOGlTt7kmi1apKSvyMp6Rv09Z0JDPwaE+NA8suSmH6oP30d/PEzkFBaeguNpvLecQYG7lhadsbKUifKCoVS1GoF5863xNamD/7+nze4L+XV5XTe1pkBngN4v/XDyx0/LbLKsxi2bxhOxk5s6L0Biejv83aRK+WMOzSO7IpsNvfdjKvJX7saeTDxIG+fe5t3Q99ltN/oWtu/vv41P0b+yM4BO/Eyb7hp3zOeDlf2JhJ+MJlBs5ri+BcaCzaE9DuF7Fl2gxZ93AgdcP/IPrVKw+Z5VxAKBYx6vyXCP7yni3Pk/LLoGlI9EUPeao6had2+UI9K5qIw5EoNZ4uqqSxT4hpoSb9pTR56XHVaGbk/3ETPxxzL8Y3qFfHwjL8YrRaWBoJdIIzZ+tDdNRotW+ZdoaywClW1BkcfM7pNCsDI/Nd7TlEGy9tART6M3w0uNX2LUioVtLtyB2U95rVOehK6WpjQ1dKEtuZGGIruI8Bd+BqOva8bR5jovHquH03h0s4EerwQgHfIX1e15J/IM4HhKXPz2in2njrANusjBFs3YVHHL7EzfPCA9mJ8PjO23sBAns/QEgtEKjF6FkL8WtvTuK0resYKYu9+SE7OvjqPl0pt0NdzRKkqJrNSwYfibzCWSDnc3AdTiZiqu3dJGjAQ27lzKWvWm4Pf3cLG24y1HQyJqqjiWAtfPAx0f7TfpuTwaWIW3/i7MNzuwaZacnkS166PQiAQ07zZFvT161eXXKHI5eKlzlhb9yAwYGm9jvkjd0qy6HQ9h1HadTxnUUxh0SXEYmMS7BYxJ92U8Q6WzDUTs3r6i4QMHIZvq3aUFRZQVpBHeUE+ZQX5lBbms9ynFRnGlry0YSHCP937WkArkSFQKpAINDjbGeLafRyujYOxdHIhIzaarR++Td/pb+EZ0oxL57siKjXF9caHmPfzxqC5DV8cjuWHMwnMGxjAhNZuAGg0Gg4cWIJasxVj40L09BxxdZ2KnkEHWl7PoEf+eX4wSIVGg3STosJEKEqGwkTSduVSkSnGs08eL0pe565xaz4cEECPRrYIBAK0Wi3fLFtGYXExvvHJzHMawr43uuBl83CfhNjYWLZv346JiQnjxo0jNe0tystiaNPmLEKhGK1WS85n8ynasAGpuzv2n32KQTNdWktsRRVTopKJrai61565WIS3oR5eBjK8ZRLsI2+QUFzKNjs3UiQyLAQw2tKIiZ5OuPxJTNGq1agLC1Hl5+v+5eUj1JNh3LMngvs9+NFN+lMnPociPh7Po0cRGdW96hF15gSHv19K71dfp1GHLg+9Nn8lZYX5rHvrNUysbBj96ZeIJf9cI81/Bb+tcvRbqjPc7fEptHntb+lKlSKbqKjXKS6+gp3tIHx9P0Ys1uXpbr+7nXmX5rG131YaWTZCo1FRXnGHiop4TE2aYGBQd2RMVNQb5Becon27K7XSJOrDnHNzOJN2hlMjTyETPdnJQn1QaVS8cOQF7hTeYXv/7X+Z58KDSC9LZ8yBMZjpmbGxz0aMpX+Nz0xpdSkDdw/E1sCWjX021oh2/I3iqmJ6/NKDTs6dWNhh4V/Sr2c8mOIcOZs/uYJXcxu6T/pnG3Ae+ymK+Ou5jH4/9L4RCDdPpnF+Wxx9X22sWyn+EzlJpexeeh0zWwMGv94Mqf7jZVdrNFpSowq4fTYDg7givGRCYpxN8e/shLO/xUPFAo1cSc7XEQDYTm+K0ODZO/MfSXo4/NgVBv0AwbXF07pIjszn8IrbNO/tSvPebrXTjUozQVkJlrUXOD9NyGR5Wi5L/Vwoy63kypFkjG0N8OvkiBpQarXoi4R0MDfG20BWvzTB7NvwQ1sY+D00HUtRdgVbPw3DJcCC3lOD/hGphn8nzzwYnjLz0+9yqdlwXi0ooqvvzAeKCyq1hq9PxPHNqXi8LAwYI3dGZCqg23P+2HvpShgVFJ7n5tW3qa7Ox8H1dfTtJhCfc4zvr35AcwtXRnh2Q1mdTVVVBmq1ASv0P6eyWsiOIHdMJbpfaen+AyASYdK7FxZWlnSZ6M/xn6MZaSriU28BU6OS2dfcm3i5gi+SsulnbcqwP9V31aq1CEQ1/3gMDNxpGryOa9dHExExgeYttiOTPtxlNin5O7RaFR7uMxt+gQE/U3tCxElcrOxMv8KZ2Fj3otJhLh/dzqO1mQGfeTsStmMTCAQE9+iLiZU1th61V3uMcouZHJVMs6/WECJUIy8pRl5aQmVeMYkRGVyrSsYUGQHqbJr2HoxFq473XnaOPv4YmpmTeiECi1tmWFYPJTtoJUxIxdBDF63yVk9f4nLK+HhfNF7WRoS4GnHkyDT0DU4hEFjh7/cFdnYDEQolfJGYhVwoY6YlcH4NXFuj66RYD8zdKDVw5lwTRxpn3iEr0oHF7hv5Oauc8NnbkEuqaCSuQliQRwtlNUqZHnP9xzK2vXe9xAUAX19fJk6cyKZNm1i9ejUDBnSnoOA0hYVnsbLqgkAgwO69uRh17kT2Bx+SMnYc5mPHYjNrJr6Ghhxq7sPxglJspGK8DPSwkorRVFdT8ssv5K9ahSozC1+RiF4aDRG+Aezu2IPljZvzfW40rePvMDz+Ni3vRqPOz0ddWKhTu/+EftMN2M//DJl73ZOtirNnkV+9iu17791XXKiuquTc5rXYefng365Tva7NX4mxhRU9p85gz5efcm7TGjpPfLHBbchLS0i+eR2/th0Q1jFJ+b8hZh9cXwftZkGLSbr/vrn1bxEY8vNPEh0zG41GQSP/RdjbD6mx/VDSIdxM3PC30KWbCYViTIwDMTEOfGC7NrZ9yM7ZTVHRRSwtOza4XwO9BrI/cT8nU08+dmnMR+GHmz9wPfc6n7f//B8hLgA4GTuxuNNiphydwuyzs/m2y7d1TvafNN9c/4bCqkK+7Xr/85npmTHKbxRrbq/h5SYv1zKIfsZfi1ar1YVui4W0GfLPjyhpM9SL5MgCzmyOZcCM4FoTIoVcSdiBJJz8zO/r1WDrbkKvKUEc/P4Wh1ZE0m9aE0TihkfvqdUabh5P4/bZDMoKqjAwkdIkxA5hZB7t29ljEFA/r4jC7XdRl1Vj/VLjZ+LCP5moXSCUgG/93zNuQVZM+apDjSiaGpjUXfGnSq1hU1YBPS1NGWFnAXbQplzAyXV38Nc3ot3wR6zyYBsAhjaQcAJNkzGcXHcHsVRIxzG+//fiwsN4JjA8AcZVyIjSr2CV5UTsk6ZxJdKPYL8ZtPH1r3EDZpVUMmPzDa4mFzKsuRMDBAZEHk9jwMxgHLzNUavlxMcvJD1jPQYGXjRvtpyJsRIupyYAHhjZr+VKVQY7UkV0sBuCvamUOxWV3MovZXWgC36Gv1WI0FK6fz+GrVsjttJN/n1D7agsq+bCjngmm9mxyLyS9+MyuFpSgYVExEJf5xp9lUfmUbQjDuvJQTVKCAEYGfkS3OQnrkeM4+bN52nWdNO9Vbm6qKxMJTNzCw4OIzAwePTw09HOjryeZIAhM7H0mkLv63HYSiX8GOCOGC1Rp0/g1rjpA837uluZYCoWsaugnK6NXDG2tEYenkPxZSVxmlzMpMboVas5LzLnwpHTOB2NItDBB7/GjTD0saSl9wAs86xQVlbg2v85KjXhJGYsxda5HxKJCSKhgGWjghm6/CIf7DjMrMar0DdIRyTqQPt23yES6VYQSpQqfkzPo6+1KX6Bb4B/Z6iuAAsPMLYnu6yagd+dR2gpYPPkaCpWfE9FMvRlD2qpjGyZCTf0zLD28MOvsRdfFFtRJXNgereGPUSdnZ15/vnn2bBhA7/8EkfrNuZkZG7Fyur3VX6jtm3x2LuH3GVfUbRhA+UnT2L3yTyM2rZlgI0ZAJqqKgrXbaZg9WpUOTnoBwdj//HHGLZti7qoCI/sbAbm5JCaE8dWrZRfXN2Z5dOIKS7hvJyXhtjKCpGVJWIrK8RW1oitLKmMiCD7s/kkDRqMzeuzMB8/vkZKglatJvfLxUhcXTAfMfy+3zFszw4qigoZ8Pqcx05peFp4hbSiaa/+XD+4ByMLS0L6D3n4Qb9SWVbK9k/mkp+aTElONq2H1W+l4D9HaRbsnQ72TaDTu7rPmoyCQ7MhJ0o3UPgLUKsVJCQuIi3tZ4yM/AkM+BpDw5rhyTkVOYRnhzO1ydQGD1IsLdohEhmRk3vwkQSGlnYtsTe0Z3f87r9cYAjLDmPlrZUM8BxAP4+6y77+XYTYhTAndA6fXP6EZdeX8UaLN57q+aLyo9gau5XRfqMfWoZyYqOJbI7ZzI+RP/JZu88e2nZ5dTnp5emkl+n+pZWl3fv/HHkOc1rOYajP0Cf1Vf6vSLieR1pMEe1H+jzxdIGngaGpjFYDPTi75S7x4bm1QrrDD6WgkKtoM9Trgc8i10BLOk/w48SaGE6sjaH7840a/Oy6ui+J64dTcPQ1o80QL9yDrRAKBGQlFVMZXYBB8MPN8srPZVAVU4hpPw9kLk/eePIZTwitFqL3gmcX0Ddr0KH3FRcewP68YgqVap5z/H3B07+NA/np5dw8kYaVkxF+rR+h5KpAoPsOcUeJPJlKdmIJ3Z7z/1f87f/dPBMYngD9xzxH0Wuf8nG/bnwu/IiPjd6mLG0wiyO7Eug7je6B/py5m8sb226iUGlYOrIJbS1M2LEgnEZt7XH2s6Ck5AZR0W9QWZmMs/MkPD3eZF9uBZcr0hgafgHPoYPJUaoJzy8ntiyf/dmZVKGPGnjTzY6+1mb3+lMZcQNlZiZW02uu2gV3c0FeWk3E0VT6D7FjXWYBABsbe2Ah+f1WUOZXUrQjDq1CTUVYdi2BAcDUNJigwG+4FfkSkben0aTxSoTCur0bEpO+QiAQ4e427bGu8wAnJ+YmZLNBbkRcVDIVag3bgj2xlIpJvnGNsoI8Oo5/4YFtyIRCBtqYsT27iHnppaj2JlKdWkaOfRWlRXKGdAyl8fFR5IZ8yvUiVyKTYziUeYGTGVfw3G+Hn9qRLHkCln38cWxmi0/Zh4SFDSIp+Wt8vHVl5oz1JCzqnUNW6mcI0CKRTadD2xk1+rE6I58ytYZZrr++7B1/r6hRoVDxwtowyqtU7Hi5Da42nZC3CUUUtQZJ/GaEUw5gad6UefuiOXQ7G6tKGflKBYsG+mKi13A139ramsmTJ7Nx40ZSUxzRaE6iUOQgk/0+EBEaGmI3911Mevcia+57pL0wGdMhQ7CeMZ3SAwcp+Okn1Pn5GLRogcOCzzFo9Xu5RrGlJWJLSwgIIACYB7yn0fBaTCo/BbVgdIuxdRpBSl1cMGjVmuwPPiDn8wWUHjuGw2efIXXViVQle/aiiIvDcdlSBNK6773SvFzC9+3Cr21HHHwabkz6V9JpwmQqSoo5u+EnJFIZwT37PvSYqopydnz2PkVZGTgHNObijk3Ye/vi1qSOCi3/ZTQa2POKLnRyyI8g/vV+CBwKR96Fm1ugxydPtQtqtZyMjC2kpK6iujoXJ6cJeHm+g6iONIQjyUfQon2kCb5QKMPaujt5eUfR+H5y3+fufY8XCBngOYCVt1aSXZH90HS+h6JR6667WA9E9x9SFFUV8c7Zd3A1cWVu6NzHO+dTYoTvCOKK4lgTtQYvMy8Geg18KudRa9TMuzwPS31LpjV9+HvRUt+SEb4j2BizkamNp+JsUndq4o3cGyy5toSI3Igan5vKTHEycsLf0h+ZWMbS60vp5toNU9mDTdeeUZPqKhXnt93FytmIwI7/Hr+cgA6OxFzM4vz2OFwCLZH9muJQml/JrVNp+LWyw7qOcd6f8WtlT3mRgit7ErH3NCWoU/2NFbOTSog4koJ/G3u6TKj5Ltb3t0R+Kw+tSoPgAZERiuQSSg4noR9giVHbuleyn/GUqSqB8J/h9g5waw9tpoNJHRP3jOtQkgqd3qm1qUSpwkgseqKVyNZmFOChL6Odec3FzrZDvSjIqODUxjuY2Rlg516/Z55Wq6WiWEFBZgWFZX0pzLYifncCrkGW+IT+fZ5O/yaeCQxPiEH9W5Kx6yzLh3RhXtUC3lP8RBOLo1Rnn+Ljm10Jy/Ig1MGAaV08sDGK5/y2O1h4qvDtoiI+4QCpqSuRSW1p2nQDFuatkas1fBwViVdmBi//9B0ugR6Y9O4Nvs4su7aM1bc/YnrQFCY1fgUTcc3QytL9+xDIZBh3q+1K33qwJ5Wl1ah2Z5M93Ja2rhZ0tfxdBdYqNRRujEEgEiD1NkN+Kw+z/p4IJLUf+lZWnfHznU/MnbeJiXmHRo2+RCCouV95eSzZ2XtwcZlcY8L6KBiJRfQnh21GTRGUVbI2yP1e1Ebk6ePoGZvg2SL0Ia3AMAtT1mUWsG1XFANKBJiP8OFc7EkMFAY0Kj0HQgk2HUfRy8iaHpp+JCQkcP1yOLGJcUSL05FoK/AIz8erQxtMjANxdBhFevo6HOxHoK/vTFT0B+Tn7aRSbsX6yLGYObembWstol9TLcpValal5dHD0oRA45o5kWqNlhlbIojJKmX1xBD87XW/G8PQlhDcCL4/B/umYz/1PMvHNedUbC4f7Y3Cw9qCoc0e3UXZ2NiY5557jl92VgK3uXhpMZ06flFrhcKgWTPcd+8i/7vvKVi9mpKdO3Wft26F1ZLFGLZsWa/zSYVC5ns7cb6onJl3UjnQzAdxHXmXElsbnH5YTsmu3eTMn0/ioMHYvPEGZkMGk/f11+g1boxxz573Pc+ZjT+DQED7Mc/V+1r8XQhFIvpMewO1spoTPy1HLJU+sLJEdaWcnZ9/SH5qCgPfmouzfxCb3nuDA998yfgFX9WrDOd/hqsrIeEk9F0C1j4AFBVdQU/PAX2vbhC5Hbp9BE8h7F2lKiM9fQOpaT+hVBZibtaKwIClmJu3uu8xh5IO4W/h/8jh7rY2fcnO3kVh4QWsrOouY/sgBnoNZMWtFexL2MeLjeuRklOQAAfegPJcUMpBVaX7qawCtUK3j7k7PH8EjGs/57VaLe9feJ8iRRHfdfsOA8mTdaN/ksxuOZvEkkQ+vvQxbqZuNLF+uOFcQ4jMi+THyB+JLohmYYeF9fZ7eC7gObbc2cKPt3/k4zYf19iWUprCV9e/4ljKMaz1rXk1+FU8TD1wMnbCydgJE+nv7/jYwlhG7B/B9ze+Z07onCf63f7rXN2fREVpNb2mBv3tpSgbglAooOMYX3Z8Ec7VvYm0H6l7Rl7alYBQKCB0QP0Nu5v3ciU7oYQLO+Kx9zLDyun+0au/oapWc2JNDIZmMtrWEaqu529BRVg2iqQS9LzrNsysii+mcGssIjM9zIf7PAtP/6spy4bL3+vEBUUp2DWGKysgbDU0nwhtZ4LpH0S36F/TI/z61GgmS1FN17BYQkwNWRPo/kR+j1HllYSVVvCxl0OtCnhCkZBeLwayfUEYh36IZMScEAzNdKJ/dZWKimIF8pJqKkoUVBRXU5wrpzCzgsLMcqqr1L+2YoSBsClO9iV0Gtv22b1XT54JDE8I465dGbToa/JPmLG5ewsWKifyTlJLTP1u08HhMB0ddfnlOcmQA5g20h0XE6v7aW83BB+fDxCLdYON7+6mkiWS8MOtK+i7ulKw+ieMe/VCIBAwo9kMihRF/Bi5Eit9ixr1u7VKJaWHDmPUpXOdOekCgYBO4/2orFAi2ZZD76k1Q9KKDySizKrAcmIjBCIh+T/dpvJOIQZ1GP8AODgMo7o6l4TExUhlNnh71VQrExKXIBIZ4ub60iNc1dr0wIIdGi2vqovoYRUM6ELEE8Iu0aR7nwcb5Gm1yDevwDHGE+dQCw57CJjimE+ptIq7d+/SNrQ54lvTdfliRrrJmVAoxNvbG29vb+RyOeHh4Zw7fYrYsipW/PADbdq2xdtnBjm5B4m5M4fq6hIqK5PIzGxM61afM9hOn/d332bhkTvM6a1T7X/OyKdIpWaWW20V9NMD0RyPyWXewAA6+/0pXFBmBP2XwYYhcHYRdH2fzr42dHrTGo2Wxx7w6OnpMXLEa5w4eRCl8igHDrSjT59+CP+UViCUybB5fRbGPXtQuv8Axt27Y9CsaYPPZykV85m3I1OjU1iZnscrLnWHRwoEAsyGDMawTWuy3v+AnE8/peDHH1FlZ+OwsLYI8hvpd6K4e+kcrYeN/tdMtkViMf1mvM3uRZ9wZMXXiKRS/NvWDoNXKqrY9cU8shPi6D/rHTyahgDQ//U5bJgzi/1ffcHIDz9HJP4/yE/NiYZjH4BPb2jxPAAlJRFE3BiPTGZPaOAUxHcPQ9JZ8Gz4ZPx+KJVFpKatIT19LSpVGZaWHXFzfQUzszr9ju6RWprK7YLbvN789Uc+t4VFW8RiY3JzDz2SwOBs7EwL2xbsSdjD5KDJDx4wFaXA2gGgrADXtiDR1/0T//pTYqATbs4thm3jYeI+ENeM2tgYs5Ez6Wd4p+U7+FnUv4LQ34FEKGFxx8WMPjCaGSdnsGPAjhqlIx8FtUbNybSTrI9eT0RuBEYSI6Y2mUovt171bsPawJphPsPYFruNKY2n4GjkSFFVET/c/IFtsduQiCS8EvwKExtNfKCA42vhyzDvYWyN3coI3xF4mtVvcqnRavjk8ic4GjkyOWhyvfv9X6Ego5xbJ9Np1M6h3qug/yRs3UwIbO9I5Ol0/Frbo1ZpiL+WS4u+br+79NcDgUBA14n+bPnkKkd/vM3wOSFIZA8Wbq/sTaQ4R86A6cH3oif+iMzLDIFESGV0QS2BQSNXUnwwCXl4DmJLPSzHN0Ko92zq8peRHwcXv9ZFAWpUOjPytjPAIRgKk+D8Egj/SechFjxW539k5gLRe8CjE+j//vvUarXMikmjUKnmSH4p23OKdH4Jj8najHz0hIL7tqVnJKHPy43ZsfAa2xeEI5YKkZdUo1Soa+0rMxRj6WCET6gdFvaGWDoaYmFvhN6GzqBnBmaDH6mPZdVlZJRnkF+ZT548j4KqAvLkeeRV5lFQWUBeZR47B+xET9zwCmf/VJ79lT4hBCIRNqOHMmTlHkr0tOzvGMoyZTUvXzVi0AvvoNIWIEBAaX4VJ9bewdHHklYDPUEgRCwyrOEYnlap4NuMAlrG3kbaogkZnq5Yf/UV8rAwDFu2RCAQ8H6r9ymuKmbB1QW4GLvQ3klXE73i0iXURUWY9rt/fqtIJKTni4Hs+vI6pzfG4uhrjlRPjPxmHhWXszDq4IS+vyVajRahsRR5RO59BQYAV9eXqVLkkJq6CpnMFhfnSQCUlNwgP/84Hu6zkEgev4xTZlwxGbtVvE4x1hSjaFuNzFBKzPnTqFWqB672AsiPnKTwVgASUQLDcy+w1G0AmYdmEavwAkJocXkqUAbNJtR5vIGBAR06dMDBUI/tK75HbmTIzp07MTU1pXmLQZSWrkWpNCAxoQ/9+r2Fi4sL3t4Qm13KijOJOJjq07GRDcvTculsYUxTk5qDwHWXkvn5QjKT2rrdq0BRC6+u0GQMXFgGAYPATudiK3pCgqpYLCYo8BVi7rzJrZsH2bq1gqFDhyKtIwVBPyAA/YDHy2sfaGPG7twiFiZl0cvK9F5lk7qQ2NnhvHIFJb/8Qs7nCzDq1vW+ERNajYbTa1dhZGlFyIB/R65xXrWSHIWSQGMDBr45l52ff8ShbxcjlkrxDml9bz9VdTV7vvyM9DtR9HntTbxbtrm3zcLBiZ5Tp7N/2Rec3fhohpH/KlQK2Pki6JnAgG9AIEClqiAq+nUkEgsUiixijC4SKDNBcGvrExEYtFo1iYlLSUtfi1otx9q6J26uL2NiElSv4w8lHQJo0OTyzwiFUqytepCXfxSN5tMGp0mALorh/QvvcyPvBk1t7iMQlmTA2v5QXQYTa9ccr4GlJ2x/Dg6+Cf2/1uWuAhnlGSy9tpROTp0Y4zemwf38OzDTM+PrLl8zav8o5l+Zz5JOSx6pnfLqcnbF72JjzEYyyjNwNHLk7ZC3GeQ1CCPpw1d+/8ykwElsv7ud5TeW42bqxurI1chVcoZ6D+WV4FfqLYS82vRVDiUdYmHYQn7o9kO9VuR+jPyRHXd3AGAuM/+/8nDQarSc2RSLzEBM64ENK8/9TyJ0oAcJEbmc3hSLUAgGJlKadm+40aq+sZRuzzdi71c3OL89js7j7i8aZsYXc+NEGgEdHHFuVPcEUCgVIfMyoyqmEO0A7b0KWZWR+RTvTUAjV2LcyQmTri4IJP/HJsZ/JbkxcPJTuHNAJxg3HQ9tpul8wn7Dwl333u3wFpxfChEbIGI9ePeE4lTo+HaNJtdkFnC6qIz53o7szi3m/bgMOpgbYyd79IWQMpWaHTlFDLIxx1xy/ymtpaMRvacEcuN4KjJDCYYmMgzMpBiayjA0lWLw60+pvrju56FnF7j0va5UpqxhVYZOpJ5gzrk5VKoqa3xuLDHGysAKK30rAq0CUagV/ymB4VmZyieIurSUuE6dSWr3KusclJwKDSUwI5HRGbkMmDAEgUTEkVVRVBQpGPxGcwyMZAiFQlQqFVlZWWRkZJCZmckKqTkJ5raMCjuOsUJ3Q7aOjKSRtQ3OPyy/dz6FWsGwvcOQiCTs6L8DoUBIxluzKT97Fp9zZ++bl/4bOcml7FgQTtMeLoR0cCT3mwgkdoZYTwlCIBKi1WrJ2xeL4nIeac9DpiaHHHkO2RXZ5FTk4Gvhe88IS6tVE3n7NfLyjhAQsAw72/5cjxhHeXksbVqfRiyu2+G/LlTFVQjEQkRGv/c/N6WU3UsjMDSV0bZ5FgcPGuEXoKXztO6sn/0aQrGEcZ/fv/ylIqmEvBXXkUqSsJ47hlSVhtCwu7xtqUF54BDO5lJGB0p0K3GtXoUHmAGqVUqWvzgOzxaheHTry8WLF0lJScLaJplqhRejR0/Bzu736ASlWsOE1Ve5lFiAytUIlZ8pPvEVBBno42ZlgKulISq1lvd2R9LFz4YV41vcS6eoE3khfNcSTBxh8okH5j0/Cmp1FecvtAZtIKdOeWJvb8+IESMwN386tb6zFUo6XI0hwEifX4K9aoW41dnH8goEUgnC+9zjt08d48gPX9Fn2hv4t39yq9ZPk4mRiZwuLONYC198DPWorpSz49P3yU1OYOBb7+Me3By1SsnexfNJvB5Gz5dnEtipW51tnVyzgohD++g/6x18WrX7i7/JX8iRuXDpWxizHXx6ABBz510yM7fRrOkmSkrCSUhcjH9lEA43rsJbcSCt/7OoLuLi5pOathpbm364ub2KkZFPvY/VarUM2D0ACz0L1vZe+1j9yM8/xc1bk2nS+Mffoxg0aqgu16UuqCr/8PPXf1IjcG4JAgFypZxO2zrR2713rZB7AMpyYE0f3c8Je8Cp+cM7dWKeLpKhz5fQUiduvX32bU6knmD/4P2P7/fwF/Nj5I98df0rlnRaQnfXBwvYf0SlUfFtxLdsjd1KubKcpjZNmdBoAp2dOz92dYpPLn3CtrvbAOjo1JFZzWfVOwrhj6yLWsei8EV82+VbOjo/2Cw0LDuMyUcn09O1J6XVpVzJusKK7itoaV+/lLh/OzEXszi5LobO4/1o9C/P/Y+9nMXxNTEAj/19Lu1O4PrhFHq+GIhX89oRiEqFmq2fXkWj0TLq/ZZIHxB5UBGWTdEvcdhMb4rIUELRngSqoguQOBphPsQbqWPDBblnPCJVpfBtiO7dEfIihE69F9X7QEoy4MJXv1ZE08IbsWCgE5US5FV0C4ullZkRmxp7kFRZTZewO7Q3N2Zd0KOnSvyUnse7cRkcbu5DsMlTTL1LvQw/9QTXdjDspzpTAetiQ/QGFoYtJNAqkEmBk7DWt8ZKXycq/BfEhGdlKv8iRCYmmA0aiMuOb+nb/0sqIq9xNag5exWVpK34/vcdDeC75RfqbKPS1ZO7Dg70DzvHzCGDsHV3Z9OmTVwFDI4dxyY+HpmXrjSSTCTjpSYvMefcHI6nHKebTTvKTpzAtG/fh4oLoAuZ82tjT+SJNNySihGIBFiM9iNPkc/aqLXsit+Fdakp32neZe++LRywOIsAAdb61sjEMi5lXaKPex/8Lf0RCEQENFrKjZvPER39FhUV8RQVXcLb+70GiQtajZa8lZGITKTYTNXlvhZklLP36xvoGUoYODMYI5MWNL3yPtejumN+7Bp5qcl0feGV+7apKqikYO1NxIIcLHuJEOjp4Qq0MjVkY1EFfRVKQrqNBK/6lZwSiSV4tggl4doVerz0Gr6+vqSnpxMVFUWLFi2wtKxZakkiErLm+RDOJhTwSmYWJirwEEuIzirlSFQ2Ko1O5AtwMOGrUU0fLC6A7oHdZ5FutfDy99B2er36XV9EIj3s7AaSmbmVkSNnsHv3MVauXMnQoUPxquc1agh2MgkfeTryemwa6zMLmOj48FW4+5WkBF1ZyvNb1mHv7YvfP7AsZV1kVFVzLL8UDTDzTir7mnkj1TdgyLsfs33eXPZ++RmDZn/AzeMHSbweRrfJr9xXXADoOO55suPucuSHr7ByccfC4d9jSPZQ1Epdfe34YzpxIeTFe+JCXt5xMjO34uoyBXPzlpiZNaew8AKxguuYiqswvHMAGo945FOnZ2wiNW01Tk4T8fX5oM59ylVqIssraW1We0B8KfMSyaXJTGk85ZH78Bu6NAkTcnIP6ASG6gr4pjmUZT34QLf20OtzDOyC6OHagyPJR3g75O2aYfUVBbBuoK7m+Lid9RMXADq/p6sbfvgdsGlElJEZB5MO8mLQi/86cQFgYsBEjiYf5bPLn9HSrmW9TREXhy9mQ8wGern1YmLARAKtHlx6tCFMbTKVak01AzwHEGIX8sjtjPYbzfa721kUvog2Dm2QiOpeRcyvzGf22dm4GLvwUZuPUGvVjD84nlmnZ7Gp7yZcTR69MtS/gaoKJZd2xWPnYYr/o7jQ/8PwCbXjblguCrny0Vz1/0DL/u5kxBZxasMdbFyNMbGqadZ8aXcCJXmVDJrV9IHiAoCenwUIoGR/ItUZ5aDRYtrHHaO2jrXKpT/jKXNqPpTn6Baw6vvsB50HQ5+F0P51kBfcExdUGi2vxaQiEwpZ6ueCQCDAw0DGHA97PozP5JecIob9mt6g1Cg5k3YGfbE+lvqWWOhZYK5njkRY+/mk1WpZk1FAE2P9pysuALi0gsErYN9MWNEBRqzVfXYf1Bo1i8IXsTFmI11duvJ5+8/RF9c2M/8v8yyC4QmjSEwisU8fRC++ydE4K3Y2LyfaK4DxSfn0ji9EKQLjYCvETkZo0aLRaBAIBNja2mJrb0+/C5HkFZdyWJmP46iRAMjlclauWEFVTg5DxGJ8Pv303vnUGjWD9gxCLBTzs+gFst58C5e1a3WmgOhCxR9Umq+iRMGNT67gKhbASDt+rtrCrvhdaLQaerj2IMAygLYH3RDJxOi94IGVgRUSoYSy6jJ67OhBG4c2LO60+F57SmUp166PpKLiLnoyB1q3Po5QWP/8PkVyCXk/3ALA5rWmyCVCdn15HQQw5M1mmFrrHiLqKz+zbT0UVMajUsQwdcU69AxrD+g1ciW5y2+iKSjA2nwBkllH7jnMb8ws4I3YNJ6Lj2D+CxNreQ08iPjwK+xZ9AlD53yMW3D9HsCr0/OYG5fBL8GetDXXhVgp1RoyiirJKK6kibMZRrJ6an5aLWwZqzO2e/mCLjz5CVJWFsPVsH74eH+AgUE/tm7dSm5uLl26dKFdu3YNulb1QavVMuJmAhGlcs609MNRr+Eh378Rvn8XZ9avZvQni/7SyhEqjZZLxeU460tx029YCaMvk7L5Mjmbdz3smZ+YxfueDrz6qyeFvLSEbR/PoSA9FYBOE16ked+Hu9uX5uey/p2ZGJlbMObTL5HI/qVquUYDObch6QwknoGUizo/AAS6lIeRG0FqgKI6nytXeiOT2RHSYse9506VIpurV/ohKysmpDAQ4fjdj9SNgoJz3Lz1AhYWHWjSeAUCQd0r0dNjUtiWXcTxFj61TFxfPv4ydwrvcGToEaSiR7/HfyM65m1ycw/Tof1VhFH74JcXdPmxZi6/eiTo1fyZHQmn5+ucwJs/R3hgfyadmcH8dvPp79lf12hlkc5zIf8ujNkGHg0shVlVAqu6oq0s4vlGoSRWZHBg8IFHSgn4J3Cn8A6j94+mj0efepWI3Juwl7nn5zLWfyzvtKztoP5P4mz6WV498SpvtniTiQETa21Xa9RMOTaFW3m32Nh3Iz7mumidtLI0xh4Yi6nMlA19Nvxnq1Eoq9Wc2RTL3as5jHg3pF6Ghv8GtBotGq0W0SOUA/wzpfmVbP30Kub2hgx+s9m9NtNji9izNILGnZ3umUo+jNzvb1CdWobM0xTzId6ILf+/JmT/CDJvwKrO0HwS9Hu01LA/szQ5my+SsvmhkSuDbH+PhFVrtQy6Hk+cvIozLf2wlUn4+fbPLLlW+7ymMlMs9Cyw0LOgr0dfhvsM52JROUNuxLPUz5nR9pa1jnkqZN/WeQ0Vp0L3T6DVy/fSAX+jUlXJO2ff4WTaScb5j+PNFm8+duTaP5UHRTD8M4vC/4uRebhj2L497F5D6/6BDAgDr+Q7rHe3YqG3BJMqES5hEsx3FlB18DpFVy+gSr6LnZUlv+QUES2UMO3KKRyGD7vXpoGBAWPGjkWtp8ehsnLkmZn3tomEIqY2mUp8cTyJ29cgtrXFIET3u444sp+V056nND/vvv0VJJfgKhYQV6Vm6tn32RW/i4FeA9k3eB8LOy5kYuBEbEM9kGRpsK4yu6ciGkuNGe03mmMpx0gqSbrXnkRiQnCTnzA1bYGPzwcNEhcA5DfyQCxEIBVSdCqNvctuoFFrGTij6T1xAUDUfAydbDejqIjB2CqgTnFBq9JQsCEGVYEcS/HHSDqP/718HRCiqUKkUZPjG9TgCbNb46ZI9PS5e/VivfZXaDR8l5pLK1ND2vxhZVMiEuJmZUhbL6v6iwuge6D1XQwiKeyboRMcniDGxv4YGweRmbkVCwsLJk+eTFBQECdPnmTr1q1UVlY+vJEGIBAI+NLXGbUWZsem86jCp1ql4tKxo2j9m2Jo+/RDWbVaLbfK5HwYl0HTS1EMv5nAhFtJaBrQf5VGy6asAjqZG/Oaiw19rExZmJRFXEUVAAYmpgx//zOc/APpOP6FeokLACZWNvSZ9gb5aSmcWL38ka/p30a1HHa/Al96wYr2cPQ9KE6B4DEwYj3MToTxu0BqgFar5U7MHNTqcgIaLa7x3NGT2eHf6AvK9bXEE6Zzw24g5eV3ibw9DUNDbwIDlt1XXIitqGJHdhEA36Tm1tiWWJLI+YzzjPAd8UTEBQBbmz6o1eUUFJ6HW9t0aVNdP4KQydB0rK5Mp18fXf6oa2sInQKvXYeWU+DaWppveQ4niQm743TVYFCUwYZhuvzbkRsbLi4A6JnC6M2cEWsIL4jk5cAX/rXiAoCfhR/PBz3P3oS9nE0/+8B9I/Mi+fjix7S0a3kvffCfTAenDrR1bMuKmysoqCyotf2HWz9wNfsq74a+e09cAJ1J6LLOy8goz+CN02+g1Cj/ym4/VbRaLTnJpZzeeIc1s88Tezmb4G7O/xlxAUAgFDwRcQHAxEqfTuP8yEkqJWyfbixYXaXi5LoYTK31aTWo/osf5kO8sRznj9XkoGfiwt+BRg37Z4GBJXStO0Kvodwqk7M4OZtBNmY1xAUAkUDAUn9nqjQaZt9No0xRxk+3f6KVfSvW9V7H0k5Leb/V+7wS/Aq93HrhZeZFQWUB8y/PJ7sim7WZ+ZiJRQy0eTrpu3ViFwgvntL5TByZAzueB0X5vc35lfk8f/h5TqWd4p2W7/B2y7f/s+LCw3gmMDwFLCZMQJ2Xj4cqChcfP0ZeltD5egq3XN14uYcTp90y0Yg1eCoC8c4IIP/EXVa99xafxaYSGH+HccMHIRDVvCFtbGwY3K0bRWam7PjpZzQazb1tvdx6ESh2RRoWhXHfPgiEQhTyCi5u3UB5QT7HVn5T5+QiPiGG7G23idJP4DI59Mwcz4EBB/iw9Yc4G/9eZ1s/2AYEUBFRc8A81n8sMpGMn27/VONzPT17WjTfirV1/XNWAbRqnamPvr8F0iBrFLfz0cqV9J/eBAuHP4XEi2UUO4WAtpqKMk8Sb9QUUbRaLUW74lEklmBuvQuZWQkEj6uxz53r1/AoyOaSQEr1H65nfRBLpXg0CyE+7DIadW0n2j8SU17JW7FpZCqUzHKze3Ilbkzsocc8SD4Hxz/SreyW5TwxscHBYQTlFbGUlt1CKpUyZMgQevfuTVxcHKtWrSInJ+eJnOc3XPVlzPGw40RhKTtzihp8vEqlYuu6NRSY21KOiAsX6k5DehKkV1XzTUoOHa/G0iP8Lj9l5BNiYshLTtbclVdxNL+03m2dLCwlU6FkvKMlAoGAL3ydMBAKmXknFfWvv0tDM3NGfrSAFv0a5mDsHtycVkNGEXXmBJEnjzbo2L+dI3Pgxibw7qELTXw9BqaFQd8vodGAe+GXABmZm8kvOImn5+w6PRGsrbriZDmANEc98m8salA3FNX53Lw1GZFInyaNVyEW33+i8UViFgYiIWPtLdiXW0yiXHFv26aYTUiEEkb4PHqKxp8xN2+DWGxKbsZOiD8OQcMe6B8D6K5b7y/g5YsIHJszMDeVqznhZNzcABtHQGYEDF8D3vdPwXkYKgt3ljh54FatZGj0yScugP7VvNT4JTxNPZl3aR7l1eV17pNfmc/M0zOxNrDmy45f1hnS+09kdovZVKoq+fbGtzU+v5hxkRU3VzDQcyCDvWs/d5rZNuOjNh9xJfsK86/M//cJmH+iqlzJzRNpbP30KjsWhBN7ORv3YGsGv9GU1oP/vcaOfwXeLWzxb2PPtSMppN8p5OIv8ZQVVtF1ov9DK0z8EYmdIfqBVs/KAP5dXPsZMq9Dz/mgb/bYzVWpNUyLTsVKIuFzn7rLqHsZ6PG2uz1H8kt5++ZhihXFzGw2k6Y2Tenm2o0RviN4ucnLvNfqPZZ0WsLybsvRoGFl9A4O5BUz0s4CgyckltUbfTMYuUFX+jp6N6zqAnl3SSxJZNzBccQXx7Os87IaFf7+H3kmMDwFDNu1RerhQfH69XSd6I+evhVjJK7sbOqFwNCId/38uPhySyyea4Spqz0tLHsSEdCbYrGEUfERGLSoO+S+Ubt2tJRXkqhScvr48Xufi4QiXiluikgDUU11g+5rB/ZQVVFO4669SL55ndunjtVoK6EonrQN16mimtSulfQb3xJhiT45YbVXIsSmMmSeZshv5NYYRFjqWzLUZyj7E/aTVf6QvN96oEgoRlOhROxnwcWYQoRAt7b22Lia1Ln/7VQ1JtJqbEz1OL0plqry3/tedioN+bUcjJuqMSz5SZcT9ofohcrKSiIjI+lpKKZYpeFEQf0nhL/hE9qGytIS0mOiam3Lr1axKi2P7mGxdA6LZVdOMRMcLOlg/oRXQZpN1E3ALiyDn3vDYh/43Bl+aA/bJ+lcgG9t0xm8NRA72/4IhfrcufMuFRWJCAQCQkNDmThxItXV1fz444/cunXriX6dF5ysaWFiwPvxGeRV139VLDc3l1WrVnE3NR0jRQWBAQFEREQgl8vr3P9RBsP51SrWZ+YzJCKekEvRfJaYhZlExBc+TtxqG8BPQe687+mAi56Ur1Jy6n2O9ZkF2EjF9LDUhRlbSyXM93HiWqmcFWn3jz6qL62HjcIlKJhTP68gPzX5sdv7S4japTOKajcTBv8ATUaBSd0RKXJ5EnFx87Ewb4uzU+0w79/wClyAkUJCdOVeFIrc++73R9TqKm7deonq6gKaNF6Jnt79o2Kul1ZwML+El51teMfDHqlQwHepOhGuRFHC3oS99PXoi6X+kwvlFAol2Fj3JK/gJGrUENQA8cLGD8btZGCXhQi0sPfUHEi7DENXgf/9qxDVh51xO0mqzGWmcw8kUbt0xl//YqQiKfPaziOvMo+l12qbCVerq5l1ahZl1WV81fkrzPX+whW1x8TDzINRfqPYGbeT2EJd3eycihzmnJ+Dp5knc1vNve+xAzwH8ELgC+y4u4MNMRv+qi4/UUryKjmy6jY/v3Oe89vjEImFdBzjy3ML29HtuUY4eJs/m/DWg/YjfTCzMeDwyttEncskuJsL9l5mf3e3nlFfynPh+Dxw7wBBw59Ik58nZXFXXsVSP+cHVniY4mxNU2MZu8vsae3clwCr+1cnczJ2optLNzZnFaLSwgTHx3+farVabuTe4NPLn3I46XD9DhIKdSU5x+8GeQERa7szbt9IKlWV/NzrZ7q4dHnsfv3beSYwPAUEAgEW48dRdfs2krRYxs5rTZ9XGtPK3JjjLXxpa27EnLgMZqrL0JsSSFagOUc9XWkTHUlJchT7lnxOVUXdqySdxozGPTGRsxcvcvv27XufO19KJsdGytfle6koLeHagd14hbSi2+RXcG4UxOl1qyjN1w2qy6rLWLH7K7wrXTDr486L7V4mqLk7LgGWhO1PQl5aXeu8BsE2qAuqqE4tq/H5cwHPAbAmas1jXzf5jVwEMhHHj6WSmVuJ1t4QQVwRWnXt6IKS3GxSo28T2NSXbvrzUZRXc3aLbnAkv5lH6dEUDIKtMSn9DEycoGnN6IWbN2+iVCqZEByIlUTM9uyGr5i7B7dALJURd1W3Ul6t0XAwr5jnIhMJvnib9+MzEAjgU29HbrQJYKGv85MfqAgEMHorTL8B436B3ot0IeRGNjol+txiXRm/jcNrhHHVB7HYmKDAb1AocrgaNoCMzK1otVpcXV156aWXsLe3Z+fOnVy9evWJfR2RQMBiPxfKVRrevZvx0Em6VqvlypUrrFy5kpLiIvTT4ujRrRvtO3RAqVTyZy+XYqWK0TcT8D4XyZibCXyfmsutMvm9SIE/U6hUsTGzgJE3Emhy8TZvxaaTo1DylrsdV1r5s7eZNxMdre69PMVCAa+62BBRJudC8cOvd0ZVNScKShltb4nkD+aeg2zM6G1lyhd/SJV4VIRCEX2mvYHUwID9Xy1EqXi89p46xamwdwY4NofO95/cAGg0SqKi30AolOLfaCECwf1faSKRjECzCagFaqJvvIxW++CoJa1WQ3TMW5SW3iQgYAkmJg8o0Qh8npiFpUTMS87WWEsljLK3ZFt2EZlV1eyM20mlqpJx/uMe2MajYGPTBzXVFLp76sI3G4JAgH3j0bS0b8keGxc0I9br0ioegwplBd/d+I5mNs3o0mMZBAzWRVidWQTFaQ1rTKuFnCjd4PdvprF1Y8b5j2Pb3W2EZYfd+1yr1TL/ynxu5N1gXtt5+Fr4/o29fDSmNpmKidSEL8K+QKlRMvusLqphccfFDzUmm95sOl1duvJl+JcPTSH5J3J+exzJtwsIbO/IyPdaMnxOCIEdHJHpP/NAbwgSmYgekwNQVqsxtzMgtL/7ww96xj+Ho+/pqkb0XVLLU+BRuFBUxsq0PJ5ztKKzZd2LhL8hEghoqT2PRiCl0HTMQ8d94xpNoES/Dd7SMjwNHt1bqrCqkLVRaxm0ZxDjD41na+xW5pyfw628BiyceXQkbfw2plmZYllVwcYuy5+oqe+/mWcCw1PCdOBAhCYmFK5fh4GJFJFYd6ktpWI2NvZgroc9B/KK6XHtLh85KtBTa/mo0JGOY18g4doVNsyZSU5ifK12DZo2pZ1ag3VJCbt37yZ2RziV0SlUhocj69WVxNIkdmxaQnWlnDbDxyIQCun58gy0Gi1HV3yDWqNmzrk5dE5ritpIgH2o97222w33QlWt4cqehFrn1Q+yRCARIv9TmoSdoR39PfvzS9wvdeZw1hetUkNlVAG5CMhJLafnC4FY9XRDU1pNZVTtdm+fPg4CAQEjZ2FlVEyI6zXiwnNJOJpC4fZYpG4mmDfLRJBxFdrP0tXx/e1cWi1hYWE4OTnh4ujIUFtzjhWUUqhUNajPEj093IObE3f1EnfL5bS4FM3zt5O5XirnRSdrToX4crSFL5OdrLGUPsXBilCoq0fs1U2XY91noU5smHET5ubAoOWQcuFXkaHs4e39ASurzoS2PICpaVPu3HmX27dfQ6kswdjYmIkTJ+Lj48PBgweJjIx8Yl/H11CPN9zs2JdXzJLk+6RhXF9H+Y29bNq0iUOHDuHu7o471ZiIBDRq3xlbW1u8vLy4cuUKSqUuEiJJrqDvtTguFJXT29qUtKpq5iVk0iP8LgHnb/N8ZBKr0/O4VSZnU2YBo24kEHThNm/EppFapWCaiy0nQnw5H+rH6252uN7HyHGknQU2UjFfpzw8hWRTVgFaYIx9zfrgAoGAL3xqp0o8KoZm5vR+9XUK0lM5tXbVY7X1VFGr4JfJgBaGrob7ONv/RnLy95SW3sTP9xP0ZA+vUmDYeAo+iZUUVtwgNfXB1yExcSm5uQfx8pyNjXXPB+57rrCMc0XlzHC1wUisCwl+xdkaDVq+T81h853NhNiFPJXJpzm2SJQacl3qVzarLgZ5DyZDWco180dv4zd+uv0ThVWFvNniTZ3B8MDvdB4Qpz6FZYHwU28IW62rVFEXKgXEHYcDb8DSQDTft0P9TSikPTkh81GZ1nQazsbOfHjxw3s1zbfFbuOXuF+YHDSZXm69/uYePhqmMlOmBU8jLDuMKUencD33Oh+0/gAPM4+HHisUCJnfbj6+5r68deYtruVc+wt6/GRQyJWkRhcQ0N6B9iN9/lM+C38H1s7GDHu7BQNnNUUs/f/MO/9XkngGbm3VGQRbeT98/4dQqlIzPSYVd30Z73s+vFJJYVUhh+6uopnwNudLNezOLX7g/jkCNzRiK5QFu1BpGjZuV2vUnEs/x+unX6frdp0waiw1Zl6beRwbdgxbA1teP/16veczcqWcmWHz0Ur0+T47B6e7xx5+0P8JzwSGp4TQwACzYcMoO3oMZVbN9AGhQMBrrrbsDPZCodZwDRGTrl7BQi7DS9CYkR8tQK1Ssfn9N7l57GAtNc9m0nO0OX0OPbWIPZHHSN52HYCmY6fjp+dJ9rlreLdqi7WrTkE2tbGjw7jnSbkVwbfr5pITl0KQ3BuLju4IxL/fAuZ2hgR1cSL6Yha5KTVTBoQyMXqNLKm8lYdWVXPl7/nA56lWVz9WiGRFVAFahZq4wiq6TfLHo6k1ej7miCz1KL+QWWNfjUZN1OkTuDVuiomjB4ROoZl8Pnb2EjQnUhEaSbEc54/g3AKd6VnT8TWOT0xMpKCggJAQXYmv4XbmKLVa9jzkoVYX3qFtKCktZXJEHCqtlvVB7lxvHcCHXo74G/0DTIrEUl1Ew9AfIe0KbBiqq3HcAGQyW5oGr8XL823y8o9x5WpfioquIhKJGD58OK6uruzatYu4uLgn1u3XXG0YaWfBouRsfkz/U5pA0jni9i7m+93nSUqIp0+fPvRo35b0G+EE9+yL+NcSrW3atKGiooLIyEiuFJfT9/pdilQqtjlp+KZoL+ck4dy0zuR76yr6GGmJLC1jblwGPcLv8npsGslVCl51tuFYCx8uhvozx8OeACP9h0ah6ImEvORsw9miciJK607RAJ254+asQjpZGNcpVtjIJHz2a6rEyieQKuHWpBktBw4j8sQR7lys50qjogy2TYQv3HQT/5h9j5RuU2/OLNDdp/2W6kSzB1BScp3klO+wsx2ErW3f+rVvaIWDcXtsioTEJyzkzNnmXLjQnstXehEWPpTrEeO5eeslbkW+THLK9zjYj8DF5cUHNqnVapmfmIWjTMIEh99LrLroyxhia866zHwyKsueSvQCgPD2bqzzq8kjDbX60aJTurp0xUhixNbYrY/Vl5yKHNZFraO3W2+CrIN0H0oNYfxOXZRVl/ehshAOvK5L59o4XJfCVZyq89vYOh4WesDGoXBjEwrrlmxTbmJf3jto1w6E+BOP1b/HRV+sz8dtPiatLI1vI74lPDucBVcX0N6xPdOCp/2tfXtchvoMxcvMi/CccIb5DKOfR/3TZAwkBnzT5RtsDGyYfHQyu+J2PcWePjmSbuajUWnxam7zd3flP4O1szGGpg0z937G34hKoRNzzd2g/ZMxpv0+NZcshZJv/F0wFD1caPop8icUagVfBXekuYkBc+6m82VSNleLy1Fqai+urM3Mx0KkobzoBMdTjtfRYt1cybpCr529eOXEK4RnhzPWbyy7B+5mQ58NDPYejJ2hHUs7LaVYUczss7MfKl5otVo+uvQRcUVxLOy0GGfnNnD5B1DVjgL/f+SZwPAUsRg7BrRaijZtrvG5trqastOncf78E36YM43Z637glVbeGLa2p/xCJhbYMX7BV7gENuH4j99z5Iev0P7BhNCwY2csQqfSvaoJKqGa7dpbRPUeDLZ29CtojEilRdWqpqFKk269MPJypvLoLaaXTUCgL8awZe0Vv5C+7ugbSTi/La6WsGHQzAaNXEVVbGGNz91M3ejh1oMtd7ZQWt1wLwO1WkPy3niqNFoCR/jgE6Lrl0AowKi1A9UppVSn/77ynnrrBmUFeQR27qH7IPRlhFI92kjTkKElViZGkHVeN1FpVzN6ASAsLAwDAwMaNWoEQICRPv6GemzPrvm96oNHs5acbd2Luyoty/xc6G5lilj4D8zXDBwKw3+GjGuwfjBUFjfocIFAiKvrFFo0345QKOV6xFgSEpcgEsHo0aOxsbFh69atpKamPpHuCgUCFvs609vKlPfiMn7/3SgrSdj5CZsZiLFUyBTNGloqznP94B7EUhlNuve514a7uzt2dnasiIpj+I0EzMViDoiu0WpTN1044N5p2O4YzZAdPVmypz1hx9pz5cpIvru7kKOCy1xq6ce7ng4EGRs0OLVlooMlpmIR3zwgiuGeuaPD/XMIB9uY0cvKhC+SsoiXP35qQ5sR47D39uXYym8pznlINYX8OFjVVScquLXTTe62joOFnjp/j+g9ukoPT4qkc3D2S50Za9CwB+5aWZnKzVtTkckc8PX9qEGnETQehX90Hh5mg7Cz7Y+5eSsMDDwQi43RaKqoqkyjrCwGW9v++PrOe+jv/nB+CRFlct5wt0PvT2ZTr7nYUq0BseUwOjo9QkWGh6HVwq1t2Ai9UWsqKSx8tBB1fbE+o/1GcyT5CFezHj1S4Nsb36LWqpnebHrtjRbu0OFNeOUyTL0AradBTrQuhWtZEOx+GdLDofEIGLsD9esJHMqfTkGhjAy5N4mi/rBpJETtfuT+PQlC7EIY4TOCDTEbmHl6Jk7GTnzR4Yt/vVO4WChmfrv5jPEbw9shbzf4eFtDWzb02UAL2xZ8cPEDvgz7ErXmwQbIfzfx13IxttDD1u3BIdzPeMZ/lgtfQ0Ec9FkMkiezKHYgr5i25kY0NzV86L658ly2xG6hn0c/vM08+cbfFQ8DGYuTsxkQEY/f+UjG3UpkZVouMeWVJMkVnCos43lne9xMnFkbtbZeflcFlQXMPjsbPZEeSzot4cTwE7wZ8iaeZjUNXP0t/Xm/1ftczb7KNxHfPLDNddHrOJR0iOnNptPOsR20fg3KMnUeUs94JjA8TSSOjhh360bRtm2oy8spv3CBzPfe4277DqRPfZmyU6dxbt+Wl16ahEW3bpj1cUdsY0Dh9lhkIgMGv/0hoYNHEnX6OGc3rQF09YuLd8YjMvPF8OZ+xrq64KEw47aplK+//pqcqEzy3ET8nL2txss9qTSZLW43MJNY415gh1Fre4R1uPvK9MW0GuRJVkIJcWE1J0d6XuYIjSTIr9fOh50cNJlyZTlb7zRsBUyj0XJydRTGFUpwM6VRe8ca2w1b2CKQCim/+HsUQ+Tp4+gZGePZIvTXnSyRu8xBXeJMlYuM6NhiTq2NRGvkCM0m1GivpKSE2NhYmjZtikSiC78WCAQMt7Pgeqm8wZO4M3Il1wJb0Sougu4PyTP722k0EEasg6ybsH4QyBsuqJiYNKZlyD7s7YeQnPwd16+PRixWM27cOExMTNi0aRPZ2Q0vA1gXYqGA5Y1caWdmxMw7qRzJLyH7wAK2ljXHysyYSTPmYhPUlYoj84k5c5yATl0xMKlZjz0+uBV7nHwJEGvZn/kd7kdmgFd3eP0OzIyEl87ChD061/y+S3Bt8yJDTbQ0Pv02ggOv68o2PQJGYhHPO1pxML+E2Pt4KPxm7tjd8v415AUCAQt9nNETCpkZ8/ipEiKxmL7TZyMQCDjw1ReoVfcx0rxzUOeMLM+HCbt1jslv3tUZGjUeAUlnYdsEWOSp+5n1mGafFQW6iaall67CwQNQKou4cfN5tFoVwU1WIxYbN+xcvr0Ri41xT5Hj6/sRjRotonHQ9zQNXkOL5tsJDT1I2zanCQxYhvAhlQDUWi2fJ2bjbSBjhK1Fre3KygSkleGUGnRC3rBCNfUjMwIK4jD3noBEYk5O7sFHburFxi/iaOTIJ5c/oVrd8BWY2MJY9sTvYbTfaJyM63YMB3T5vXaB0P1j3d/gpMM61/IpZ+D1aOi3FK1XN05tTSYjtojO4/2wcDDkUsVE1PYhsGMSXFv7yN+zvmg0CtTqugW0Wc1nYWNgg1qj5qsuX2EsbeA9+A/F39KfOaFz0BM/Wl6zqcyU5d2WM9pvNGuj1zL91PT7Vt34u6mqUJIWXYhXc5tnJo7P+P+kMBHOfakbGz5G1aA/kihXECdX0NPq/uOaP7Lq1irUGjVTm0wFwMNAxsHmPkS3C+THADeG2ZqTKFfwQXwmncNi6RR2B7EAxjlYMaHRBG4X3H5oWtZvkQbl1eUs6bSE7q7dkTwg/XKg10CG+wznp9s/cSKl7qi5K1lXWHJN19YLgS/oPvTqBla+cOmbf33lpCfBM4HhKWMxYTyakhLi2ncg7YXJlB06jHGnjjj9sByf8+dw+OwzDFvpJsoCiQiLUb5o5CqKfokDgYC2I8fRpEdfwvftJOLwfor3xCOPyMW4iyOa4pvIv1xEaPg1BihaIKvWIrd2wtK2DWW5ZRxM0g02y6rLmHFqBhoTKR2bjEalUZKijLlvn/1a22PtYszFnQlUV+lChLQaDUU5GVRaVVERnce2ue+w6b03CN+/i7LCfPws/Gjv2J710evv5abej/KiQnKTE9GoNZxaH4M8Mh+RQIBz39oh0UI9MQbNbZHfzENdXk1eShIJYZfwb98J8a8CgbpUQXFicyTCOLwdN9GyrYA7+UGcFs5HK6xZbz48PBytVkuLFi1qfD7E1hwh3KthXx+yFUpm3knFExWtT+8hJ+HJpQg0BK1GW/+qCH59dZPFnChYN/CRRAax2JBG/l/g7/8FJaUR5OYexMjIiAkTJiCRSNiwYQOFhQ1vty70RELWBLnT2MiAFyMT+TzZCJlEzNhJU9AzNIbBK4nQ64Nao6G5XuQ9QUCh0TAtJpUNlRCYn8HQs2swv7UBurwHozbpSnyauYB9E/DopDOiC3lBt8I6apMu8uXaz7rJs/LRIgcmO1mjLxTybWrtKIbfzB3H/MHcMTXt518nzn9KiZJJ+MzbkfBSOV8kZj12OThTG1t6TJ1OdkIc57esr7lRo4HTC2DLaLDw0E363Dvotokk4NkZ+i+DN2Jh4j5d+k3yefi5DyQ/YllQrRb2TgN5AQxbDbL750Gr1Qpu3nqJqqoMGjdegaHhI5SPk+jrBlQxe6Ei/9H6/Cu/5BRxV17FbHf7OiOXNsRswFJ+nEqtiLUZj3euOoncDiIpwoDBWFv3JD//xCOnSeiL9ZkbOpfk0uRHMu1dem0pxlJjpjSeUv+DhEJwbQ2tXwWH4HvmYmEHkom9nE1IP3catXWg9WBPSvIVRLl/B55dYd/0J1KZIjNzO1HRb3Dz5ouEXxvB5Su9OH++DadOB3DqdCPOnG1GRUVireOMpEas67WOzX0342H6cJ+C/yfEQjHvhr7Le6HvcSHjAuMPjSetrIHmnn8BiTfy0Gi0eLV4lh7xjP9DtFo4+BYIxdBrwRNr9mh+CUC9FtwyyzPZEbeDwd6DcTZ2rrHNXCKmn40ZX/g6c7GVP+GtG7HUz5m+1mbMdrfHTiahv2d/zGRmrI1+sOC8K34Xp9NOM6PZDLzN6+cx8U7Ldwi0DGTuhbkklyTX2JZRnsGbZ97Ew9SDT9t++rtAKRTq3mXZkbpFmP9zngkMTxn95s0xHTQI486dcPzma7wvXsDhiy8w7tQJgVRaa3+pgxGmvdyoii6gIiwbgUBAl0lT8GweSv6eO1Rcyca4oxMm3d0xHzsGVCpkrlLsbW3pVRyAl5EhYqR0yurEsb3HyM3PZc65OaSXpbO02ZcYFxiRJ8vk9LafKMmtO3xbIIAWvS0py7vN5veXsm3eu3z7/Ch+njWVMxfWI9QKsRG4oFapOLN+NStfmcS2j+fQpywYeVkJO+N21mhPWVVFUkQ4p9etYu2br7Ji6gTWvz2d1bNmE30+mgAnQ0RmMqQuda8CGbV2ALWW6B8Ps2HOTKT6BjTtqcsP1Wq1FO6IQ6sCi+BkBLc2ElL+Pi0sDhJ914Qzm2PvTchKS0u5du0aPj4+mJvXLCNmJ5PQ0cKY7dmFyOuoWvFn1Fotr0anUKnWsiLQAyla7l55xAnWY3J0dRQ7FoTXWf2jTnx76SbRebGwtv8jT7Ls7Yair+dCTu4BAMzMzBg/fjxqtZr169dTVtYwQ8n7YSQWsdrLFlN5CTsDOhE8fAympjp1XFldzc3EarzcLDCP20TVjhc5nlvA8BsJ/JJTxLvGpXx851vSq83I6P0zdHhL9xJ4EAKBrr5xry/gzoFHSikBnaHreAdLduYUkVqpqLHtz+aOWq2WtLQ1FBScobQ0olZbQ2zNGWtvwdepuSxMyn5skcEntC1NuvchfN9OkiJ+rbRRVQJbxsDpz6HJGHj+MJg5192ASKwTHvouhqnndYLNhqEQX/98yHtcXQWxB6H7PJ3gcx90VR3epKTkGo38v8TcLKTh5/qNFs+Dqgq+baEzHHyESJVqjYZFSdk0NtKnr3Xt1ZpceS6Hkw8z0rUpHc2NWZGeR1U9ni31Rq2CyB26MrX65tja9EGtlpNfcPKRm2zv1J4erj1YeWslaaX1nxSezzjPhcwLTGk8BVNZ/Vau7sedS1mE7U/Cr5UdIX3dAHANtMTR14ywwxkoBq6DgCFw7ANddYpH/FsoKYkg5s47FBZeoEqRjVAgwcDAA0vLjjg5jsXdfSZarZrsnN11Hm9vZI+bqdsjnfv/gZF+I/mh+w/kynMZc2AM4dnhDz/oLyT+Wi4mVnpY32fc8Yz/EGqlLhXg7pG/uyf/HOKO6d7XnefetwT0o3CkoAR/Q737mmD/kRW3ViBEWC9R2klPymh7S75v5Mp0V50Zsb5Yn1F+oziddpqkkqQ6j0srTWPB1QWE2oUyrlH9fZCkIilLOi1BKpQy6/Qs5EpdNFulqpKZp2ai1qhZ1nkZBhKDmgc2HgmG1nDp23qf67/KM4HhKSMQCHBY8DmOS5Zg0r07QtnD/+iM2joi8zKjZF8iyjw5QqGIjsFj8TcNJaH8BuUeVQgEAszHjEHi6oL52LEkiWMwFJvSw78v06ZNwyXYBZNSE77/9nuMLhgxqnwUqccSuCNIx7C3P1qRkKMrdN4OCnkFKZE3uLJrG7sXfcqKlyeya8F0qsv3kZ96jqLsIvzbdaTn1Bn0//Q9xNb6NHJqy/gFXzFp6QpaDx1NeXERsVv2MuqEM7dWbODWqSNc2bWNbR/P4bsXRrFzwUfcOHoQA1Mz2o2eiHNQP0pzEhHIdyArqkLayOy+YYrZ+QnkqzORpYvxa92R55Ysx9xel0pRcTkLxd0iTPu4I+n+Amg1kBNJywE+NOvlStS5TM5tuYtcLmf9+vWoVCq6dKm7Pu0kRysyFEq6ht3h8kNKDH6bksuF4nI+83Ek0NoC54DGxF25+NgTv4aSm1JK/LVcclPK2L3kOhXFiocfBODdHUZvhoJ4WDdI9wJuIAKBABvbPhQVXaS6Wue4a2Njw9ixYykvL2f9+vVUVj6+IaBKpeLo2q/pffMCVmItr+WquPtr2sHt08fI10LayLeZ2Hkn/hYvMi4qjehyOSu015i+vz/NraqQSSVcTG2Y2zCtpupW1NPD4OfeUJr58GP+xFRna4QIWP4Hk0aVRsumX80dXX59CZeVRVJVlQ7oVlX/jEAgYJGvM2PtLViaksOCBooM4Zc3E71jJhx4U+dzELGBjm08sLK349C3X1Ied1mXEhF/DPp8CYO+r38+pokDTDoEVl6weTTE7K93v8iO1PlhePeE0KkP3DU+foGuqoPXnPqbOt4Px2Y6HwDbQJ3h4Kouuvz/BrA+s4C0qmrmeNgjrOPZtTV2K2qNmjF+Y5juakNetYotj+Dzcl+SzkBFri5lBTAzC0Vf35X4+C9QqR5d3JsdMhuxUMynVz6t1z0WWxjL22ffxs3EjdF+ox/5vADpdwo5tf4Ojr7mdBrnd++dIBAIaDPEi6pyJddPZOlMa1s8D+eXwv6ZDRaItFot8fFfIJFY0rrVCUJb7qNZs400Dvoef//P8fZ+Fw/317Awb0NO9r6//Ln+X6GVfSs29d2EmcyMF4+9yMpbK7mRe+PeYP3vorK8mvQ7RXg1t32WHvFfpyABVveAY+/DzimPFLX5nyT8JzCyhZYPNjFuCIVKFVdLKuqVHpFamsqe+D2M8B2BneHDK0Ddj1G+o5AKpayPXl9rm0qjYs75Obr3WbtPET6gjHVd2BvZs7DjQhJLEvno4kdotVo+vvQxsYWxLOiwAFcT19oHSfSg5RSIO6pbxPs/5pnA8A9EIBRgMcIHgURI4ZZYys6mU3EyA2mgGXHCm+xZ9AlF2ZmIzc3xOnIEbeMArl7aSbl+KcqwEsQqAc8NfI6EgARuWdxCaivFXGTO7Zw4zovvsO3oPopc/ImugmVvzeDbSSPZ8el7nN+yjsKMNFwCm9D5uZcY9ckigrp/gkozHI8WIwjs3B1rV3cMmtlSnVyKqrAKCwdHQoeMZMiHC+jx5vuYhLbEQGXN/u07OLtjC1UV5TTtPYCh787j1Z+2MPz9z9A3bUVeug9Ner1LSJP+CBBw+PB3RJ05UcPMsqq8nKMrvmbbx3NIUUZjIDamY4fx9/LslblySg4mIfMxx7CVPZi7QrPxYOaKoPkEWg30ILi7C7fOpvLDN6spLCxk9OjR2NnV/TDrYWXKjmBPVFoYHBHP3LvpVKhrD1zDSipYmJzFIBszRtvpVqB9WrWlOCeL3OTa4bRPk+uHU5Dqi+nzSmPKixTsWnydssJ6hkh7ddWVsMyJhNs7H75/Hdja9EWrVZOXd/TeZ05OTowaNYqCggI2b96Muo5rCFCal4vmPtt+Q6vVsmf7RpKL1Iy1TGNnaBNEAgEjbybwRWImk+VSlk94h09LVNyW2DFKv4LNkbOJujSYgWdfh+Bx6E0+SPMWIURHR1NUVP8UGEBnjjluBxSn6QYpeXcbdLiDnpThduZsziogr1on4pwsLCXrT+aOObkHEQjEWFt1Jyf3QJ2538JfRYZx9pZ8lZLD/HqkS5Sp1LwZlUC/Sn9GGQ+g/PY+OPkJ7HkVybaR9NPfj7KihIPz3yS/qJLifuso9xpCZUU5SkVVjb/HB2JopUuZsG+iSyu5te3B+1cWwfGPdddU30wnaDxgoJ+WtobUtNU4OU3AxfmF+vXpYdj46fo8dDWU58CPXWHPq1CRT2ZVNWElFZSq6r4/K9RqlqXk0NrMkE4WtVdAFWoF22O309G5Iy4mLrQxM6K5iQHfpebW6Yr9SERuB5mpTpwBhEIxjRotoqoqk7i4+Y/crK2hLa81fY2LmRc5kvLgFb+E4gSmHJuCvlifH7r/gFRUOyqvvhRklnNoxW3M7Azo/VLgvdLOv2HjaoJPS1tunkijvESpq9fe/g24tkaXztSQcxWcprgkDA/36YjF9zcis7XrT2VVKqVlj+kx8n+Mq4krG/tuJNQ+lG8ivmH8ofG03tyaAbsHMPvsbH6+/TOXMi9RXFX8l/UpMSIP7bP0iP82Wq2uMs2KDlCYoItKrCqBc4v/7p79/ZRm6SbAwWMeWgq6IZwoKEWtpV4Cw/Kby5GKpLwQ9Hjvc0t9S/p79mdvwl4Kq2qKRz/d/ombeTd5L/S9RxYxWtm34rWmr3Eo+RBTjk3hQOIBXg1+lQ5OHe5/UIsXQKz/fx/FIPgnKvMtWrTQhof/s8Lp/g4qb+dTsEHnlaAXYInlGH+KczPZ9P5b6BkYMvrTLzEwMeXYym+JOnOcie99Q8W6ZIzaOWLW14PIvEj2JuzlzZA3UZzOoeRYMnrPe1FEOTk5OVw5e4YKpYr2Ph54BARi6+mNvlHNwbKqWs2uxdcpypYzdHZzLB2NUBVXcXbRHqJNs5GjQC6vezXC0cGeFya/iPAPIekFmeVsnx+Os785fV5uTN7KW1QXV3C29BeyEmKx9/YldMQEKooKuLDxJyrLSmnedxCth46m4NvbiIyk2LzcBK1aQ+7ym6gLq7Cd2RyRya8DW41atxov0ZlUqVQqli9dTUF5Fk1cOzBoUueHrlhUqNTMT8xidUY+LnpSlvg5085cd11KlCq6hsciRMDxEF9Mfq15X1lWyqppL+AS2JhBb73f8F/2I1CYVcHmeVdo3suVVgM9yU4sYd/XN5AZShg0qykmVg9fgU4sSuD69pEMU4rg5UsPTx/4E1qtlstXuiOT2dGsac0ypZGRkfzyyy+EhobSu3fvGtuSb0Xwy/wPcAkIYsAbc5EZ1D3IP37sGOcvXKCL6BodZqwEE3uiyysZHBFPqUqFfXYafZ3tGBMchJ+hnu53G7UbjrwLHWdDs4kgEFBaWsqyZcsICQmp1Zd6kXUTNgwDjRLGbAfn+ofnJ8oVtLsSw6suNsz1dGDcrUQiy+SEtw5AIhSg1Wq5eKkjhobeuLm+zLXrI2nkvxB7+6F1tqfRannnbjrrMgt41cWG9zzs67ynTxWU8mZsGlmKaoZmH2G7XS9muNoyx9kMyrJ1k+qybCIvh3H06M379l8kFmPj7snQd+fd9/d0D0WZLooh+byu1GSLSbW3X14OF78FRalOwOkyV+f3cB9y844QGfkq1lbdCAr6DoHgKbj1K8rgzELyrm1mmdtE1tn1Rfmr/u4ok+BvpE8jQz38jfTxN9LjQG4Ji5Kz2d/MmxZ1OGXvitvFBxc/4McePxJqr/PYOZpfwoTIJL7xd2G4XW1DyAZRLYcvvXXeIQNrDmLiE74kJWU5jYNWYG39aMZdKo2KMQfGkF+Zz55Be+o0MUwpTeG5w88BsKbXmrpXc+pJRYmCHV+Eo1FpGfp2c0ws6352leZXsvGjy/iE2NJ1YiPdJOLHbrrSl9Ou1ev5pdWquXK1HxqNglahRx5o5KlSlXHufEscHcbg4/PXPNf/q2i1WrIrsokpjOFO4Z17P7MrfjcFnthoIm+0eOOpRxXsWRZBWWEVYz9u9SyC4b9IZbEuMu32L+DaDoasAFMn2P0qRG6DaWG6soz/r5xbDCfmwWvXwbJuH6Ow7DBEAhHNbJvVu9nJt5MIK6ngeutG5FXmYiQxwlBiWOtvLKE4gcF7BjMpcBKzms96rK8CkFiSyMDdA3mlySu8HPwyAFH5UYw7OI7urt1Z2HHhY7Wv0WqYeWomp9JO0cW5C0s7L314NMT+WRCxAWZFgdF/V8gUCATXtFpti7q2if/qzjyj/ugHWmHc2Rl1URXmw3wQiASY2zsyePYHbJ/3Lru++JieU2dw+/QxGnfrhbm/M9pmlZRfzMSotQNB1kEEWQehqVZTcDEDfT9LrHwcsAZ8fHxo0qQJ3377LVlaEZ0bN63zRSuWiug9tTHbPw/j4PJbDH8nhBJFCecldzCvNMI/2A9jUxOMjIwwMjLC2NiYiJIIVpxcAZnNuXbtGiEhusmYWqXh+M/RSPVFdB7vj7q0murkUky6uzK68yKiz53i1OZ1bNi2Da1AgJW1A6Pf/hB7T50pi1FrB0r2J1KdXkZlTCHK9HIsxvr/Li4ACEW6f4BGo2H37t0UVGThZx9K5lW4bJ5Iq0EeDxxUGIpFfObjRH8bM2bdSWXYjQQmOFjyvqcDb8amk61Qsrep9z1xAUDf2ITQwSM4v3ktKbdu4No4+PFvgIcQcSQFsVhIky66PHk7D1MGzmrK3q9vsPPL6wya1RQzW4P7Hq/WqHnn/BxiZAqC8rLwjT0I/vWvfQ6/pknY9CE5eTmK6nxkUqt724KCgsjIyODy5cs4OTkRFBQEQHlhAQe/+RJjSyvSY6LY+uHbDJnzMUYWNcs1hoeHc/7CBZoRSfveQ3R5/kAjI33OhviyZ8FHiArzmDTyB4R/LBEXMEj37w+YmJgQFBTE9evX6dSpE/r6DSzHZN8EXjiq82NYNxBm3AQj63od6mEgo5+NGWsy8hlia87JglJmuNreM3fUpUdk4O4+HVPT5ujru5GZuf2+AoNQIOALHyeEAgHfpeai0Wr5wNPh3j1dqlLzUXwGm7IK8TaQsT/lS5pVpaBpPIof0nIZa2+Bi4W7rmwgENhoIJbt71BWkI+quhq1UomqWoHq15/VlXKuH9rH4e+XMeCNdx88IJcZw9jtuiiG/TNBKdeZHlXLIexHXUh7ZSH49tUJC7YBD7x2JSXXiYqahYlJMAEBS5+OuACUCPX53usVVkqHUq1RMyZzP93UGdz1G0GMoQfRFQpOF5ai+oMe38PSpE5xQavVsj5mPd7m3rS0a3nv826WJvgb6vFNcjZDrYwRih9j5Sj2IFSX30uP+CMe7tMpKDhNzJ13MTVtilR6/zKo90MsFPNB6w8Yc2AM30Z8y5zQOTW2p5el88KRF1Br1Pzc6+fHEheUCjUHvrtFVYWKIW80u6+4AGBipU/jzs7cOJ5Kk64uWDkZ6e6vHZPg7iGdie1DyM7eTUXFXQIDvn5olRCx2BhLy87k5B7A2/vdp3b//T8gEAiwN7LH3sieLi6/pykWVxVzp+gOBxIPsDZ6LRo0vNXirRrPGY1Gi6JCib7xo0fI/Ia8tJqM2CKa9XJ9Ji78F0m5pEuFKM2ALu/rDJt/Gx90masTHU7Mg2E//b39/LvQauH6ep3wUoe4UKWqYsm1JWy+sxmJUMLybsvvieQPQqHRcKqwjEE2prx+ehYn03ReQGKBGBOZCaYyU8xkZpjKTEkvS8dAYsCkgEkPabV+eJh60NGpI5vvbGZS4CS0aJlzfg6W+pbMbTX3sdsXCoTMbzefPQl7GOQ1qH6pFq1ehfCfdR5TXR6/D/9GnqVI/MMx7emGxSg/BH8IF3Xw8aPP9DfJTohj03tvIhAKCR2kG2ia9HDVrdgeS7m3v/xaDpoKFcYda5YOMzExoXPnzsTFxXHnzp379sHIXEbvqUGUFys4vOoWu3ftRk9Pj95VwbQXBNCpUydatGiBn58fjo6O9PHvg4GrAYUGhRw7dozS0lIAru5LJD+tnM7j/TEwkVJ5S5eXbtDEGoFQiH/7zpi07oJAIsXKzIx8iQH7TpwiM1OX+/5bycrivQmUnUrFoJkNBkFWdfZZq9Vy6NAhbt++Tbdu3Rj5Ui8COjhy/UgKe5bd4M7lrHsVMu5HKzMjToT4MdXZmg2ZBbS8FM2+vGLedrenWR0Ti+Z9BmJqY8vpdaseGvr/uJQWVHL3ag6N2jvUGHTZuJowaFYzNGoNOxdfpyDz/l4SO+N3ElOoi5DZZm0P55c8kmGarU1fQENe7uFa27p3746Liwt79+4lJycHjVrNga8XoVRUMXTOPAa/8xHFuTlsev9NCtJ/N5W7ffs2Bw4cwFuYRl9XBYLmz9VoV5UcT1nMLZr1HVhTXHgArVu3RqlU8sjRURbuMHoLKCvg1pZam7VaDdHRs0lO/r7WtukuNpSpNYy7lagzd6yRHnEAgUCCtVV3nWeL/XCKS8KQy+s2LQLdYP1zb0eed7RieVoeH8VnotVqOVFQSqerd9iSVcg0FxuOOVTSLHk/NH+Odz0dEAKfJWbVasvBxx/f1u0J6NiVxt160azPQFoOHEab4WPpNOFFOoydRHzYJa4d2P3w6yTRh5EbdZUajrwLv7wIXzfV5cA6NIUXT8LoTQ8VF5TKEm7eegmZzI4mjVcgEj2ZGt1/RK7W8E1KDqGXY/gqJYee1macCw1gUXAQPUuu8drBIXx/aiSn9SJJbBfAyRBfvvV3YZarLZ/51C7FqNKo2H53O3FFcYz3H19jAiMUCHjN3oS7ldUc2T4bVPX0S6mLyO1g7KAbJP4JoVBKQKPFqFRl3Il975H9AwKtAhnlN4otsVuIyo+693l2RTaTj06mUlXJqh6ratURbyiXdsaTl1ZGz8kB9TLca97LFZm+mEs743Uf+A8AUxddVMxDUKsVJCQuxdg4CBub+kUy2dr2p7o6j6Kiy/Xa/3HRarVcvz72sdJc/k2Y6ZnRyr4V89rMY4zfGNZHr2fJtSVotVpUSjW3z2aw6cPLrJlzgeLcx/duSIzIRasF7xa2T6D3z/jHoFbBqc9hTR9dJNMLR3VVof44PjBx0AmSt3+BjAeXNvzPknweipJ06cR/4m7RXUYfGM3mO5sZ4zcGVxNXZpyaQUzB/avO/cbFonIq1Bqyc3ZzMu0kkwIn8WaLN5kUOImuLl3xMvNCKpSSVZ5FhbKCacHTMNMze2Jfa2LARIoURexL3MfSa0tJKkni03afPrbp8G8YSY0Y6z8WQ8lDojh/w8oLfHvrFlaq/17Pmb+LZwLDvxTvlm3oPHEKyqpKmnTvc2/1V2wqw7idA/IbuVRnlqNVayk7m47U1QSpW+2yMS1btsTW1pZDhw5RXX3/KgR2HqZ0GuPL3fRIsrKz6Nu/H1at3Si/mIkiqaTGvkKBkHlt53HN6hoKlYIDBw6QcbeQ60dTadTOAffGOlFAfjMPiZMR4l9D+a9evUpiUhK9evfm1dffYOjQoZSUlLBq1SoOHz6MUqDGoLkt1alliExkmA24/8D2zJkzhIWF0aZNG9q2bYtAIKDjKB9aD/4fe2cZXcXVheHn5sbdjRhJiCdAAsHd3aVAS6FAvaVQoQY16kJpgUJbKIXi7u4WEiDE3d09ubky34+h0DSO1L48a2UluTNz5sy1OWefvd/XhfLCak7/Es2G1y9xcn0kaZGFqBpRd9eVqrHM2ZZtro6YosYAAz2ed2g43UldU5N+s56iID2VsNNN1y6rVAL56eXcPpPO0bXhbHjjEkEHW67fEHoyHSTQabBDvW3mdvqMX+SPRAL7vr5Ffnp9wbdSWSnf3fyOAKsAxrqM5ZCOBhVZN0XhuFair++Onl6Hu24Sf0QqlTJlyhS0tLTYvn07F7ZtIiM6giHznsfMzh4nv85Me+9TVAoF25a+Rnp0BJcuXWLXrl3YaVcxWXIM6dhv69Tn56cmc/639WjrG+DTr+Up4NbW1ri4uBAUFIRC0UrBx9+x9AC7QHEF4E8Tt9S0H8nO2U1C4rcUFCTW2eZjoMtAUwMyZXIGmBpgry0GhQRBIC/vKKamvdHQEG+ENjYTkUikZGXvbrIrEomE5R3aMc/OnLUZ+Qy7EcfMsCT0pVIOBXTgHRdbtG/9Ahq64DuFdtqaPOdgyf68Eq43I2L6ZwJGjadDYE8u/LaBjJjI5g9Q14RJ66HjY2JKqqkzPHkEHt8D7QJadM7snD3I5UX4eH97X6vwTaESBH7JLKD7tSiWJ2UTYKjHqS5u/ODthLOetlh68HyQqM8gUYM989Bc0x2vhH1MtjDkDWebu68hiMrSW2O2MmbvGD689iEeph6MaF9/Ajv29lc4VWfytV4PVIcX3Z8DQmWhqP7tO7nRkgB9fXdcXBaRn3+CnJz701cBeLHzi5hqm/LBtQ9QqpQUVBcw/8R8SmWlrB2yFndT9/tuGyA7oYTwC5l0HGCPUyPB4j+jradBl5FOpEUVkR5VJDqadH8W0q40O2nIyNyETJaNq+sbSFoo+GVuNgCpVJ+c3IMt2v9BqaiIorjkGmnpP1NQcPYvOec/AYlEwpLAJUx3n86W29tZuf43fn37Kue3xKKpow4qiDif+cDnSbiRh4m1Lqa2LZwoPEpK0kHRQvenNprmyrdw/lPwnQpPXwS7BrO2odfLoGsOJ969bweafzW3NoGWoRiYvYMgCGyO2sxjhx6juKaYNYPX8Ga3N1kzeA0GmgY8c+qZZl2FjheUoo6C2ykbedn/ZRYFLGK292xe8n+JpT2W8nX/r/lp2E/sGruLE5NPtMrRoSV0seqCl5kX3938jq0xW5nlOYvuNt0f6jlaTY8XxIzN21v/3n78TbQFGP7F+I8Yw4zlX9F35pN1HjfoZ4+ajjqlR5OpDs9HWSzDoJ9dg+mAUqmUUaNGUVZWxvnzTU8uzVzVqTZMQ7PGHLVSEwyHOyE11aZ4Vxyq2ror9u6m7szyn0WEUQSxsbHs33geI3Mdek12BUCeX4U8swLdjuJkPScnh5MnT+Lm5kbXrl2RSCT4+vrywgsvEBAQwLVr11i1ahWZNpWot9PDdLo7atoNV/hcv36dc+fO0alTJ4YMGXJPiVxNgv8wR2Z92IMJr/rj3s2a1IhCDn53m41vXuHSrnjSo4qIuZbNtf2JHFsXzrYPr7Pu5fOEL7/FjN9yGbYnD4Ws8ewE18Ae2Hn5cHnHZmoq7k3iBJVATnIpN0+kcnjVbX5efJEdy4O5tCOe/LRy9I21CDmcQlJofp32ZEoZ+xP2896V98ivErdVldUSdTkL9+7WGJhqN9gPUxs9Jiz2R11Djf3f3CI3pazO9jW311BaW8qSwCVMc59GlUrOITNruPh1o9fWFJaWIykpCUYmq299amBgwJQpUyguLubSzVC8+w/Bq++9FFmr9i489uEXaBsasWndWk6dOoW3ucAT1T+iNeA1MHNBpVQSd+0S299bwq+vv0h+SjJ9ZjyJhnbD198YPXv2pKKigvDw8Pu6TkCM/BfEiu4SdygtDSUx8StKSqwABYcOLWb//v0UFNyzAH3FyRqpBJ6yu1daUVYeRk1NJhJJFw4cOMChQ4fQ0DDHzLQfOdl7UKmaDoRIJBI+dG3H03YWRFZU85KDJSe6uOFvqCfqCoTvAp+JoC0GL55zsMRaU4OlCVmoWjG4kkgkDHv2ZYwsrTi04jMqS1oglilVh3GrxTrPOUfAqVeLzycIApmZ2zA07IShoW+Lj2sp7ydmsSQuA2cdLfZ3duW3js74GPypnEhNKk7in70CU38VRZv2PQPfB8DNX0GpoKimiNWhqxm6aygfB32MqY4pK/qvYNuobWir/+m9mXoF9ZCfWKSeQbiBG4fT08X0ydYSuQdUigbLI/6Ig/1cjI26Ehv3AdXV9zcxM9A04I2ubxBVGMXasLXMPzGf3KpcVg9ejY+5z321+TtKuYqzm2MwMNEmcGz7Vh3r288OAzNtLu9JQFAJ4mdSy7DJLAa5vIyUlNWYmfbF1KRHi88llWpjaTGU/PxjqFQPkHXSQnJyDyKRqKOr60p0zBJqa/9/VO+rSmvpnzGVOaEfoR5sS6VhIWNf7sSUN7vg4m9B9JVs5E3cf5ujslRGZnwJrgGWf395REYIfOsHX7rC3mdFC8W2YMP9Ia8RtX1ch4h6C9r1F9Puom0IA96E1MsQe/SRdqu4pphtMdv47PpndbRG/jaqSyBqP/hOAU3xfldQXcCzp5/ls+DP6GHbgz3j9tC7nZgZZ61nzdoha1EKShacXEBBdcOW5iqVit3ZmahV3WK+72zm+c77q67oLhKJhCe9n6RYVoyLkQsLAxb+5X2oh2NPMWvz2mpoqWD2f4g2DYZ/OTau9VeQ1HTUMRjoQOmhJORZlahb6qLt0biomIODA506deLq1at07NgRS8v6K/RKpZJ9+/ahra2Fi0EXzm2JxcRaD5NJHSj4MZyyE6kYj64r1DbPdx6nUk+hKpZSoBbNqBk90bwTFKi+nQ8S0O1ojlwuZ/fu3ejo6DBu3Lg6N34dHR1Gjx5Nx44dOXToELuO7MXFxQWLmDxUUSpUqro/crmc6Oho3N3dGTNmTIODCIlEgq2rMbauxvSZ6kZKRAGx13IIP5vB7VNilFaiJsHQXBtjK13sPE0wttRFqi7hzKYYru5JpN+MhlfuJBIJA2YvYNOSl7m2Zyv9n5gvpq5vjCY2SLzBGFvp4hpgiW0HY2w7GGNgqo1CrmTPFzc5vTEas3Z6VOgUsyN2B3vi91AiKwHgatZV1gxeQ+5ZAZVChf/QpuuejS11mbDYn/0rbnFgxS3GvNQJa2cjEooT2BazjckdJuNh6oEgCHiaerJdM4dpseeRZIQ0Hv1vBCvLUSQnf0te3lHs7Z+st93UQA+94lwqjC3R9vCrt13L0Bg1nwBqM7LQLMjCpegCGn0nUOX9OOF7dxB68ggVhQUYWljRd+YcTDxzUFOPpbraEx2d+lkcjeHs7IyVlRVnz56lXbt2Db7Xm8V7AhxdIk4y7QNRKMqJiFyIQqFPaspI+vRJAvtgrgfd5NatW3h5edGnTx+62tgQ1csHIw31OxPoTKKiVyGRqHFgfxqQj1KpxNzcHGeXyRSEn6Go6CLm5gOa7I5EIuH9Du143dkaPekf0kHDd4nlHAH36hz1pFLedrHhxeg0ducWt0psUEtXjzGvvMnWd17lyHdfMOntD5svT1FTa1RECkQhKUEQCLQJrPN4aekNqqoS8PT4rMX9aym/ZRWyNj2fp9qZ81GHds1PNNTUxHIPz7HigPT8Z6QfWcjGmF/ZryqlRllDf7v+zPGZQ2fLhrVskNfAgRfB2JFJ/WbyXWg6n7u9xMhj05FaekL7Pi2/gPCdYOEpWmw2gUQixcvrC4KujyI6+nU6d97U4lX7PzLMaRh7E/ay5vYatKRarB60ms6WnVvdzp8JOZZCcU4Vo1/sePe+0FKkGmp0H+/MyZ+jiL2eg0d3GwiYDVdXQ0kaGNf/TkhNW4tCUYaLy+ut7quV1Riyc/ZQWHgeC4uhrT6+pQiCitzcg5ia9sbF5TWCgycQE/sOvj6r/v4J8SNEEAQu7Ywn4kImglKgQ4AtIdbH2Vb4C0L1fF7kRXz72xEfkkdsUA4+fdvd13kSb+aDAC4B/wDRtTMfgY4JdBgKMYfh9hbRFcZjJHiNB5cBoN68rXkbiCWLlfnQ66WW7e8/G679ACeXipbdTTgpqAQVBxMPElMUg7e5Nx3NO2Jn0PCCHUCVvIpz6ec4nHyYK5lXUAgKpBIp+xL28XrX1xnvOv4v+SxnVWSxM24nVfKqu9oHJhm3MFIHE9c+GFdkE1scy7Iry6iUV/J2t7eZ5j6tXt+cjZxZPWg1807M49lTz7Jh2Ab0NfXr7PP+rd8oF3wZbKTJS53/+uDC7wxxHMLznZ5nmNMwtKT/gM+ORCJmMex+CuKOiZ/t/yPaXCT+owgKFTlfhaAslmEyxQ29gKbrDSsrK/nuu++wtrZm9uzZ9b5kLl26xKlTp5g8eTKuTu7s/DSYqtJa/Aba00GhoOZmHhbPdETLsW7k+Nz5m4TuTKfE/Bb+/v6MHTsWQRDI/foGUgNNLBb4cfjwYYKDg5k1axaurq6N9lGpVBIUFMSlS5dQKBRIpVLU1NTq/djY2DBu3Dg0NFonolZTKSc/tRwDM20MzLWRSusPxi/tiuf2qXTGLeyEXRNBmxNrVxJ5/jSzv1xFTrIaZzfF0GmwPZ2GOKBn1PAXX0l+JduWB1GpVcJm9+Wo1BUMsB/AdI/pGGgY8Nzp55DUqjM95G3a+1oybF7LVhArimvY980tqkprGfW8H8tSXiO6MJpDEw5hom0CwJ74PSy7soxfCioJsO0u1si3kqDro5BKdekSsLPO4yqlkh0fvEVuciIWQ8YSn5TMrFmzcHERJ57FeVls2fgThZUKRqpOk1FqTmKOEnsvX7LiY1DK5Tj4dqLzsNE4B3SlsOgcYWEL7rZvbNwNG5uJWFqMaNJy7ncyMzPZsmULcrmcSZMm4e5+H2ne+5+HiL0Ii2OITFxGbu4hQkOH0K/vXDp0UCPkxhQcHV4nJcWF4OBgZDIZrq6udOnShczMTCIiIiguLiIwcC9I7HCw/xw3Nzd27txJcnIy8+fPJTZuHMbGXfHzra/p0CLW9hNXup+5VKfERCUIjLgRR65MweXuHnWDEi0g4twpjq9ZQbcJ0+g9vX4dZ0s5mXqS186/hpZUiyMTj2Cmc68MIjJyMfkFp+jT+ypSaeNCpa3lUnE5028n0sfEgE2+zqirtX6gdyTpMO9cfAsEJaP1XXhy8Dc4GzfuggGIlpyXvobH94HLAA7mlTA/MoXvMn5mSvZhWHCuwUlxPYqSYWUnGLQM+ixqUX+zsnYQHfMmHTq8g4P9/YlqpZel887ld1jgt4Be7VqeidIYhZkV7Pg4GNculgyZ07QWR2MIKoFdn4VQVVbLzPe7o16dDd92hG7PwLDldfatkeVw9epALC1G4O3deps6lUrBpcs9MDHpjq/Pd+KD8mqxtlbv4ZXvFJcEc/PmdLy9vsbaehypqWtJSPwcL88vsLGZ+NDO808j8VYex9ZG4N7dmq6j2mNkoYNKUPHB1Q/YHb+bZzo+w3Mdn2PHx8GolALT3w28r0nani9vIKtS8NjS5kXrHikpl+CXUTB0OfR8QdRjSToPUfsg5pBop6hlKNZwe44VLaU1Hr4GzX8ClQpWBYor8gvON2l3XIeYw7BtBoz6Cro2PCkOzQvl0+ufElkYibqaOoo7GYWm2qb4mfvhZyH+eJh6EF4QzuGkw5xOO021ohorXStGOo9kVPtR6GrosvTyUkJyQ+jTrg/LeizDSq/pMXmtspYTqSc4k3YGLzMvRrQfQTv95gNrsUWxbIjcwLHkY0iQoKOhQ3lt/TLZ33EzceOzPp/hatL42BvgUuYlXjz9Iv5W/qwZvOauJfHmqM0sjYujymgC4T29sdB6cCHW/xRKhXjPNrKHuY82Y+bvoCkXibYAw3+YmtgiKq7nYPZYXZHIxggJCeHQoUNMnDgRP797q8z5+fn88MMPdOjQgWnTxAhneVEN1/YlEheci66OOgMN1NE00MT6ZX8kGuK5KktkbP0wiBrdMq6YbMGtzI3Zs2fTTt2cvFWhGE9wJdO4jK1bt9K9e3eGDx/+yJ6Lh4W8Vsn2j67fHeQ0tvJWWVLM+oULsGzvQUnBIKxdjBjzUifUGpnQ7EvYx49hP0KaPiNjnkblXsyUBb3qePeml6fz5doNuCX0xmmuwKjAQS3ud2WJjP0rblFSWMn+Dt8ze8gUZnjOuLu9Sl7F4J2D6a1hyueRF+G5a2Dp2eL2AZJTVpGU9DW9el5EW9v27uMXt27k+r6djHxhMS7devHTTz9RXl7O00/NpiJ4K1uDclAgYZptNs6jXkJl3Ykzv6wj6sIZvPoOpPOw0ZjZiU4ZcnkJ14KGo6lphq/PavLyDpOVvZvq6hSkUl0sLYZjYzMJY+PAJldrS0tL2bZtG9nZ2QwaNIjevXu3bsCafh1+HkL28HlEVe0jN6c7JSW9ePrpp5FKpYTcmIpMlkuP7qeprVUQHBzM1atXqaqqQiKR0L59ezw9tSgrf6vO5KG8vJzVq1djYmJCv/55ZGZuonevK63XIMi6Bev6w8gvIXB+vc3XSyoYeyuBxU5WvNbepnVtA8d/WEnE2RNMeGMZzv4tt+z8ndOpp3n1/Kt0MOlAbHEsj3k8xpLAJYD4Gl+63ANbm2m4u7/X6rZ/J744HgNNg7ufoaQqGSNvxGGpqcGhgLouMC1BEATWR6xnxc0VBFgF8HmVFMuwXTD+B+j0WOMHZoeJr0XH6TBeDBapBIGhIXGU19Zw6eJ4NIzbwdwTd9NWG0RWAUdfh9DfYGF4ywISd/odFv40RUUX6dr1APp6HVpx1Q8flUpgzxc3KM2vZsZ73dDRv/8BaWZsMfu+uYX/cEd6jHeB3fMg9hgsirxbFgQQHf0m2Tn76NH9JDo69cU5W0Js7HtkZe+gT+/rqEv1YMNIUffBwBZs/MDaF6z9xL+NHVs+0fkDMbFLyc7eLZ5DXQ9BUHLz5kzKK6LpFngEHZ37W7n/J6NSqtj24XUApr8biNofAvsqQcV7V95jb8Je5vjMoVNhf6L3lDB+UWfauZm06jwVxTI2vnWZwNHt6TqqdSU5DxVBgA0joDgFXrpVP3CgqBW1kCL3QexhqC4GDT1wGyoGGzoMBS39hlpuOXEnRBcan4cbtCqqKeKF0y/Q374/C/wWNH/AwyD2KGydLurl+E5u+XGCIH6GC+PF10HrnsBsbmUuK26u4FDSISx1LVkUsIhhTsNILEnkdv5twvLDCCsII7m0rhCzgaYBQx2HMsp5FAFWAXXcBlSCiq0xW1lxYwUaUg3eDHyT0c6j6407cipz2BG7g93xuymqKcJU25SiGrFMys/CjxFOIxjqNBRL3XtZOIIgEJQTxIaIDVzJuoKuui5T3KYwy2sW1nrWKFQKStOuUPLbBEp6vkCJc19KZCVIJBJGOY9q8Wr/wcSDvHXpLYY4DuGLvl9wIPEAS68sReGwAldDew4GuLX8+f9/4sr3cOJteOpUqyzO/w20BRjaaBEqlYqff/6ZkpISXnzxRbS1tVGpVKxfv57CwkKee+45DAzqqnwXZJRzbX8SVdFF9NRXp8bZiPZP+aAmkXDw+9tkJ5QwYUlnnr72JG7RblirWzKxKhB1iRT9Zz1Zu/FHDAwMmD9/Purq/46KnayEEvZ+dRPfvu3o+1jjq9/X9u7k8raN6FtMYdby6Y1mLoTkhDDn+Bx8zHyY5TUL49sdCD2ewYDHPfDqdW+iLpcp2fjWZbL1k9jp/DVLApfUCRI0R3FRGT8sP4petQljn++Mk3ddm8XPrn/GtphtnMzMw9x9FExc1+K2AaqqUrh6bRAdXN/CweEpAJJDb7Dnk2X4DhzK0KfF9MXCwkLWrf0BfUUhpSpd9NWVzBw7GAu/ugETQRDq3XwjIxeRm3eYrl32YmDgdXe/0tIbZGfvJjfvCEplBTraDnh6foKJSeMiP7W1tRw4cICIiAh8fHxal/UiCFT92IXrzqUIUnfOnw9g1qwn7mbg5OefICz8WXy8v8XKavTd86WkpGBjY4OBgQHx8R+TnrGJPr2D0NAwhNJMyI0kUmbNzt176NevAyphKR1c38bBYW6zXVIqZUh/HygcXAi3t8HiGNAxbnD/BZEpnCwo5XI3T2y1WzfJk9fK2Prua5Tn5zHr028xsmy5IvvZtLMsOrcIL3Mv1g5ey5chX7I/cT8Hxh/A3sCetPQNxMd/RGDgYQz0PRpt50ZpJdtzinjewRJHnbqfrfLacgbvHIyaRI1lPZfRvd1gRt2Ip1ih4GiAW739m0OhUvBJ0CfsiNvBCKcRfNT7IzQFYPNESLsGj+9tuMxBqYCfBkJZtigaqXsv6+lkQSmPhyfzhXEZj+8fK5beTF5ff2Iqr4aQ9aI+SlUBdJkLo79pVf9ltQUEBY1AS8sKH+8V6Ok1vVr1KLl9Jp1LO+IZPMcL927WzR/QDGd+jSbmajYTXwvAWjsZ1vWDoR9BzxcBqKxM4FrQCOztZ+PW4Z37Pk9J6Q1u3JiKl+eX2OQrYM886DxLnBDmhEFBHAh36my1jcRgQ/fnWpwWq1LJ72RJ9MTXZ+Xdx6ur0wm6PgoDAx/8O2++rzKXfzLRV7I482sMwxf44OJfv3RBJahYdmUZ+xL2IVVq8PjN98k3SSW9x1XsDezv/vS07Ym5TuNCobdPp3NpZzwz3uuGifXfKPCYcAo2T2py5fwuSjmkXISoA2JmQ2U+qGuDyyDwGiuWbrU2syEnAn68U3b3UigYPZygVZW8inkn5hFeEI61njUnJp34a8p61o+A0nTxWqStHENm3BC/n/u+BgPfQaaU8Wvkr/wY/iNKlZLZ3qKegK5Gw4HfUlkp4QXhRBVG4WLkQh+7PndX9hsjtSyVdy+/y628W/S378+yHssw0zYjKCeIbTHbOJsuCrv2tevLY+6P0d22O1kVWRxPOc6xlGPEFMUgQUJX664Mbz8cXXVdNkZuJLooGnMdc2Z6zmSq+1QMNf+kQ3H4VbGs89VYsTTnPtkYuZEvQ76ku013rudcp6PNIE6oP8G7LraNCqD/31NTBt8FiLpOsw+JDhP/EdoCDG20mKysLH788Ue6du3KyJEjuXLlCidOnKiX1VDvuIQScjZFYVGj4Ia6OoYeJkRfzqbfDHd8+rYjMjqUqO3XiCQHfwN3Rswex7aju0lNTWXBggX3Vwv/N3JpRzy3z6Q3uZJy6pdwwo5/ioGZPk99uxq1BlLR5Uo5kw9ORqaUsXfcXnTUdVCpBA58G0pOUimTXg/Awl4M6vw+QBq1yIevMj7kXPo55vrM5WX/l1vky7v29lp+Ct7As+mfUlsII57xxdHn3sp4UmkS4/aN42V9T+ZFnIKXboKJU6PtpYaFcn7zz6hraqJnbIq+qSlqdltQU9fEwfRzNLS0OPDVx+iZmDJj+VdoaN6Z1BUmEvPjfLbV9MXOwojps+ejr9/8ikxe/nHCw5+jffuFOLd/scF9lMpq8vNPkJzyHdXV6bh1WIqd3cxG2xQEgUuXLnH69GlsbGyYPn06RkbN2xqpVLWEnO9HdW0uweHTsbb2Ytase6rIgqDiWtBQpFI9unbZV2+gJQgqLl/pi4GBFx397gRyfh0HSedAz5LdujOJLJQwaHAIUqmcboFHGx2sCYKK+ISPycj4FWvrCbS3nYPOqkHiateENY1eQ1q1jD7XYxhjYcz3Xk3reTRESU42m99ciLG1LdM/+Bz1FgRnLmRc4OWzL+Np6snaIWsx0DQgtzKXUXtHMdhxMJ/0/oRrQcNRVzega5ddTbY14VY8V0sq0VKT8Jy9JS86WqF7Z/VzU9QmPg/+HFdjV+JLktF2+oJcwYKdnVzpbty61b8qeRWvXXiNCxkX6n/eqovh56FQkSuuTlj8aQXn8rdine+UX8QAwh8QBIExN+PJksm5ojiJ9pllMPg90bcdxInrrU1w4UsozwLn/jDgnfteASkoOEt4xIuoVDVYWAzDyelZDA0eTKixtZQVVrP1g+vYuhoz+gW/hzIBqa1WsO3D66hJJUx7JxCNrePEUpKXQ0GqQVjYMxQVX6Vnj7Noat4L8KiUKoIOJGHrZoKjd/MZQoIgcOVqP/R02tPpzHXQt4T5Z+85edRWQV6UGGzIDhNXoYuSwH0UjPgMjO2bbL+g8By3bz+Fn+8PWFgMqbMtK2sn0TFL6gRv/wso5Ep+W3oNXUNNJi/p0sR3nEBscSwpZSmkHK9CEWpExNB9JCljyanMQUDASteK30b+1mjq+e7PQ5DXqpj+TmCD2/8SBEGc3FcWwos3RLedlqJSQtpVMdgQfVD8TnDsLQY3W9qOvFrMpqosgJoSUZ9n1Jf3cyV1m1XJeenMS1zJusIQxyEcTznOzjE78TBtPED8UMgIgZ8GwbBPoMdz99fGzjkQe5Qzk7/ni8ifyajIYKD9QF7t+ir2Bk1/Zu8XpUrJ5ujNrLy5Eh0NHUy1TUkuTcZYy5iJHSYy1X1qo+UQSaVJHEs+xtHko6SUpQDgZOjEHJ85jHYe3XCAQ14NX7mL2S+Tfnrg/n8d8jUbIjfgb+lPT+9PWJaYx6VuHrjqtk50+/+K3CjYOBqkmvDk4Sa1qf5NNBVg+G+Fwtt4YGxtbenSpQvBwcGEh4dz5swZ3N3d8fVtWsnd1tWYjku6gq4GnioVsZezcfQ1w6u7NaUnUjDaXIG/yg2ZZgW3KuI4fu0MiYmJDBs27F8XXADoNt4ZQwsdzvwa3aCqdWxQDrHX8nHvNZmy/ExunzzSYDsbIjeQVJrE293eRkddXIlQU5Mw9ClvtHXVObY2HFmVHKVCxa2Tadh2MMbJzZJv+n/DVLeprI9Yz9uX3kaulDfZ35zKHH4K/4k+rj2Z8VovTG31OPJDGMm377lWOBs50826GzuUhSjVpHB5ZaPtpYaFsu/zD5DLatDQ1qE4O5OYS+fJCJGjIIVD37/J9veWoJDLGfPKknvBheIU2DgGD7UUnn9sBE8+/WKLggu1tUXExLyLgb43To7PNLqfVKqDtfU4unbZi6lpL2LjlhIT+y4qVcPq3BKJhD59+vDYY4+JmRXr1pGe3rQdE0Bi4peUC3lUxzlRWaHB0KF1hd8kEjUc7J+ivDyC4pJr9Y4vKwtFJsvG0vLO6mZ+rBhc8JsGdl0Zmf8DeqoykiN1qKyMp7zkVoP9UKnkREW9Rnr6BoyNA8nNPcjVG2OIdoRqv1FNXoODjhbP2FuyK7eYm2WVzV7znzG2tmHYcwvJTYrn2u5tze5/MeMiC88uxM3EjR+G/ICBphg4s9KzYqbnTI4kHSEsfTdVVQm0s53eZFvxlTVcLalkgZ0FI82N+CY1lz5B0RzMK0GpUrI1ZiudLTuzffR27Fw+IkNlgWPVfiwlea26xoLqAuYcn8OlzEu82/1dXgl4pW4wT8cEZu4UBw1bpogD998pTISzH4sTTK/x9dqWSCQscbYhSyZnU/sZ4D1R1GqIPQahW+D7LnB4kTgxnX0Intj/QOmV5uYD6NXzAk5Oz1FcfJng4HGEhs6hpOSvCeYLgsD5LXEA9JvhhkQioUKh5LvUXKaFJrI2PY+C2tbbx2rqqDPoSU9KC6q5sidB9Lkvy4Co/RSXBJNfcBJHxwV1ggtiX2K5eTyN4+vCKSuobvY8EokEK6sxFBVfprYmG0Z8XtcmVFNXFMftMhfGrIDnr8OQDyDprFgjfvlbcUW6EXJzD6KuboiZWd9622xsJmNuPpiExC+pqIht1fPzTybyQhYVxTK6j3dpMtgkkUjwMPVguNNwZkwagQQJT6ot5MTkE4TMCmHDsA2U15bzwpkXqJTX/y4rL6ohJ6kM179b3DH2iFi+1v+N1gUXQFz9dOoNIz+HVyJh7HeQekksm2rpQuGJdyE/RnRa6DwLbm6E0ozWX8cfEASB9668d/c7ckngEiRIOJd+7oHabRFXvhOFMf3vXwtINfAdPjfS4eWg99FW12bdkHV8O/DbRxZcAJCqSZntPZudY8UgjKGmIct7L+fUlFO8EvBKk1oLzkbOPNfpOQ6MP8DOMTv5ceiP7B+/n4kdJjaePRF9UNT16Hz/z9MfeSXgFVYNWsXqwas5V1yNi45WW3ChOay8xPu4slbUXylMbP6YfzltAYY26jFw4EB0dXXZvXs36urqjB5dv06sIaQ6GphPc0dPEBjdx4b+g+zJ++4W5WfS0fWzwGZxV6I7JCBTkxESEoK7uztdurTOreCfgoamlEFPeFBWIGpRyFVydsTuoLC6kJLcKs5vicXG1Yjhz4zFwcePKzu3UF1RV2gnvSyddWHrGOo4lD52ddOrdQ01GTbfh4oimehAcS2HyhIZASPElWZ1NXXe6f4OL3V+iUNJh5h8cDKrQ1cTUxRDQ1lJX4d8jYDAq11eRVtfg3ELO2FuZ8CxtREk3rw36ZrmMY3s6jwueQ6BW5uhvL610u/BBWMbWx778EumvPMRT361mufXb2PcC78B0O/pPoxeuISZH3+Nqe2dmueSdNg4Bmor4Yn9WLh3a3FZTFzc+ygUZXh6fY6aWvMr5erqBnT0+xFHhwVkZm7hVuhsamsLG93f3d2defPmoampyS+//EJISEiDzyNAYeF50tJ/xsx0EkGFfQhQj8PS1LjeftbWE9HQMCMtrf6KQW7eUSQSTSzM75SFXF8nTlKHLofHtqCz6Cbj/cxIznFFUErIOjFFnHxW3HutlMpqwsKfJSd3Hy7Oi+ncaRM9e5ylXYkeOVbaXE1bTHTM29TUZDV63S86WGKpqc7S+EyU95HN1qFrD9y69SL0xCFqaxqfpF3OvMzCswtxNXZl3ZB19dI35/rMxUDTgBvxK5BK9bGyajqtfHN2IeoSeNHRkjXeTuzt7IqRupT5kSkMu36L5BoVMzxn8Gt2KaFyO8aZyFArO830Q9PZn7C/RdeWVJLEzMMzSS5NZuWAlUx1b8QW0sQJHtsmfla2PiauFgkCHHwZpFpiKnQj35+9TQzobazPt6l5VI5eKTpDbJ0G+54VS1tm7oK5x1vnMtEEmpqmuDgvolfPi7g4v0pZeQQ3bk7jxs3HKCy82Oh7/mEQH5xLWmQh3cc5Ixhq8HVKDl2vRrE8KZuUahnLErLodCWCOeHJHMsvRa5qeV/auZnQcZA9EeczSZN3BbMOFIV+SVjYfLS1bOuJWwbviybqcjbeOseRyCs5+XMYKmXzNmLWOl0QEMjz6wEOzQgFSjWg18tiaYxzfzGTZW1fsaTmT4iZVyextBiOmlr98h2JRIKnx3LU1Q2IjFr8l9hlPmpqaxSEHE3BzsMEe8+Wu9kYmuvg5GtO1KUslHIVmlJNulh34av+XxFfHM+r51+9K8b3Owk3xO/NvzXAoFLBmeVg6gJ+TQdQm0VNDfyfELOdbmyA4BasSsceg+AfxbId18HQZ7H4PXWf1tS/s+LmCg4kHuC5Ts8x2W0y5jrm+Jr7cj69advzB6YoGaIPQNe5dfQTWoNMKeO18NVsMtRnRmk5O5ym0cO25Ra2D4qzkTM/Df2JzSM3M9ZlbKucD34PunW36d58BuvNX0VdGKeHcx+RSCT0teuLSqLNpeIKhpo3YQvaxj2svGD2wTtBhtH/+SBDW4ChjXro6OgwbNgwAEaMGFFPd6HJYz1M0fW3RBJRQMkvkQgKFeZzfTCd5o6ukQHv9XuPEPMQJKYSxo4d+6+23rLtYILvADvCzmaw5/wxPrz2Ic8ee44j626jpi5mIUjVpfR/Yj6yykqu7rznzCAIAh8FfYS6mjpvBL7RYPs2rsb0nORK8u0CLmyPw8LBoM5ATCKRMN9vPl/1+wpjLWN+uP0DUw5OYcSeEXx2/TNCckJQqpSE5IRwNOUoc33mYqsvajpo6Wow7uVOWDoZcmJ9JKX54uSwv31/LHQs2KarASo5XF1Vp0+p4feCC1PeXY6uYd1yAkNDFwwNO1JDMO49emPW7s4qQFmWGFyoLoUn9omCaC0kN+8ouXmHaN/+xSZr8v+MRCLF1fUNvLy+oqwslOCQCZSXRze6v6WlJfPnz8fJyYlDhw6xc+dOqqvvTZoFQUVpaSiRUa+hp+dGVJQ3mhrq9FecFS2I/oRUqoW93eMUFp6joiKuTjt5eUcwM+uLurqBuLIQuhV8JoH+HV0MQ1tcJr6Fv39P8grak2UmRXl1BazpBckXkMtLuRU6m8LCc3i4f4ST03NIJBK0inJxD0umh+4ztLN9jOzsPVy5OpCY2HcbDDToq0tZ4mxDSFkV7c7dxuVCGJ0uR9InKJpRN+KYHprI/IgUVqbmompk8hkwejyyykoiz59ucPvVrKu8fPZl2hu1Z92QdRhp1S9BMdIyYoH3DGzJRs2wZ5POETVKFTuyixhhboyFphhs6mGsz4ku7nzcoR2xVQqKrZezr9KdpfGZDDc3ZE3HQHaN3YW3mTfvXH6Hty+9TZW86m6bMqWMjPIMQvNCOZl6kl8jf2XW0VnIlDI2DNtAP/t+jfYHEFeuJ66DjGAxOHBzo1g7PfQDMGxaRHOJsw0FcgU/51WJ7i0+k2DqJlERvcOQ+xILbA51dQOcnJ6lV88LuHV4l+rqNEJvP8nVqwPvCiLW1GQ/tPNVV9RycUc8eh0MOeIopcvVKD5PziHQWI8jAR0I6uHFuUB35ttZEFJWyZMRyXS6Esmy+EyiKprPLgDoPs4ZExs9zmyKIa1jH0Jt8tCSGBIQsL3O+yly53GCj+fgoXOWfgNr6We4lpzkSm4cTWn2HPqXNqBXpSLHqhWrdcYO8NhWmL5FrMVdPwz2vwBVRXd3KSg8i1JZeVevpSE0Nc3x9PiYiopokpIbzy77txB6Kp2aCjndx7c+Vdivvx3V5XISbuTefax3u9683f1tLmVe4uOgj+sEyxJu5GHhYICx5cNzpGk1UXshLxIGvNV6rYDGGLgU3EbA0TfEDLjGKM+F/c+JAcxBy8THjB3uZDH8et9ZDJujNrM+Yj1T3abyjN+9zMJ+9v2IKIwgr6p1GWOt4tpqkEgh8On7OrxUVsqCEws4kXqCVzs+zxJdVzT2Pi2WTPzhs/mvpyhJvBf5P1434+ohcLaoHLkgMMy8+bLSNu5g5X0nyCD7zwcZ2jQY2miUyspK9PRaL4akqpJTsDEKTUcDDAc7oqZZV3vgs+ufsTl6M9tHb8fLzOthdfdvQS5Tsu3DIHKqcjgZuBbXmF545/RmyNMeuHW+J9B46qfV3D55hO6TptNzykyOpRzj9QuvsyRwCTM9m9YIOP5jJIk38xoVwfqdwupCzmec53Taaa5lXaNWVYuJlgkaahpI1aTsH7//bhnG71QUy/ht2VWc/Mzv2l6uDl3ND7d/4LCOL/YJ5+CVCNAxEYMLnzUeXPid1LSfSEj4hB7dT6Or6yQObn4ZBeXZok1fK9K8a2sLuBY0Am1tW7oE7EZN7f4GZmVlYYSFPYNcUYa315dYWjbuWKJSqbhy5QpnzpzByEiPYcMdQQiloOAMstpcpFI9rK1WsG3bBQYPGkjv60+LN41Z9TUD5PJiLl3ug5XlSLy8PgfuicX9bkXHtR/g2BtiPXc7/z9dfy2/bnqH9u1308HqJRzObEJWkURoNxcqJeV4e3+DleWIewccXixmniyKBl1TamqySEldQ1bWTkCFpeVIHOznYmh4T09FJQjsyS0muVpGhUJFmVJJmUIp/q1QUqpQklQt43FbMz53a9j/e8vbi6muKGPuN2uRqKkhCAKRhZEcST7CjtgdOBg68PPQn+/aojZEUso6kpM+Y0+NL9+P2Nto8HF3ThHPR6exo6MLfU3rBj+TSpMYc2Am7V3e54bMEi99bQ507oDeHccIpUrJ2rC1/HD7Byx1LdHT0CO/Or9BGy9XY1e+G/gddgatcB24vBJOvgsSNXDsJQ4kWhAgmBWWRHBpJde7e2Kk8deL3apUteTkHCC/4CQlJddRKMoA0NFxxMS4GyYm3TE26Ya21v2JMu7aGMGWqgpueepQIwiMsjBioaMVPgb1J3wKlcCZojK25xRxoqAMuSAw2sKIH7ycmrUVzU0p5dzB9zD3PoBJmYBvTQAa0+/Y5lYXk7xxJUdDe2JvkMjIhT2RtvOD6z9yaksacbL+THytC9bOjQyWky/CxtGk9BtBohBczy2nRcgq4PxnYuBWxwQm/AAdhhAW9gylZaH07nUZiaRpd5Po6DfJyt5Fly67MDLs2Lrz/0OoLq9l0ztXsfcyZcTTLQ82/44gCGx5LwhNHXWmLKmbBbnixgp+jviZVwJeYa7PXNIiCzn43W16THDBf1h9rZmimiJKZaW0N3qEzhJKBazuLma1PHP54U70ZOXw0xDx/jr/TP3abpUKfpsMqZfFoKXlH4L0JemwsrM4+bwjHKtQKfju1neYapvSw7YHHYw7NPhdfDT5KK9feJ1BDoP4qt9XSNXuvW9ji2KZfHAyy3osY7JbK5wdWkpVEXzjLerajG+9jXNmRSbPnnqWjPIMPu79McPbDxdfoyvfwtlPQNcMxq2CDoMfft//ak5/AJe+EctqDFv5fdUML0SlcqaojPBePkj/xYuFfws5EeKim7o2PHnoX6vJ0Cby2MY/ivLackbuGYmXmRdrh6z9u7vzwBy/fJGETXI02ymozVTnts1ZtPqU8E3/b1C/MyFWKuSc+mk1EWdP4tKjJystT2BpaM1vI3+rc2NuCHmtkuyEEuw9TVuc8VEpr+Ry5mVOp50mJCeEd3u8S3/7/g3uG3QgiZAjKUx6IwDr9kbkVuYybPcwnnAcyaKzq8CpD2kmg9m76wLGVjZMWfpxo8EFgJqaLC5f6YOL82KcLKaKUdqSVJi1Bxxbl34YHv4C+QWnCey6H339B7NAksnyCAt/jrKyW1hbj0db2w4NdSPUNQzF3+pGaGgYIZXqUlISQlr6AUpLryKVygEtLMz7Y2ExGFPTfqxfv4OamhpeeOEFNC58Cpe+hoURDSpyx8a9R2bmNnr2PIe2ljVx8R+RmfmbaEWnpifW2uuawrxTDfY7LS2NsPCxaGhY0Sfwa24FT0UuVOFX4orpqG2gd0egrrYSvvIA95Fije0fqKnJIj39FzKztqNUVmBs1BUHh7mYmw9qdkIjCAKfJGWzMi2P+XbmfODart77MPbqRQ6t+Ixuz83jlmE6x5KPkVaehrqaOv3s+rG0x1JMtRtPgxYEgWtBwyhTKHg1MZ+v+3/NEMchDe47/mY8ObVyrnTzRO1P/Vh+bTm743dzcvJJygR9zDTVG7SjvJ59nfUR69FR18FcxxwLXQssdCzu/m2uY46ptmmLxFP/dCFw5DUI2w4LzrV40BBRXsXgkDhecbTiDefW24Y+TARBSUVFLMUlQRQXX7sbcJBI1OnU6RdMTVr3Gb55PZsphdlUa6kxwdqElxytcNdrWQZAkVzBTxn5fJ2Sy2xbMz5tJMAFYpAkJuZtsnP2UJLcE1/17rglvw0vhEBxMjnbv2J/xsuYmsgZ984QNPV0fr9gavcsYvuZrqBnybT3+6Op86cgj0opljfUlFL91B6uhIzA1eV1HB3vb/WUnAjYswDyIpH3WMBFzYPYtZuJm9u7zR6qUJRz9doQtLXb0SVg57/SVeLSznjCzqQzfWk3TG3uz9Eh7GwGF7fHMfmNLli1v5eirRJUvHHhDY6lHGOp2VcUHNHAxEaP8a90Rlv/XnldflU+GyI3sDN2JzXKGvrb9edF/xdxM3kEVnuhW8TMpmm/gWfjWSr3TVEy/DgQ9Cxg3sk6Fq1cXQ3H32zUsphDi8QshpdugrEDVzKv8PSpe+9rCx0Letj2oIdtD7rbdMdcx5xr2dd49tSz+Jn7sW7ounqp/YIgMGz3MNxN3Plu0HcP/3ovfAFnPoJnr4pp560gsjCS5089T62qlpUDVtLF+k9zo+ww8bOZHy3qqQz58MFtQf8ulApY4SM62szc8VCbVqgEfC5HMNTckJWerReJboN7QQYNHTHIYOr8d/eo1bQFGNr4x/Fr5K98EfIFPw79ke42jVsJ/ht4+uTT6F5zxjWzK5aOBsjHJvBJyMeMdx3PBz0/uDsgFgSB6/t2cmnbr+SayJjx5sd0cvz7PXFraxRsXnoNY0sdJiz2RyKR8MrZVwjJDeFUu/HknvqNvbFWGGnKmNrHAN1OY8FjFBg0vpoZEjIFpbyUbqFVos/0zJ3Qvr54WVPk5h4mIvIlXJxfw8mpcWHH1qBUyoiP/5DcvMMoFOVA499/mpqWmJj0Iz5Oj7CwWpyd3ZgwYQJxcXEcOHCAyZMn4+PjIw7uVnYSFf77vVavnerqdK5cHYijw3xcXF7l8pU+GBj40NFvLcSfgt8mwcSfwG9Ko305fXoRSPYjkRigrq5OJ83xGJ5YKa60TNkADt3FzIX9z8OcY40GchSKcrKyd5GevoGamkx0dBywt5+DjfUk1NUbH+gLgsCyhCzWZeTzooMlbznb3H1f51TmcDDhAPkrDlCsXcOJHvl0te7KyPYjGeQwqMGSiD9TXBLMzZvTcXf/mBeCt6IUlOwdt/dugO534ipr6Hs9hnecbXjBsa5a/O/WlIMdB7O89/Jmz/lIkVe32j5ufkQKZ4rKCOruhbnmP8eyVxCUlJdHsy30M/wNtejSqeUq5CV5VTy1L5wrrpoc6NyBrib3N1D/MDGLVWl5jVqhyeVlhEc8R3HxVdo7vcyNHT0ozaviMcMF6BlrUlygYE/x52gaGjDpzZ7oGv5JDE0hI/v7Z9gbMwM3P10GP9er7vaQ9XDolbtuIMEhk1GpaugWeOi+rkfsdDWceIestE1EuxvQxfVbjBxaNvnMyt5FdPQbomWmzYTmD/gHUV5Uw+alV3ELtGbQE5733U5ttYJfllzGuZMFg+fUnWTWKGp4b9V32EcHYOSszpQXe6J1J2iUW5nLhsgN7IrbhUKlYJTzKOwM7NgUuYkKeQUjnUfyfKfnH57In6IWvg8AHVMx6PioVnqTL8Km8eAyUNSEUZNCTrgYeHAZJJbpNHTu0gwxi6HTTBizgqWXl3Ii9QQ7Ru/gRu4NrmZd5Wr2VUpkJQC4m7iTUZGBjZ4NG0dsrG+HeIfl15azL2EfF6dfRFv9IQoAymtghS/YdGwwa7ApLmZcZPH5xRhrGbNm8BpcjBsJAMtr4OxHcOV7UWNnwtrGNVeUCpBXgpZh619blQoidoO2IbgNa92xLSHuOGyZCtM2g+eYh9r0leIKJoYm8LOPE6MsjB9q2/9X/DHIMPd4s25D/zSaCjD8c0YxbfxfMc1jGpujN7Pixgq2jtr60LQYvrnxDVGFUawevBqNFogBPihxxXFcybrCCyO70CnTCa/ethiYdqVEXsya22sw0TJhUZdFgKiZoNPbg/MxBfQNt+DG1+tweMMWU9uH40N9v2hqq9NtTHvO/RZLcmgBzp0tmOYxjVNpp9hXrUdOkhNGVsZMHWSNbsoxUdn+8GKwDxQHM4oaqMgXrfoq86AiH0ujEuKddcUym+lbWh1ckNUWEBu3DEPDjjg4NOMV3gqkUi08PD7Cw+MjBEGFQlGOQlGKXF6KQlGGXFGKQlGOgb4nBgY+SCRqeHsJ2Nvf4NixY6xZI9o+2tnZ4e3tLTZq2l4UT7q1SRTO+lP6q46OPZaWw8nM2oKJSTdkshxcXe7oblxfC/pWop95E3Tvvoir1w5QU6NEwkvoDn0CHMbAjtmwYSQMXibal5m7i8GGRlBXN8DBfg527R4nv+Ak6Wk/Exf3PklJK+jc+ddGbQslEgnvu9pSo1LxXVoeOlI1FjlZk1mRyZQDUyiXlzPEy512IbCj68+4e7ZOvDUrcyvq6gbYWI/lJX8LXj77MnsT9jLFrW7QZXNWIRoSCdNs6mdD7E/YT5WiihmeM1p17kdCa73pgdfaW3M4v4RVabksc/17vxP+iEQi5ViVLUuVixlXtBuvqhSx9KkZlHIV23+NJKiTJuNNje47uADwtrMNGTW1fJiYhZ22BuMs75XaVFdncjvsKaqqUu5OuE2erGTH8mDOKN9jYNFbHKxahUTHgLGLAuoHFwDUtbB56lO6fPI5wWGjcLiYgFufO17l1cVw+kOx5OWOG4i11Wji4j+kojIefb0O93dRGjow6ityL0WhUxaL4eZnRPcJ3+ZTym2sJ5KZ8RsJiZ9jYTG0yeDgP43gQ8kABI5+sJIETR11PLpbE3k5i56TXO++riqVQNCOVOyjA8i0iWa73Q76yH9FS6XFz+E/syd+D0pByViXsczznYeDoQMAMzxm8HPEz2yJ3sLx5ONMcpvE035PY6Fr8WAXfGsTlKTBqG8eXXABRCHYEZ+L9+dT74laD7vniaU4475v/NxGdqJg5I2NyHu9yKm0UwywH4CDoQMOhg5M6DABlaAiuihaDDZkXUVNosZ3A79rNLgAMMB+ANtitxGUHdS8hk1rCNsujjN6NmxV3RAKlYLtsdv5IvgL3EzcWDVoVdOvq4Y2DP1I1LfY9wxsGC7+rVKImkmyMvF3TSnUVojH2HUVXWMce7asU9m3xXFURrD4f8AcGP7Jfd07GuXGRjGrxa3xktD75XhhKZoSCf1N7k9gs407WPvA7ANieaXeA37X/MP49+XWtfGfQEuqxfOdnieyMJITqSceSps7YnewPmI917KvsS2medu8h8GmqE1oS7WZ5j2FbmOdMTAVI/XPdnyWae7T2BC5gQ0RGwDxJvfB1Q+odNVjwtvvI6usZOu7r5IRFfGX9LUpPHvaYGKjx5U9CSgVKrpZd8NZ15GUzYcxsrRm6gdfozv2Y9G7+7lr4uBFXg3nPhGtohLPiDd9fStwGYiVk2iHlDv0KXAd1Kq+VFencfPmDJTKKrw8P79v3YXmkEjU0NAwQkfHAUNDX0xNe2FlOZJ2ttMwNPS7m3oskUjo0qUL8+fPR1dXDJoMGzasblDMf7ZYBpJyscFzOTrMR6EoJyr6ddTUNDE3HyiK+8SfFAcWzViW6enZ4e+/HXXpUq5fT2P9+vUUazvA0+fFbJKTSyEzBAKebHAgWVVVRU1Nzd3/1dTUsbIcQZcuu+gSsBOQkJKyqt5xdZ8vCZ+62THF2oTPk3P4PjWHNy++iYDA3rF7+eT5jWho65B4unXq4XJ5MXn5R7G2Go9UqsMA+wF0sujEmtA1VCvuCfxVK1XsyClihIXRXXHH31EJKrbGbKWTRSe8zbxbdf5/Cm562kyyNmFDZkGLhQ3/CmQqFZ8nZyMBDknGcSmlZS4cV/YmsMdUhZpUwtserdCxaAA1iYRvPRzoZqTHS9FpXC8RB/VVVamE3JiETJZDp04b7q7mm1jr0WOiK2n5Vmyv+oVqpR6jX+yIkUUTIn8GVnR5dgbWmrGc3xZHWd4dXY5zn0FNCQz/9O5ny9JyFKBGbs6BB7oumSyfotoErJweR2LlBbufgn3Pi+VOTSCRqOHm9i61tXmkpK55oD78lRRlVxJzNRvfvnZ375UPgu8AO1QKgajLooCtvFbJ0R/CibiQif8wB55+eTSoCTxx9AlG7hnJrrhdjHEZw6EJh/ig1wd3gwsgCs0uCljEkYlHmNhhIrvjdjNyz0hW3FjRoPVli5BXi+n89t1bfR+8L7o+BV3nwZWVYmlifoyo86Fn3vRxvReBRMLVs0spry1nuFPdCamaRA1vM2/m+c7j52E/s2PMDqz0rBppTKSLdRd01XU5l3HuAS/qD6hUcPV7MeW/BYsWgiBwOvU0kw5M4tPrn9LDtgcbhm9oedDIqRc8e0W8r+ZFQUWOeK82dQbnAeJ9v/+bMOBtMRNkwwjYMh3yYhpvs7oEDr8K6/qL2Y/jVoluMzc2wLoBkNe4EHWLqa0SsxljD4t9lD7cxTZBEDheUEpvE/27+kZtPADWvjDpRzGw9R+iRSN3iUQyHPgWkAI/CYLw6Z+2S+5sHwlUAU8KgnBTIpHYA78C1oAKWCcIwrcPsf9t/IsZ7TyaXyJ/YeXNlQx0GPhAGQfBOcF8EvQJvdv1RkBgdehqRrQfgblOMzfWB6CguoDDSYeZ2GEixtrGdbZJJBLeDHyTUlkpX9/4GhNtE0plpcQWx/JN/29wcfRnxvKv2fvpe+z86B2GPfsyXn0GPLK+NoeaVI2eE104vCqMyIuZ+A2wZ7SyG2WyIFwnjUDXyPj3CwNLT/Gn3+viQFhDt96kVgswvplBeslh9PLEiXtLKCm9QVjYMwiCik4df0FPz/XhXugDYGVlxYIFCyguLsbS8k9p2p6jxbrXW5vAuf5qjaGhH8bG3SgpCcLCfAjq6voQvFxMY+0yp97+DWFqEsCwYQE4OPiwb98+1q5dy8SJE3Gb+isErYWofdCxrv1ZVlYW165dIyIiAmtra+bNm4fanzIsjIz8sWv3GCmpP1BdnYaOjgONoSaR8I27AzKVwEdJOehXmbGi+1RcTcTXyXfAEEJPHKbPjNkYmLbss5edvReVqpZ27R4DxM/OKwGvMPvYbH6L/o15vmIGy6H8EkoUSp6wNavXxqXMS6SVp/FC5xdadM5/Kq+3t+F8UTmjbsTxsZsdj9nUv9a/ml8zC8mokbPay5E3ouP4NNeKAR0q0NBoPCMhKTSfkzeyCRtmxDP2FthpNx1AawnaUjU2+LZnzI14Zocns6+jDUVR81Gp5AT476in0eLbrx3Jt/PJjCth1HN+WDo2b6WmZh/AkCmJbNui4tSK44x/yRu16+vEQbrNPWFULS0LzMz6kpr2E1pa1rRrN+O+svDy8o4AKqwcZ4H7u2LA9uJXkHFdTGu2cG/0WCMjf6ytxpOW9jO2NlPQ1RXroBVyJQUZFShqVShqlShqVchlyrt/C4KARw+bhjM5muF361CNZsQ2G+P6gSTUNaV37ZYfFBNrPew8TIi8kIlnTxuO/hBObkoZfae74dtfDGqtHLhSFCN0HcQ833l3nZQaw1LXknd7vMts79msCl3F+oj1FFQX8FHvj1rfwevrRPHFiT8+2uyFPzL8U8iPFYPdPV4Qswybw6gd+M/mWMpeDEws6GnbwlX4JtCUatKrXS8upF9A6C48nCzV+ONQECeWFDbTXnBOMCturiAsP4z2Ru1Z0X8FAx0Gtr4fWgZ3BTCbpMcLELQGLq2ANT3EkpMBb90TVlSpIGwbnHgXqovEQNCAt0U7YhADJnufEQMPwz8RFx7u5znLjxUzG/NjoO9r0G9J69tohptlVaRU1/Kc/d9o+9rGP55mMxgkogLYKmAE4AU8JpFI/qyqMgLocOdnAfB7SF0BLBYEwRPoDjzfwLFt/J8iVZOy0H8haeVp7I3fe9/tZFZksvjcYuwM7Pis72e8GfgmMqWMb2604KbwAGyJ3oJCpeAJryca3C5Vk/Jx74/pYdOD9668x/e3vqefXT8GOYgrGcZW1jz24Ze08/Di6PdfcW33tkfqQ98cjj5m2HmYEHwoBVmVHJ3IEsr1FKwu2tK43ZSmXqM3QS/PT9HVdSYi4kUio169o3nQODm5B7l1axbq6gZ07bILE5PAB72kh46Ghkb94AKIaY2+U8UyheriBo91dFwAgJXVGFFN/tZmsTSiCS2LhvD09GTBggUYGxuzZcsWTp85g7LrfJh7DHRNUSqVREVFsX79etatW0dMTAzOzs5kZWURE9Pwyko7u1lIJFLSM35t9vzqahKetihBq+omFaazKdO+p/fQecRYVCoVoccPt+haBEEgM2sbhoad0de/N5nyt/Knn10/1oevp7hGfD43ZxXSXkeTXsb1J7ZbYrZgqWPJYMd/t+q3vbYmp7q4E2Coxysx6bwUnUqlUvm39adcoeSb1Bz6mOgz0cqE1+w1iMKDnxMaz1IpL6rhzK/RXO5mgKG6lJccm17pbA2mGur81tEZNQlMuxVBbnUxfr6rGxSAlahJGPmcH48tDcTRp+WBGsM+U+nnn0x2kSk3v/8RNPVh4Dv19vP2+hJT0x7Exi0lMmoRCkXrV7lzcg+ir+8hlllI1WHQu/DEflElf898UTS0CVxcX0NNTZ2EhE8AuJ5XRr/DtxkSGs9HeyI5uDqM4z9GcObXaC5si+PKngSu7k3k2NpwVKrW3WtOFZbR6Uoki2LTWn2dALkpZSTeyqfTYHt0DB484PQ7vv3tqCiWsfX9IAoyKhixwPducAGgk2UnTkw+wdIeS5sNLvwRB0MHPuv7GTM8Z3A46TDZFa2wbVXUwol3xMwy1yFi+cJfhVQDpm2CMd/CoKUtPkzW8wXO6GozSGKAxkNa8e5n14+86jyiiqIevDGVCi5/C0b24D2+0d1iimJ45tQzzD0+l5zKHN7v+T57xu5hkOOgR2uLrqkrlki+FArdnoHb22ClP5x6H1KvitkN+54VSyoXnIORX9wLLgC4DhYdRhx6iHovO2c3OpZolNvbxABFZT7M2i1+bz0sS9Q/8FVKDqYaUiZZNe4K1UYbLSmRCAQSBEFIEgShFtgG/LlgeBzwqyByDTCWSCQ2giBkC4JwE0AQhHIgGvjnFJe28bfT164v/pb+rLm9po4vfUupklfx0pmXUKgUrBy4EkNNQxwNHZntPZsDiQe4lXfrEfRaPO+OuB13axUbQ0OqwYoBK/Ay80IikfBWt7fq3OS09fWZ9Nb7ePUZwOUdmzm7cR2CSvVI+twcEomEnpNcqamSc3F7ELlxsbj1609CaSLTDk3jRu6NVrWno+NAgP92nJxeICdnP0HXR1NSUl+8VRAEklNWERm5EAMDP7p22Y2ubuP1uYIgcHFHHGFn78+7+5Hh/7jobXx7e4Obzc36Exh4GEvLkeJKhqzsvj28zczMeOqpp/D39+fixYts2rSJgoICLl++zMqVK9mxYwdlZWUMGzaMRYsWMWPGDMzNzTlz5gyqBt5f2lrWWFqOJCtrZ7OBoIraCt65+CZu1bvoY6zD4th0FkansSGzgHhtA+y79Sbs5FHkfyjJaIySkmCqqhJp1256vW0v+79MtaKaJ44+wfGsGIJKK5lla15vkJhcmszlzMtMcZ/yl+iuPGostTTY3smFxU5W7MwpZkRIPLGVzT+XD0JlqYwja8K4siehzuNr0vMokit5y1mcmD3VvhMeaml8nWNEUa28XjtKpYoTP0WSaKJGpIkaLzpaYvKQbTcdtTX5wOgUhUodVml/h7Zh40K5GppSTKxbr0/gNucZOpjHcr1gBFme7zeYYq6hYUJHv59wdl5Ebu4hgkMmUlmZ0EBrDVNdnUZZ2S2sLP8kvubcD4a8L9ZoxzQdqNPWssbJ8VliCm4w/2YwYyOTyNECfWMt9nXXZ+tMK0xf8WLmh92Z83lv5q/oy+CpVmQnlnLrRGqL+ilTqXg3PoNZYUlUKpXsyy0hv4HXvikEQeDq3gS09TXoNLjx++X94ORnjqG5Nkhg3MLOOHd+uHXMs71mA7AxamPLDihKhvXDxNLBrvPEyf5fjY6JmNavrtXsrr9zuTyJSjU1hqdHQnHKQ+lGH7s+SJBwPv1OQDLlsuiyk9XKcVlZNmwaT0TODU76juJo2ikOJh5kb/xedsXtYlvMNn6L/o3XL7zOlINTCM8PZ3HAYg5PEDNM/ywW/EjRMxMzEF4METMbL30tajgUxsPY72HuCVGgsiEMrES3rcHvi5/9H/pAWlDz5/y9JGLv02DbGZ659MhKcm6VVXGmqJxn7C3byiPaaJJmXSQkEslkYLggCPPu/P840E0QhBf+sM8h4FNBEC7d+f808IYgCCF/2McJuAD4CIJQ1tQ521wk/r8IzQvl8aOP82LnF1ngt6DFxwmCwOLzizmddppVg1bRu13vu9uq5FWM3TcWE20Tto3a1qwVZGvZFrON5UHL2Th8I/5W/s3uL1PKKKkpabRuUVCpOL/5Z24c3o9n7/4Me3YhUvW/R4P11C9RRJ7bhqr2Nk+v2UiWqoCF5xaSWZ7Jq11fZYZH69OBS0pvEBm5mJqaTJwcn6F9+5dQU9O4Yy33Dtk5u7G2Goen5yeoqTU9KIq9ls2pX8Q6xeELfHDx/wel6f00BLJDxTTVLnMbzu4QBNETXV1L9CV/wFWVW7ducfjwYRQKBQCOjo50794dd3f3OuUQkZGR7Ny5kwkTJtCxY/0BTllZGMEhE+jQ4R0c7Bsv23j70tscSjrEL8N/wd2sI6/HpnOmqIwiubjSLgGMS/LxNdSnt6szfgY6dDfSR1taN56tUFRwO2wBFRVR9O51Fam0vrhVcE4wr194nXSdUdToDyK0l289h4VPgj5hZ9xOTkw+8UhLov4OLhSV81xUKpVKFZ+52zHVunGrz+bIk8m5WFzOBCuTOvaeqZGFnP4liuoKOQgw5Ckv3Lpak18rp9u1aAaaGvCTz72A37mkA8xIacckc/jOL6DOOa7uS+TGsVR2P2ZFqQZc7uaJjvThSj2lp/9CXPyHpJi/yzuFnRhpYcQ6b6eH7sMuKy5i16chyFQ6TH2rK/omjdfHFhVdISJyISpVNR7uy7G2Htts+ykpq0lM+oqePc6jo/MnjQqlAlYFiplRT1+sJxz7O1VKFatSs/guNQtBkBAYI+cdfyc6drPhUH4pXyRnE18lw0dfh9edrBgS+SOcXc5x+Sckl3ow+Y0uWDg0LtIWX1nDM1EpRFbUMM/OnGnWpgwJiWOpiy3PNeDm0RjJYQUcWR1Gn2lu+A2or8chlxdTUHAGE5OeaGu33qa1orgGNanafZV9tIS3L73NiZQTHJ98vEm7XSJ2w8GF4nf62O/Bq/n3wT+F1y+8ztXMy5xJiEfDb6ooDPkQePzI48hqy9khM4DoO5olEjVxlX/A281bQMYdh33PslFT4MtmhGK1pdrM8prFHJ85TQpQ/qVkhULaNfCbKtpRt5SMENg1F0rTwdxNLEu18LxXomrSXsxOyI8Tsx3yoqHvq2JJhFSdm2WVfJiYxRRrU2Y8xFK7x8OSCCmtJLiHF/ptAYb/ex7URaKhu/afoxJN7iORSPSB3cDCxoILEolkAWJ5BQ4ODzfC3cY/m06WnRhgP4ANERuY4jYFE+2WpV2tDVvLydSTLA5YXCe4AKCrocurXV/ltfOvsStuF9M8pj20/ipVSjZFbcLX3JfOlp1bdIyWVKtJUSSJmhr9Hp+HjoERl7b9Sk1lBWNeWYKG1l8v+hIwvB23j0ViZOWNrpExrhizddRW3rr0Fp9e/5TIgkje7fEuOuotVzs2NgqgW+AhcWKQuprCoou4uy0jMfFLikuu0d7pJdq3f6nZwEVVWS0Xd8Zj7WyEIAic+iUKI0tdzO3+IT7VM7aLHtqHF0H6dbF2U/NPwnLJ58X6yHGrH0pdbufOnbG1tSUqKgoPDw9sbBoeoHt6emJtbc25c+fw8fFBKq07ODA09MPIKICM9F+xt3sCsTquLseSj3Eg8QDPdHzm7nv/ey9HBEEgWyYnoqKa8PJqjgWlEl6tyYUkMa1YV6rGQFMDRloYM9jMEA15FrfDFlBZmYCnx/IGgwsAXa27smnUDroHJSKtvMa3wXt4q9tbd997FbUV7EvYx3Cn4f+54AJAX1MDTnd159moVF6KTuNqSQXLO9ih28pJe45MzsRbCSRVywgtr+ID13ai2v7+JG6dSMPUVo+xL3fmwtZYzv0Wi6WjIStKipCpVCxxrvt+6uM4lJFp37KzcBhPlFbS1UjMEEiLKuTm8VQqBlsSrZLzTXv7hx5cKCg4S1z8cizMhzDQ9wmUGQUsTchiU1YhT7Z7uK+/lokpIxb2YtenIRxdG8GExZ1R12h4QG1q2pPAwANERLxMZNQrlJTewK3DW00GS3NyD2Jk5H83uFCpVHKrrIrrpZWElFYi9V+Jc9JhXG6ewdmlGy66WlhraiCRSFAJAntyi/k4KZssmZwetVVM01iCQ4dpdO4u1s+PtTRmlIURe3KL+TIpiyciUvAvs+UNr7n0i/6CbMlXnPzxFlOX9qp3XYIgsCW7iHfiM9GRSvjVtz1DzUW72a6GemzJLuRZe4sWBZqVShVXdidgbKWLd997JQoqlYyCgnPk5OyloPAcgiBHW9uOAP+taGu3vJQBaDL48zB4yucpDiYeZEv0loZ1Xmqr4NgbcPNXsAuEyT+D8d83jg0rr+Ll6DTmtDNnpq1Zs8G3akU159LPMcp5FBrGveH6j9DjeXEi+yDUlNGvppZvyxPJyS7CesA7Yqbf+c/g2mqxpHDUl+A+ov6xChmcXAZBa1jbrgPfa8oY6jiUpzs+jbqaOuoSddTV1JFKpEjVpGioaaCjroOm9NEEme4b207iT2ux6wLPXIRra8RspqxbELmPu1MrqZYYeChKEgORs3aD6yAqFEo+jc/g54wCAELLquhlrI+jTsuzWRojrLyKk4VlvNHeui240EaztCSDoQfwniAIw+78/yaAIAif/GGftcA5QRC23vk/FugvCEK2RCLRAA4BxwVB+LolnWrLYPj/I7EkkYkHJjLTcyavd3292f1Pp51m4dmFjHYezce9P25woCMIAvNPzCe6KJpDEw61OHDR0nN/0e+LemrLD4OwU8c49dNqbDq4M+GNZWjrNz55ltfKSL19Cz0TE2xcGxcEaw1RF85wdNXXaOhPZtq7E7FyElcCVIKKH8N+ZFXoKtxN3fmm/zfYGbReHT4v7xjRMW+jUJQgkWjg6fFJi73cj/8YQdLtfKa/E4imjjo7Pw5GTV2NKW92QUf/HzKwUKng4pdw9mOw9BJTZM3+4Le9bSakXYVXov5y1eC4uDi2bNnC6NGj6dKlftA5N+8oEREv4Of7AxYWQ+psy67IZtKBSbQ3bs/G4RubTDuNuXyewyu/YNBrSylq78GxglKOFpSSX6tAQyLgRSRducEsz8l4WPVqss/bs4t4OSaNmXphnIz+ElcTV77q9xXtjdrzW/RvfHr9U7aO2oqPecMWm/8FFCqBr1JyWJGai4eeNr/4tm/xgDFXJmdSaALZMjkDTQ05mF/CIitznA/mkJtchnffdvSe7Iq6ppTyohq2f3Sd2nY6fBKgyTRrU770qO/LHRb3JdMzO2Gpa83Jrt7Ultey/aPraBpqsmqwAZpSNc50dX+oWQUVFbGE3JiKro4jAQHbkEp1EQSBsTcTyJLVcrW7J5qNrPQ/CEm38jm6NhzPnjYMeNyjyUm1SiUnMelL0tJ+wsDAFwuLIUilukjVdMTfUm3UpLooFGVciniXCpulJKp34XppJREVVSjuDMfc9bRRA5LLy6hRu/e9pqOmhrOuJkoBYipr6Gigw6xidcp2p+A5fjVS3SR6dD+NpuYfVkrzYpBvf4Ltmu584/4CmYIWRmoCrkUpqOfaEGhUy8QxXemgq426moQSuYJXY9M5lF9KHxN9vvN0xFrrXunRtuxCFsaks6+zK90b0EP5M+HnMriwLY6Rz/ri5GdOWdktsnP2kpt7GIWiFE1NC6ytxmJo1Ino6DfR1DTF338r2lqt06Z51Cw8u5DrOdc5Ofkkehp/KLvJjYJdc0Rxvd6viMJ+D1m1v7XMDk/iREEZAtDRQIdP3ezpbNi4g8qJlBMsPr+Yn4b+RDd9R1jVDZS1ooZD4AJRjLg1qJSi4PGZj0ioLWGCnQ3vdnqJqR3n39snLQgOvgz50eA5VrTYNLwTzCyIh11zEHLC+c57AD9WJTLGeQwf9Prgry13+KdRWym+z/JjxIyFvGhRB2v4p2Bow4mCUpbEZZAtkzOnnTlPtjNn5I04/A112d7R5YE1KJ4MT+JqiZi9YNgWYGiDpjMYWhJgUAfigEFAJhAMzBAEIfIP+4wCXkB0kegGrBQEIfCOu8RGoEgQhIUt7XBbgOH/k6WXl3Io6RCHJhxqUowpvjieWUdm4WzkzIbhG9BWb3ySlliSyOQDkxnnOo73er73UPo5++hscipzODzx8CO72cUFXebIyi8wsWnHpLc+QN/0XoqbQi4nNewmsVcukhAShLymGi09PeZ+s/ae28MDsHXp61SVlIDmLExt9Bm/qHOdG9OFjAssubgECRI+7/s5vdo1PUFsiJuZZ7gZuxwXu2kMcGtZWUxSaD5Hfwin2zhnuoxwAkThsL1f3sTa2ZAxL3dC+pBXTB+IhFOiD7lKCePXiPWYJWnwbUfotRAGL/vLuyQIAj///DOlpaW89NJLaGj8ye5RpeDqtYF3VhK33H1cqVLy1ImniC6MZteYXdgb1p90/hGlQsFPL83DxNqWqUs/Fh8TBI4l7mdPejghkp7kCmZIgJ7G+jzRzowR5kYNThDH3IinSK7gUjcPLmdd5s2Lb1KrrGVZj2Wsvr0aIy0jfhv524M/Of8CzhaW8WxUKhJgnbcTfUyb9iDPuxNcyJTJ2ernTFcjPZ68HMcJeTXjQqt5ra8LrgF1U92TQvN5+lYSsY5aBPXywkarfuCuujqDlVdf4xvJGyyxscBqRwZl+dUonunAh3n5dVa8Hway2gJCQiYiqBR06bqnzuTzdGEZM8OS+NrdnhkNOIw8DIIOJBFyJIV+M9zx6du8jFR+/gmiY95GLi+qty2BDuxmGmESMQNIW01CJwNdAo30CDTWp4uhLsZ3dCtU4XvIOvQGSUO+IcmmO0lVMhKrZBTJFcyxM8cvTcbp9dG4+FvQc7omITfGYGs7HQ/3D8STRe2Hfc+JK5xTNiJz6MG+3BJulFUSXlJKRLkM+Z1MJm01CR56OuTVysmrlfNGexued7CsU04DYqZFx8uRjLAw4jvPpt0gZFVyNi+7hGWHDDwHZpOXf4zq6lTU1LSxsBiKjfUETEx63rUiLi29xa3Q2WhpWeHfeQtaWv8cX/jw/HBmHJnBq11eZba3qMtA2A448CJoGcLEtfUcG26VibpSTU3uHzZxlTX0vR7DYicrXHS1eS8hk/xaBY/bmrHE2QbTBjRRFp1bxI3cG5yZckYsJy3NEEs9Ek6KGRnjvm/S0eQuKiUknIbT70NuBDj0QBi6nBFBb+Ns5Mzqwavr7q+oFS01z38ulgwOWgrq2nD0dQR1bb7sPIJfsy8yqcMklvZYiprkH3R//weRK5PzdnwGh/JLcdfT5it3e7rcySzbmFnAG3EZfONh/0CuRBHlVQwOieM1J2sWt/9nBf/a+Pt4oADDnQZGAisQbSrXC4KwXCKRPAMgCMIPdwIJ3wPDEW0q5wiCECKRSHoDF4FwRJtKgLcEQTjS1PnaAgz/n+RU5jBqzyiGtx/O8t7L62yrqK0guiiayIJItsZsRa6Ss3XU1ma9mAG+CP6CTVGb2DJqS6OrnGllaawLW0dwTjDD2g9jhscMrPXqf4n+Psh4vevrPO71+P1daAtJDQ9l/5fL0TEwZOKb71Gen0fMlYskBF9FVlWJlp4eHQJ7Yufpw4m13+HZux/Dn3vlgc5ZkJ7Kxlefp++suegYBnJ+axzD5vvUm4Skl6Wz8NxC4orjGOQwiPl+8/E28262/eyKbL65+Q1Hk4/eHSwsCVzCYx6PNXmcrErOlveD0DHQZMqbXeoEEn7XZPDt146+jz2cLI6HRkmaaBmVdVP0ulYpxZTHhWFg1Prsj4dBcnIyGzduZNiwYfTo0aPe9tS0n0hI+ITArgcwMBBf05/Cf+Lbm9/yUa+PGOf6Z43fhgk+sJsLv23g8c9WYu7gQHzCR2RkbMLMtC9eXitIqNXkcH4JO3KKSa+pxUJTnZk2ZsyyNbtraxhdUc2A4FiWudjy7J2a75zKHF47/xqh+aEAfNbnM0Y6t8wG9b9ASrWM2eHJJFTVsMzFlvl2Daeq59fKmXQrkfSaWrZ0dKarrg6XdsYTdjmLvUOMiTVW42cfJ0ZYGNc5LqqimkHXY+kRU83XvTvg5Ndw6UHo7ad5u6gH4YqOvHCmnHGzvJhckoOLjhZ7O7s+NMV2pVLGzVszqaiIJsB/G4aGvnW2C4LAsBtxlCmUXAr0RP0+LRSbQlAJHF4dRnp0EeNf6YyNq3HzxwgCgiBHqaxGqaziVmkFKzKrOF8qYCJV8YSVOkOtXfA10Gk880Klgh96i+KxzwXVUYRPjyni0He3sXY2YsxLHVHXkBIb9x4ZGb8R2GUvBkE74fIKsOsKU3+9Z5f3B6rLylj95QXSdKUY+BYSbROITIAPOrTD37BxcczXY9PZmVNEaE9vjBqYsFZVpVJUdJH4iKPIJbeQasiQSNQxNu6KtdV4LC2Hoa7ecHCsuCSY0NA56OjY4d/5NzQ1/36r1t+Zd3weyaXJHJ1wGM0Ln4uWoo69YcoG0K97j0ysqmFISByaEglXu3s+dLHTxlgUk8be3GKCe3hjrqlOuULJl8k5/JSZj5G6lHecbZluY3o3cFQlr6Lf9n6Mcx3HO93/4JYiCBC2HY4tEVfO+70h3sMays4oiIfQLeL+ZZlieciQD0WXJImEz65/xo7YHVycfhFdjQaCLYWJonNCsigGqXLqzcfOfmxPPsRMz5m80fWNR+sA8S9FJQhszirko6QsZCqBVxyteM7Bss73iUoQmHgrgejKGi4EemCldX/ZNU9FJHOxuJzg7l4Nfubb+P/kgQMMfzVtAYb/X74O+ZpfIn/hs76fUVBdQGRhJJEFkaSUpdzdx8HAgU/7fIqvhW/jDf2BitoKRu8dja2+LZtHbq4TBU8vS2dt2FoOJR1CXU2dTpadCM4JRoKEoU5DecLriTpBidfOv8alzEucnHwSfc1HX/efkxDHnk/fo7pclC7R1NHBtUt33Hv2xdGvE1J18WZxcetGru/bybRln2Lndf+p4md+WUvYyaMsWLMRLT0Ddn0aQlFmJX2mu9VbuauSV7E+Yj1bYrZQXltOL9tezPebT4BVQL12q+RV/BzxMxsjRSXu2d6zeczjMd6/8j7nMs4xx2cOC/0XNrpCcXZTNNFXc5iypGFRssu74gk9lU7/me549/mHGdUoZOIgLWS9+L/n2L9HWfwPbNy4kdzcXF5++WW0tOqm2svlZVy+0gtLi+F4eX1BaF4oc47NYbDjYD7v+3mLB3o1lRWse/ZJOvTwx6p7NMXFV3CwfwpX1zfq6DsoBYGzReVszCzgVGEZEmCwmSGz25lzsrCMLVmF3OrpjdkfxB3lKjnf3fqOqIIo1gxe89Bs1f4tVCiUvBSdxpGCUqZam/C5m30dEc2CWgWTQhNIq67lNz9nAvV0OLw6jIyYYvyHOeAzyolp4UlEVlSzraML3Y30OHPmDDKZjF+sXLhdKWPJlRpU+TKmvdOwwGH0rSPcLv6A14RV9DEwJMDCgC9Scjji3wF/o8YnpyqVApksh+rqNKpr0qmpTqdGloNKJUOlqv3Db/FvubwYmSwbX5/VWFoOa7DNo/klzIlI4XtPByY/gBBmU8iq5Oz8JIRamZKpb3ZF36RlJSoR5VV8kZLD8YIyTNSlPOdgydx25i1XYI8+CNtniVlQnWYAUJBRzp4vb2Jgqs2Exf5o64nvf7m8hCtXB2JQocD/eqooNDv80ybdBHKTS9n9eQhuWucY7HMNpv9Wb7L8Z26XVzEsJI5P3OyYc0f7QqmsIjHpGwoKTlFdLVpZ1laao6HqSseeYzEx6dFoUOHPFBVd4XbYPHR1nfHvvBkNDeMWHfeouZJ1hadPPs0y9XZMjr8K/rNh5JegXjfLR6ZSMfpGPKk1MioUKubbWfB+h0d/X8qVyel6NYoZtmZ86lY3gB1VUc2bcRkElVYSYKjLl+72eOrrcCTpCG9cfIMNwzbQxbqBeUJFHhx5VcyGsfaDcavAxk+0UIzYA7e3QkawKNzoMgg6PQbuo+qU/13Lvsb8E/P5dsC3DHQYWP8cIAY0InajrCzgPUUG+xL3M9dnLgv9F7YFF/6EXCWwL6+Y1Wl5RFfW0NNYny/c7XDRbTibN7GqhoHBsQw2M+TnPwj2tpSoimoGBseyyMmK19u3XoS1jf8ubQGGNv41lMpKGbFnBOW1olWela4V3mbeeJt7423mjZeZ131pKRxMPMhbl97ig54fMKHDBNLL0lkXvo6DiQdRV1NnqvtU5vrMxVzHnMyKTLZEb2FP/B4q5BX4W/rzuNfjuJu6M2bvGB73epzFXRY/7EtvlKKsDCLOnsTGzYP2HQNQ16yfsiyX1fDL4ufQ0NLm8c9W3pcDhbxWxtpnnsCpYwCjXxZ1MGRVck6ujyI1ohDvvu3oM7UDUvW6QYCK2gq2xW5jU9QmimqK8Lf0Z4HfAnra9kRA4EDiAVbeXEl+dT4j2o/gFf9XsNEXb1IKlYJPr3/K9tjtjHAawUe9P6on0pQeU8SBFaF0HupAz4muDfZdpRI4/P1tMmKLGfdKZ2xbsML4lxO6Fc59Iq52tasfhPkrycjI4KeffmLgwIH07du33vbYuPfIzNxGkfXrfBKyCgtdC7aP3o6RVuvS3k9vXo5MbzPaxgIe7h9hazu5yf3Ta2rZnFXIb1mFFMhFV4wJlsas8XZq1Xn/H1AJAt+k5PJFSg6dDXRZ7+uEjZYmhbUKJocmkFItY5OfM931dDmyJoz0mGIGPeGJRw/xs1ckVzDuZjy5tXI+kFYTc+IoWUZmHOjUhwnVRbzu4saJ1YlYOhgw7pXOqP0hMyDqchbnfovBZeQyThuN41fFYDQkEoaa1x/AyuUlpKauo7w8gurqdGpkWQiC4u52iUQdLU1L1KQ6qKlpoqamVfe3RBNzi8HYWI9v8rkYFByLQhA4H+hRL63/YVGYVcHuz25gaqvHhEX+SDUaT9mOrqjmy5QcDueXYqQu5Rl7C+bZWWDQ2tplQYB1/aCmFF4IoaJMxc5Pg1FTkzDp9YC6wZ/CRFKPjSHBRkZX/QUYBr7RolNcP5hE8OEUhpl+i6tZHIxdCR2GNLq/IAgMCYlDApzsKmaNJSR8RmraOszNBmJq1oeoU9ak3NBg5gc97kuEsbDwArfDnkZf343OnTahofH3uwIIJelM3zuGCmUNB7xfRNr9uQaFepfFZ7I2I59ffNpzsrCUHTnFXAj0oL3ugwvtNcXyxCxWpeVxpbsnTg1otAiCwK7cYt5PyEIqgavdvXjz/CtEFERwcsrJpksQog7A4cVQXQROfSD1iphZY+kFHR8TXRIMGk6dlyvl9N3el6FOQ3m/5/uNnkKukvP2pbc5mnyU5zo+xzMdn2kLLvyBCoWSzVmFrMvIJ0smx11Pm5ccLJloZdLs8/Rdai7Lk7JZ7+PEyD9lrTXHvIhkzhWVE9zD6y/LxGnj30FbgKGNfxVRhVHkV+XjZeaFhe7DqcEUBIHZx2aTUppCX7u+dzMWprhNYa7P3AbPU1Fbwd6EvfwW/RuZFZloSbVQqpQcnXS0wfKJv5uEkCD2f/EhfWfNpeuYia0+PvL8aY6t/oapSz/G3tvv7uOi2nwiN4+nYeNqxPAFvg3agVUrqtkTv4cNERsoLa2gX8U4lGpyThnuxM/Cj9e6vkYny071jhMEgZ8jfubbm9/SxaoLKwasuDuRlcuUbPswCIlEwvR3A1HXbHxwXlMpZ9dnIdRWK5jyZlcMTP96B45/E1u2bCE1NZWFCxeio1PXxaGwLJpbIaM5XqpOmX5/Pu3zaasDezk5+4mOfgtZpRydmsfpN/ndFh9bq1JxJL+Uw/mlLG5vhYdeyx1L/t84ml/CC9Fp6ErV+Mrdnk+TskmqlrHJ15keBrocXRNOWnQRAx/3xLNn3dWnjJpaRl6PpqKqmlfKMjjs5E1KRRXTrh1HTS7H3sqZ8ghjegzzJnCMM4IgcP1QMiGHU7D3NMFvzG1iUz7mI50dJMngQqDH3VU0QVCRnb2LhMTPUSjKMDDwQUfHAR1tO3R0HNC+81tLy/puDf6DsC+3mGeiUlnn7cRYS+MHbq8xEm/lcWxtBF69bRkwy6PBfc4XlTMzLBEdNTUW2FuwwM7iwdKK447DlqkIo1dy6GpHsuJKmLykC2bt/pBFl34dtk5HIYVL/jqYWw7Fx/ubFjWvVKrY8/kNSvMqeMzhI/RKQ8B3qpj9oNdwicKGzALejMvgeBc3XNVyCLo+EmursXh5fU5OUim7P79Bl5FOdBvrfN+XXVBwhrDw5zAw8KFzp19QV/8b3YIybsC2xzihJmexmX6jIs+nCsuYFZbEdEtdqjK/xFDXkT2qMQwwNbiv1eOWUqFQ4n81kn4mhvzo49TkvldLKphwK4ElTmZsujSeqe5TeaMlwaiqIjjxDiRfBI+RYmDBpmOL3JBePf8qITkhnJl6psFARmRBJJ8Hf87NvJu8EvAKc33mNt+ffwEqQSC2sgYnHa37dtXJlcn5KSOfjVkFlClU9DDW43kHKwaZGrQ4ACNXCYy4EUderZwLgR53dV6a4/cyxYWOVvUchdpooy3A0EYbQExRDNMOTUNDTaPJwMKfUagUnE0/y9YYUal+UcCiv6C398fezz8gPSKMOd/8gIFZ62zbti59neqyUuZ880ODN6246zmc2RSDjoEGI5/1w8K+frprYWYFoafTiLmeDQqxDeM+tTw2Y2izAk2Hkw7zzuV3cDRwZPXg1djq23JpVzy3T6UzflFn2rk1P8Etzqlk16chGFroMPG1ADSaCEj8v5OTk8MPP/xAnz59GDRo0N3Hk0qTWHxuMf3VI/HQ1WRA7+toNlQ32wgqlYy4+I/JzNyMsVFXsi67khoaz4LVv6Cp3RYoeBTEVFbzZHgyKdW1aKtJ+NXXmZ4Guhz9IZy0yCIGPO6BV6/6NfilpaV88utvbPPoio62NsUKJV+42zHBUJurV68SHBxMbW0tmjVmDB89mKIEgdhrOXj0tKH/THcEoZJLl3shmE5Ay+41et7xqS8rjyA2dhllZaEYGXXB3f19DPQbnow/LJSCQL/rMWhKJJzu6v5IVz6v7UvkxrHUBkUfYytrGH0jDjttTXZ3dm1QVK/VCAL8NJiozPaczZlBn2kd8BvwB6HV6IOioKyhLczcRVzRVjIyNtGzx9kWWz4W51SyY3kwVu0N6NP+AqZhy5HoGMLwz8B3cr1JZKlcQccrkUy1NmVG9VJKSm/So8dpNDXM2PPFDcoKapj5QXc0tR/s+vPyjxMR8SKGhp3p1PGnFpdZPFTCd8H+50HfCuVjWxl/ZQna6trsGL2jzvssVyZnYHAs+mq1aKa/RklNHgDjArfzU05ti5037ocf0vJ4LzGLowFuLRKVfOx2IsElJWilPsNvw39sMPj/MPk9i3TLyC11yluzKrJYeWslh5MOY6ptyuIuixnrMvaR9uWv5I3YdDZmFSKVgJuuNr4GOvgZ6OKjr4OPvk4du0eZSkWOTE72nZ8smZzoimoO5JWgEARGWRjznIPlfYuGhpVXMeJGHNOsTfnao2U2qk9HpnCqsIzgHl4P57usjf8UTQUY2iRZ2/i/wcPUgy2jtnB04lHeCHyjxdkR6mrqDHEcwvph6//RwQWAgU8uQFCpOLfxx1YdV5CeSlZsFH6DhjU6MHcLtGbiq/4gwJ7PbxAfkguIAmgpYQXsX3GLbR9eJyE4D68e7Zj+biBu3awouahJxLnMZvswynkUawevJbcql1lHZhF0O4yw0+l4923XouACgIm1HkOe8qYwo4LjP0agVKqaP+j/FGtra7y9vbl27RoVFRUAHEk6wvRD08VSF7fXUBeqKchvUpO3DtXVmdy4MZ3MzM04OMyjc+dNBAyfiayykoizpx7Vpfzf46Gnw7EAN+a0M2eznzO9DPQ4+kNEk8EFhULBjh07MCwv4Uc3G2pUKlx0tHjM2gx9fX2GDBnCwoUL6d2rDwqtUg6c2s6t8GACx7Rn4OMeSKVqqKsbYGM9EQp30EVPhlxeSkzsMoKDx1NTk4GX55cE+G975MEFAKlEwkuOVkRV1nCisOyRnitwrDOOPmZc2BpLfHDu3cfza+U8HpaEtlSNTX7OD29ALpFQHvAWl3PHYWtdjW+/P9TXB62F7Y+DtS88dRLMXLC3exJBUJGe8WuLT2FirUef6W5kxZey7XhHtsp3E1Q9m8Lt78OWqVCSXmd/Iw11RlsYszsnn8yiIJydF6KlaU7izXxyksroNtb5gYMLAJYWw/D2+oayslBu3pyJrLbggdtsMYIA5z6F3U+BrT/MP4vUypu5PnOJKYrhStaVu7uqBIHno1Ipk8uoSHkbUy19Ng7fiI66DoqC7dhoabAsIRPVI1jUk6sE1mXk09NYv8WTzzfa21ChkqJuNoWOFh0fep/+TJ92fVCTqHEu4xwA5bXlfHPjG8bsHcOp1FPM953P4QmH/1PBhc1ZhWzMKmSatSkvOlhhq6XJ2aJy3onPZPytBDpcDKfXtWgGB8fifSkCx/NhdLsWzfhbCTwblcqHiVmcKCzlMRtTLnfz5EcfpwdyJPEz0OUZe0u2ZBdxqbi82f3jKms4kFfC3HbmbcGFNlpNWwZDG238x7i2ZzuXt29i4pvv075Ty2r9z2xYS9gpUdxR17DpOvuqslqOrQ0nO7EU9+7W5CSWUppfjZ6xFr792+Hdux3a+qLomEqp4ti6CJJvFzDwifop2g0RXxzPcyeep3/QHGw02jHrvZ5o6rTu5hZxIZPzW2Lx6G7NwNmebXWcjVBQUMCqVavoEtiFWya32B67nc6Wnfmi7xdY6lpy/fookEgI7Hqo2eewsPA8EZGLEAQFXp6f1xHk2/rua1SWFDF3xTrUpG1ZJY8SpVzF0XXhpIYXNil6euDAAW7evMnUqVPx8vIivrIGXaka7bTrlz9lJRWw9dddlJPDoEGD6NOnz91tlZUJXAsahrnZQErLQpHLS7Czexzn9gv/8rp5hUqgZ1A0phrqHA3o8Eg/93KZkkPf3yY7sZTh832w9TNjcmgCkRXV7Onc4aFaEwqCwKHvbpMVk8N0h48wWnwKpJpw8l24+j14jIaJP4LmvXOGR7xIUdFFevW81KrSgqqyWpJu5ZFwM4+suBIEAUzUM3HVDcJlUBfMhjwBd1TqrxQVMfF2Gi9q7uTNHu8hKKVsef8aGlpSpr4dWEe340EpKDxHePjzaGlZ0bnTRnR0mrbKfWAEAU5/AJe+hk4zYfSKu2KOcqWc4XuG42DgwIbhGwD4IjGVr9KK0S/8mUmWuizrsQxdDV0+CfqEHXE7eL7vHt5JKn0kQqQ7c4p4MTqN3/ycGWTWss9cqawUv9O7EHQ6Etq7018ygZx9dDbl8nKmuE1hTegaimXFjHEew0v+L/0jy04fhODSSibeSqC3iT6b/ZyR/inTJay8ivCKaiLKq5GpBNppa2CtpYGNlga2WprY3Pm71ZotzVCtVDEwOAaVAGcDPdBtomzjuahUjhWUEtzdq47Ichtt/E5bBkMbbfwf0WXMRExs2nFm/Q8oamub3V8uqyHq4hk6dOvVbHABQNdQk3ELO+PVy4bYazlo62swdJ43jy/vQcBwp7vBBQA1qRrD5vlg72nC2U3RJN7Ma7Z9s2pb5qW/j3GVFRFep1DXbv3XlE/fdgSOaU/MtRyu7kls9fH/L5ibm+Pp40nQ9SAu3bzEbPfZ/DzsZ6z0rJBIJNjbz6GiIobikmuNtiEISpKSviX09lNoa1kR2HVfPbX/LmMmUJqXS/z1q4/6kv6vUcpVHGtBcCEkJISbN2/Sp08fvLy8AOigp91gcAHA1tmche/Ox9fXl9OnT3PhwoW72/T0XDEx6UlB4Rl0dZ0I7HoAd7elf4son7qamMUQWl7FuaLmV+geBA0tKaOe98PS0YBjP0WwICiekLIqVno6PtTgAkD0lWzSooroMVAbo5pwCPoBds0RgwuBT4s2lJp1z+lg/xQKRTlZ2TtbdS5dQ018+tkx/hV/nvysN/0ec0PXwYXgsgls2+vAhpcPceDrIC7vikcavhYbIZOL0omoqWkQdi6DsoIaek5yfajBBQBzs/74d96EXF5CyI0plFfEPNT263HuE4RLX3O16xIiBn6J8AenGg2pBrO9ZhOSG0JoXii70sL5KrUA7arrfOjdi0/7fHrXjvEJ7ycQBIHi3N34GejwcVI2VQ8xs04QBFan5eGhp81A05aXj5xJO4NuyU7kqLMqrfn78sOgv31/4ovj+TjoY1xNXNk+ejsf9/n4PxdcyJbV8lREMnbaGqzxcqwTXACw0tJgiLkRi5ysWe/bnt86OvO5uz2LnKx5zMaMfqYGuOlpP/TgAoCOVI0v3e1Jranl06RsyhVKalUq/rzYnFBVw77cYp60NW8LLrRxX7RlMLTRxn+Q1LBQdi1/hx6TZ9Bzyowm970r7rjsE+y9Wmb9+TuVpTL0jJpXxpbLlBxcGUpuShkjn/PD0bu+cJisWkHwwWTCzmWgqS1Fs2cJX1S+zTvd3mGax7RW9QvEgdeFbXFEnM+k5yRXOg9pvuZQppRxJOkIOho6+Jn7YaNn85/OflCoFLxw6AWMbxujrdRGTU0NJycnOnTogJubG8bG+ly+0httLRuMTQJFC0FlDUpVjWgjqKxBVptLZWU81tYT8HD/EKm0vs6CSqVkw8Jn0DYwYMZHX/2nn9O/C5VK4NjacJJvFzSoDfA76enpbNiwAWdnZ2bMmIGaWssDeEqlkn379hEeHl7HgaS6OpOKyhjMzQYgaUZr5VFTq1LR/Vo0dtqa7O/s+sjfa7IqOU/vCuOYvZTn9Y14t+vDFfIrL6ph2wdBWDgYMG5hZyS/joGUi+LGoR9BjxcaFdkLuTEVmSyXnj3O1LGGvR8qS2pIPnSE3JthFCocKdPSw3HIMvZWzGOPySBeuy7DIKsGG1cjxrzY6YHO1RQVFXGE3p6DUlmJn+86TEwCH/5Jzn9B5PWtvNvpI66oi+VFdtoaDDMzYri5Ed2N9ZErqxm6eyiG2jbc1luAmkTKDh9zelj71Wvu9Quvcz79PMuHHmBWRDZL2luz0OnhTKrPFJYxIyyJbz0cmGbT8syIp08+TVpZGu091nC0oJRr3b2w0nq0dr8F1QV8dv0zRjmPop9dv//kfaBGqWL8rQTiq2o4HNDhHytQ/FpsOpuyCu/+LwG01CRoqamhpSahViUgU6m43sMLC83/LxvoNlpOUxkMbWGpNtr4D+Lo1wn3nn25vn8nXn0GYGzdeGlC2KljmNjaYefp0+rztCS4AHdW+17oyP5vbnHsh3DGvNQR2w6iroKgEoi+ms21fYlUV8jx7m1Lt3HOaOtpcOnkIb668RU92/XE3qB1KbESiYQ+09yoLq/lyu4EdA00cO/e8PMgCAKn007zZciXZFbc04sw1TbF19wXH3Mf/Mz98Db3brVV4z+Zr0K+4nLxZd6f+j7+Wv7ExcURHx/P8ePHOX78OGZmZri790ehOEhVdSpqalpIpdp3LAS1kappoalpjoP9XGxspjQ6YFRTkxIwajyn168hMzYKOw/vv/hK//uEnkwj+XYBvad0aDS4UF5ezo4dOzAyMmLSpEmtCi4ASKVSJkyYgEQi4cyZMwiCQL9+/dDRaYeOTsPn/KvRVFPjeQdL3o7P5EpJBb1MHq0o4KGyco7ZSwnMVWKxJ5VMQ2PaubfeSrkhBEHg3GYxnXnA455I1CQw+H0xe2Hwe+DTtFuQg/1ThEc8R17+CawsRzxQX/SMtfGZNRGf4b6w80nCTNMokOrwuO1A9ldBmKs2o1Vq9J7SoakLAlk5VOb/6adAtOHsNBOsvOocUqlUsje3hNjKap53sMJa340uATu5FTqb0Nuz8fFeiYVF45aaraXg4vd8nlHF5oCfMNbQ4OP21mirqXGsoJTfsgv5ObMAQ3U1Bpka0tH5RQ7lFaOSmrHJ15YeFg0HDeb6zOVo8lFScg4ywnwQ36XlMcPGDMuHMKFflZaHjZYGE6yMW3xMcU0xQdlBzPGZw9j2NhzIL+Hb1Fw+drNr/uAHwFzHnC/6ffFIz/F3IggCr8elE1pexQYfp39scAHgA9d2+BvqUipXIlMJ1KhUyO4EFX7/v7+pQVtwoY37pi2DoY02/qNUFBWyYdEz2Lp7MXHJe6iUCuQyGQqZDHmt+LskN5sDX31Mv8efosvoCY+8T9Xltez96iYVJTLGv9IZlVLg4vY48lLLsXY2ou90Nywc7k0IcipzmLB/Ah6mHvw87OdmnSgaQilXcfD722THl4jZEz51syfiiuP4/PrnBOUE4WrsymtdXsNI24iI/AjCC8IJLwgnuTQZAfG70tfclzWD1/zrAw174/ey9MpSZnrOZEngkjrbiouLiYuLIy4ujpSUFACefvppLC0t7/t8clkN656fi52HF+NefedBut7Gn8hPK2fXZyG09zNn2AKfBgM9CoWCX3/9lezsbJ566imsre9/BVWlUrFv3z7CwsLo378//fv3f4DeP3yqlSoCr0XhoafNzk6u99VGZk0tX6Xk4KSjha++Dj4GOvUG29dLKpgcmkgXIz02ONtzeEUo5UU1jH2pEzYuD/79EHUpi7ObY+g73Q3f/q2f/AmCkqvXBqOhYUbXLrseuD+/U5R3jlsRT+GcUkl7hSdPdfmOq1UCt3p6o/XnoFVZFkQdgKh9kHULFDUNN6qmDtrGMO8kmDqTWi1jQ2YBW7OLKFUokQAmGlK+83RkkJkhtbVF3A6bR1lZOJ4eH2NrO+WBrkmuEvjl0l6+rLGgQl2POXYWLG5vg8kftAkqlUouFJVzrKCMk4WlFMmVALzR3opXnJrWF3r65NPEFcexZuQBBockMt3ajC89HkxHIrSsiuE34ljqYstzDi3/bt4Zt5MPrn7AzjE78TD14LXYdLZlF3Gluyf2jZRJtdE8P2Xk8058JoudrHitfZulYxv/fdpsKtto4/+Um0f2c3bjj0jU1BBUDdd9qmtqMX/V+hbpLzwMKopl7P3qBlVltShqVegaadJzoitugVYNTox+nwgvCVzCTM+Z93XO2moFe7++SUluFeMWdsba2YiSmhK+D/2enXE7MdA04IVOLzDZbTLqavUTu8pry4kqjOJW3i3W3F7DNPdpvNXtrfvqyz+B0LxQ5h6fS4BVAGsGr2nwmn+nvLyc1atXY2Zmxty5c1u96v1HLm/fxLW9O5jz9Q+Y2ja94l1ZUsy5X3+i49CRbRkPTSCvVbJjeTDyGgXT3+1WRwNFoVCQnJxMZGQkMTEx1NTUMGnSJHx9W1cK1RAqlYr9+/dz+/Zt+vXrx4ABAx64zYfJmrQ83k/M4pB/B7oY6bX6+CfDkzhRUMYfvzVttDTu2su56mrxbkImxurqHA7ogImGOpWlMvZ+dZPqslrGLuyMldP961CUF9Ww9YMgLB0N+F979x0eVZU+cPx7MzPpvfeEhIQkJCGQ0FG60sHesItlUXdXV111i11/7qprr4hdLHSkKl16EggBQnrvbSaTydR7f38Eo0gLKQTwfJ7nPtNuOTcckrnvPed9Z/95cPvohS4oK/+M3NynSUv9Dg+PIV1uzy9k2cLuPTNQZDPDPe5HtfKvbHJP4Yb4Z3h/YASz/b1AWwFHVsChZVB2LH+L/0CIGgdugeDi1764Hnt09oXmEuQFl7PFdxQLBj/JT1oTKgmm+3l2ZLG/51Axh1uN3Bfmx+NRQdjJbRw8+Ccam7YT63g5YcNeA/Xxo+r26wx8X9OIWpLw1ajxtVfja6/peO6jUbOrWc+/Dh4iT3FinLmEp0dOZID76RNj2hSFfdpWCtpMXBfofcI8+9/bVbWLeevn8dTIp9gvDWdBeT0/DR1AvGvX73LffaiYTQ06MkYN7PR8/Up9JbevvR0HtQPLZy9HkiQqjWZG7j7CFf5e/C++c+ULzze1Jgu7ta1M9fVA3cP5Pzpje1ML1x0oYLKPOx8n9sPuIpz+IQi/JwIMgvAHJdts7F+3CoNOh8bBAbW9Q/ujQ/ujxt4Bd//AM17s9TRtXRvrFxwidIAnqVMjT1vOTFEU/vTTn9hXvY/FsxYT7t61L0AGnZnF/0nHZLBgf2UV75e+QaullWsHXMv8lPmdHpHw/K7n+Tb3W76Z8Q1x3r1ffq+nVbdWc/2q63HWOPP19K87dd4HDhxg6dKlTJ06leHDh3f52K3NTXw4/3YSx09m0l3zT7meQdvMt888QUN5KfZOTlzzzxcIjD7N0Os/sC1fHSV7awWz/pJCWJw3NputI6hw5MgRjEYjDg4OxMXFkZycTHR0dI8dW5ZlVqxYwf79+xk1ahTjxo3D3r5n74CaTCYAHBw6Nx3rF61WG0N3HWaQmzNfDzq7c97UoOOGrEKejAri5mAfso9le8/Wt5HV0ka+wYgMeKlV/JAaS5Tzr23TNxlZ+koGJoOVCbfE02+Q71nPNVcUhZVv7KeqUMcN/xyGu2/XL0Kt1lZ+3jEGL69RJCe93eX9/KK09GPy8p8nOel9/PwmQVMJtsV3MSzkYaLtTHxb/jaU7W5fOSAREubAwDnge/L/vy1WG9n6NvZpW/m6rJJCi4SfVcfNkRHcHB5EkMOv/anNJvNUfgWfVjYw2M2Z9+JCCdvyJAdbv6PB2560XA3uqQ+hDL6ZrXobb5XWsK1Jj5OdhAIY5VN/3+1nKOdp024mz/onkrrn7+IrisJ1q66jzdrGJ9MXM3r3UVLcnFmU0rX/jyVtJkbuOsJ94f78M/rEMrQnU91azW1rb0Nn1vHhZR8y0OfXwO2/8ir4qLyOrcPj6O/s2KU29ZXdzXrmHSqm1mwl0dWJlweEMsT97IOKXVXaZmJKei4+GmEGwm8AAGf+SURBVDWrU2N7JTmjIJyPRIBBEIQLWk1rDVcsv4L+Xv1ZePlCVHZd+wO+5dAO0t9vwGCnp3jqRh4b9igxXmd34ao1aZm1bBYR7hF8OuXTCypRldFq5Na1t1KsLebLaV/S36tzw8cVReGLL76gtLSU+fPn4+np2eU2rH//DY5s28y8dxaedNSMQaflu2eeoLmmmsvufZDtX3+G2djG9U+9hE/ohXl3rbcUZ9XzwztZpEwKY8QVUaxfv56srCza2tqwt7cnLi6OgQMHEh0djVrdOymXZFnmhx9+ID09HRcXF0aPHk1aWlqPBBqOHj3KsmXL8PDw4O677z7r0TNvl9bybEEl7yZEcEVA5/IimGWZ8XuOogCbhg04ccg/YLDJ5OjbCHW0P+k8el19G6veOkBTtQH/SHdGzIoiNN6rU78rFEXh4OYKtn2Ty9gbYkkc2/158fkF/6Gk5ANGjfwJJ6eu/x8ymevZuXMinh5DGDTo41/Px2bhlc3f8x+7eK7U7sXfw4+AwFgCvIPwt1fjb68hwF6NRYFsvYGDLe2Bmmy9gaK2Xysdpbk7c6ddBdNXXot91Fi44WtQnfjzXVXbzEM5pWAx8MqRF5gSO4DdDhuhrY26wljeDb+FLJcoAjQq7gkP4OZgH1xVdhhsMvUWKw1mK/XaWuqrj9JQX4JH2Taud5Oxv/aTjlKUvWFt0Voe2foI/xv3P/Ltkvh3fiUfDYxkhr/nWe/r8dxyvqhsYO/IBAI7kcuhurWaO9bdQZOxiQ8v+5BE3+NzLtWZLQzfdYTJPu68PzDyrNvTFxRFYUFFPU/lVxDmaM+8UD/eKKmlxmzhlmAfnogKwqMXy2/aFIV19VpeKKyizmxlze+CjYJwsRMBBkEQLngrClbw5PYneSTtEW4ZeMtZbVuhr+CVfa+woWQDaa0TSMuazZR7Eoke3LWcAr9M23h+zPPMip7VpX2ca4qi8Ni2x1hbtJbXx7/O+PCzG9Le3NzM22+/TUREBDfddFOXAysN5WV88vB9jLrmJkZefcNxn7W16Pju2SdprKpk6C13Y7RT0z88jDX/fRZJkrj+mZfx8L+4Spp1lUFnZtGzu3H2cODqR1NZsWo5WVlZJCYmkpiYSHR0NBrNuUvQVVJSwubNmykqKsLFxYUxY8aQlpbWpTZYrVY2bNjA7t27cXd3R6fTMXPmTFJTU89uP7LCnMw8cg1GNg6NI7QT88t/CUp8mRzFRJ+uT3GQbTI5u6rZu6oIfZOJkFhPhs+OPmluBkVRaKjQk7e3lvz0GnT1RkLjvJj1YEqXp0b8lslUw887xhISciMDYv91VtsqioLRWE5z8z4qq75Dq81gxPA1ODsfXy2j1mThT4eLKTVaqDVbTjtaACDc0Z4kNyeSXJ1IcnMmydXp12BN+iew8s+QMhdmv3VilQxtOaXf3ce9fjeQ4Z7ALcE+REoVvF/eRI0URLSlnvmFC7hKn4nDiHth6F1g0kHx9vYKHMXbobGwfV+OHhA/C6a/csL0ip5mla3MXDoTb0dvPp7yGbMy8ykwmFibFntWowZ2NOm57kAB1wR68WrcmQNGtYZa7lh3B/Vt9Xww+QOS/U6sdAHwUmEV/yup4aehAxjYjakb50KrzcYjR8tZUtPE5b7uvBkfgbtaRYvVxstFVSwor8fXXs0z/UOY7e/ZozcC9FYbi6ob+bCsjhKjmTBHe16LC2NMLyeUFYTzjQgwCIJwwVMUhQc3PsjOqp18N/M7+nmcuRxcm7WNhdkL+Tj7Y+wkO+5Kuoub427hu6czcPVy4Mq/nd0Fyy9kRebmNTdT3lLOyitW4m7f9QuRc2XBwQX8L+N/PDj4QeYlz+vSPnbv3s2aNWu44oorGDRoUJfbsvT/nqYqP5e7316I+tid7qrycha/8wbNFiuKmye2YzlDgoODmTV5IouffRIHV1euf/plXL06X47tYqQoCj+8nUX50SaueTyNjEM7+fnnnxk/fjxjx47t07b9NtDg6urKmDFjSE1N7XSgob6+nu+//57q6mqGDx/OpEmT+Pzzz2loaOCBBx7A0fHshm+XtJmYsPcoyW5OfJ/S/7Rz5atNFkbvPsJoT1c+S446q+Ocis0ik72tgvQ1xbS1WIhI8mH4rCj8wtxorGolf18Neftqaa4xINlJhMV50T/Nn/6pAWgcem6o9aHDD1NXt57Ro35Gozn17ytFsaHX59Ks3Udz81602nRMpmoA1Go3+vX7M+Fht5/2WIqioLPaqDFbqTVbqDVbqTFZkIBEt/YcFp5nurO86UXY8hJc+ghM+E1S2MpM+Op6MLdiueZTXrKL5+3SWgDiNY1cbv6IOwfNx09vB1tfhoKNoHIAW/tUGxw9IGI0RI5pXwISoYsj4rpiUc4int/9PJ9M+YQAjyQu23cUH42aNamxuHZiaH2RwcS09Fx87dWsGhJzxjv0dYY67lh3B7WGWt6f/D4p/imnXFdrsTJs1xGGe7j0WP/vDYUGE3dkF3G01cjf+wXxQIT/CTkPsloMPHK0jAMtbYz1cuOl2FD6dXN0QbnRzILyOr6sakBnlRnq7sLdYX59lvdBEPqaCDAIgnBRqDPUMWf5HCI9IvlsymennCqhKAo/lv7If/b+h6rWKqZGTuWhtIcIdGm/+33gpzK2f5fH1Y+lEdCva8GBww2HuX7V9dwYf+MJVRjOJ1bZypqiNTy5/Ukuj7ycly99uct3c2RZ5uOPP6ahoYH58+fj6nr6RGinUnYoi0XP/4vkOdchu3mSm5tLU1MTAO4uLsQnJtK/f3/a2tpYsmQJo0aNIqlfBN89+yTufv5c99RLOLmd/0Gd3nJwczlbF+VyyXUxtDqWs27dOoYOHcq0adPOmyk7xcXFbN68meLiYlxdXRk0aBBRUVGEh4efNNigKAr79+9n9erVqNVq5syZw4ABAwCoqKjgww8/ZPTo0UyefPYlCRdVNfCXnDKejArigYiAU643/3AJq+qa2TIsjkinnr2bbTHZyNpURub6UkwGK+6+jujqjSBBSKwn/VMDiB7sh5Nb7wzRb2k5zJ69M+kf/SgREfd0vK8oCq2tuTQ27aCpaRfNzbuxWlsAcHAIxNMjDU/PoXh4puHqEovUhUo+XaIosPJByPgMpr8KQ++EnNWw+E5w9oEbv+0oablfZ8Aky6S62rF332xsNgPDh61pD6SU74MDX4N39LGAwsBzGlD4vTZrG5d/fznJfsm8NfEttje1cO3+Aqb6efDRwMjT/v9ttliZkZFHg9nKI/7leNkZGRE0giDXk1csqG+r5451d1DdWs17k95jSMCZk3y+XlzDi0VVTPfzwFOtwlWlwlVth6tKhZtahavKjlBHe1Ldnfvkd826ei33Hy5BYyfxTkIE47xP/XfApih8UlHPi4VVWBSFm4J8mOHnyXBPlzMm5fyF0Sazs1nPoupGVtU1AzDDz5N7Qv0Y0oXksYJwMREBBkEQLho/FP7A37f9nUSfRDwcPFDZqVBJKtR2atSSGpWdigp9BZm1mcR6xfL4sMdJCzz+95/ZaOXTx3cQnuDN5fMST3GkM3tu13N8l/sd3874lgHeA7p7aj3GJtvIqM1gXfE6NpRsoNHYSIJPAp9M+QQndfeGvtbW1vL+++8THx/P1Vdf3altrFYrNTU1lJeXdyy/BBTUajX25jbk+hqmXD+XlEvHHbftypUrSU9PZ+7cudgbW1ny0lP4RfTjmn88h72Tc7fO5ULUWNnKty/uJSTWk8hxKhYvXkx8fDzXXHNNtyp89JaioiK2b99OUVERsiyjVqsJDw8nOjqaqKgoAgICMJvNrFq1iuzsbCIjI7nyyitxdz/+wmHp0qVkZ2dz//334+XVuXwKv1AUhbsOFbO+XscPqTEku53Yb3Y365mdmc9fIwJ4LKr3SsyZDBb2/1hGbbGOiCQfoof44+JxbuZtZ2TOxWAoYnDK5zQ376axaSdNTTuxWBoBcHKKwMtrBJ6ew/D0SMPRMaRvA1Y2Kyy6EfI3QMpNkPkFBA+GGxaB28kDRTpdFvvSrybAfwYDB756jhvcOe8eeJd39r/D0llL6e/Vn3dKa3mmoJJ/RAVx/ykCYBZZ4aasAnY26xmrrOVA6Zcdn4W7hTMiaATDg4YzLHAYno6eNLQ1cOe6O6lsreSdie+c8DfwVFqtNh44UkquwYjeKtNis9FqO7ECVbKbEw+GBzDNz+OcVExQFIWXi6p5raSGZDcnFiT263RJzWqThecKKllZ14xJVvDRqJnq68E0Pw/GeLli/7vfm0UGEz816tjU0MKO5hbaZAV3tR1zg3y5I9S3U1OtBOGPQAQYBEG4aCiKwlv732Jf9T6sshWrYsUm27DKVmxK+6PaTs1N8TedsuwkwI7F+ez/sZS5z47scpZ2rUnLjKUziPKI4pMpn/Tql3FFUU67f0VROFB3gLXFa1lfvJ66tjocVY6MDRvLlMgpXBJ6CQ6qnrmQ2bx5M5s3b+aGG27ouMv8eyaTiaysLA4ePEhlZSVWqxUAV1dXwsLCsLeayd3wA16uLrQ21jPzoSfon3ZihQqLxcIHH3yAwWDg3nvvpSbnECtefYHQ+ESu/PtTHVMs/ghsFpnvX96HvsnEiFv8WLzsW8LCwpg7d+45zbfQFSaTiZKSEgoKCigsLKSurg4AZ2dnVCoVer2ecePGcckll5w0UKLT6XjzzTeJiYnh2muvPevjN1qsTNhzFDe1HevSBuCs+vUYNkXh8n25NFmsbBsef9xnF5P6+k0cyLqr47W9vT/eXqPw8h6Jt9coHB07V43gnDK3wqczoSId4mfCFR+A/ekDi4VFb1JU9D8SB75BQMD0c9TQzms2NnPZ4su4LOIynhvzHIqicM/hElbVNrNoUDSXeh8/l19RFP6eW86nlQ30b1tOS/0S/jrkr4wOGc3uqt3sqtrFvpp9tFpakZCI847DYDVQ01rDO5PeYWjg0G6116YoGGwyLVYbLTaZPVo9b5fWUtxmpr+zA/PD/bkqwOuEC/We9GZJDc8XVnF9oDcvxYbi2IX/o61WGz81trC6rpkNDTpabTLuajsu8/FgtJcrB1va2Nioo/hY4tEoJwcm+Lgx3tudkZ6uF+3vBUHoKhFgEARB+J2WRiNf/GMnSeNDGXNN10sgLslbwr93/JsXxrzAzOiZPdjCX+mbjXz54s9YfVswjiqmTaWnzdpGm7UNg9VAm6WNCn0FNYYa7O3sGRMyhqn9pnJp6KU4a3r+Lr/VauWDDz6gra2N+fPnHzcvvr6+nr1797J//35MJhP+/v5ERUURGhpKWFgY7u7uSJKEzWplwZ/noW9sYOZf/07MsFGnPF5tbS0ffPAB4eHhzJ07l5yft7DmrVeIThvB7L89ed5MC+htu1cUsm91McNvDGL99qV4enpy++234+R0fidkOxmdTkdhYSEFBQXodDomTpxIePjpE9b9Eti6/fbbiYiIOOtjbm1s4doDBdwW4stLsb9WZ/ikop6/55bzwcBIZnUho39XWCwWWltbT7oYDAaSkpLo379zVV46S1FkSkreQ6V2w9trFM7OURfG/522JijaCnEzoRMXsbJsJT3jWgyGYkYMX4ODw6mnxfSVF3e/yLe53/LZlM9I8kui1WpjWkYedWYL69IGHHd3/qPyOv6RV4FX6wa8Wpbyn0v/w+iQ0cftzyJbOFR/iF1Vu9hVtYua1hqeGvUUw4O6Xlb4dGyKwsraZt4sreGQ3kiIg4b7wv25Mcinxy/EV9U2c9ehYq7w9+SdhIge6bNGm8zWphZW12lZV6+lyWrDyc6O0V6uTPB2Y4KPe49PkxKEi40IMAiCIJzE+gWHKD5Yz60vjsbBqWvlrGRF5ubVN1Ohr2DlFStxs+/ZTNI2m8w7z61ErnZAQkWbvY7d8Utp9a3DSe2Es8YZJ7UTng6ejAsbx/iw8bjady03wtkoLy9nwYIFpKamMm3aNPLy8tizZw8FBQXY2dkxcOBAhg0bRmho6Cm/ENYWF2I1mwiOjT/j8fbt28eqVauYNGkSY8aMYe/yJWz96mOm3v8wCZecXUWMVq2JIz9XkjQuFAfn8/vO/y/a9GY+e3InQfEOHG3Zhlqt5s477zxhKsHFzGw289Zbb+Hi4sK8efO6NCXk33kVvF9ex+dJ/Zjs60GjxcroXUdIcHXi+5ToXr/gbmpqYt26deTk5Jz0c7VajUqlwmazceeddxIU1HvTNXqKLMsYjUZsNhtubudHJn2DoYjde2bg6TmUlEELz7tASqW+kqtXXk2LuYVkv2SuG3AdsQHjmZlRRD8nB5YPicFJZcdP9VrmHizE3pBJimUlb054nXD386dcr6Io/NTYwpslNezWtuKtUXFPqD93hPri1omklWeyX2fgisw8ElydWJzSv0sjF87EKivkGYz0c3Lolf0LwsVKBBgEQRBOoq60hW9f2MuoK/sz+LKuf2k7VH+IG364gZvib+KxYY/1WPsUReG197/AYX8I+jG53DL6On76OAddfRup0yIZOi0Suz78QrR27Vp27dqFh4cHWq0WNzc30tLSSE1N7XICyFNRFIVvv/2Wo0ePctttt5G5tJ6C3e9g79jGvLc+xMG5cyM1WrUmlr2aSXONgZABXsx8YBAq9fn/pXLn0gL2bcjD2j8Hs8XEHXfcgZ+fX18365zLyspiyZIlzJkzh5SUlLPe3miTmZqeS53ZyqZhA/hPUTVfVjXw09ABxLn8OhLEZDJRVFSEk5MTHh4euLm5oVJ1/YLJarWyY8cOtm7diiRJDBs2DB8fH1xcXDoWZ2dn7O3taW1t5f3330elUnH33Xfj3Mm+3ZtaWlrIzs6mrq4Og8Fw3NLW1sYv3yVHjRrFpEmTzot8IOXlX3A0998MiH2G0NCb+ro5J9CatKwsWMk3R7+hWFeMh4MHSRF3sdSYwnWB3twV4sm09KPI5kpma7byn0uewUVz/iYW3N2s5/WSGjY2tuClVnF3mB93hfp1OdBQaTQzNT0XjZ3EmtRY/OwvjGCwIPxRiACDIAjCKSx7NQNtXRtznxuJqhsX68/sfIYleUt4Y8IbuGhcaLW0ojfr0Vv07c8temyyjTn926tgnImsyPzfkrdw25CANaaBPz90LZIkYTZa2bYol5xd1QRGeTD5joQu55DoLrPZzMKFC7G3t2fYsGHExcV16yLsTNra2njvvfcwG2w4lyfj5qanoeRjIgZN5Oon/nrG7X8JLuibTSRdGkLmhlLiRgQy4db48+4O528Z9RY+eXIrLf4HMSl6br31VsLCwvq6WX1ClmUWLFiAVqvlgQcewMHh7IcxH9G3MSU9lwQXJ/a3GJgX6sczMSFA+9SFffv2sW3bNgwGQ8c2kiTh6uqKh4dHx+Ln50dUVBQeHh6nPV5+fj6rV6+msbGRhIQELr/88jNuU15ezsKFC4mMjOSmm27qkwt2i8VCTk4OBw4coKCgAEVRjguG/H6pqakhMzOTgQMHMmfOnD7PC6IoCvsP3E5z816Gpi3F1TW2T9tzKoqisKd6D98c/YZNpZvQus/C4HEFasWILBt5wDufxwbfgd25quDRTZk6A68WV7OhQYfnbwIN7mcRaGi12pidmU9xm4mVQ2KId73wpoEJwsVOBBgEQRBOoSirntXvZDH5zgRihwaedl2TwUJ9uZ6Q2BOz2Dcbm5m5bCbNpuaTbishYSfZIUkSNyfczD3J95zybpRNtvH0j8/jvmIQjm4a7n7qMuwdjp/Ckbu3mi1fHgVJYtxNA4hJO//mGfeGrT9ksHHPCgI8Irhr/s18+uhzaKvTGXH1k4y+ZsQpt/ttcGHmA4MI7u/JnlVF7F1VxLCZ/Rg6vd85PIuz8/PSo2zeuxqbQws33HgDMTFdzxlyMSgrK2PBggVceumlTJgwoUv7+KCsln/lV+KrUbNjRDwuEhw4cIDNmzej0+no168fY8aMQVEUtFptx6LT6Tqe22w2AHx8fIiKiiI6OprIyMiOnCTNzc2sW7eOI0eO4OPjw9SpU88qr0J6ejorV65kzJgxTJo0qUvnebYURaG0tJQDBw5w6NAhTCYT7u7uDBo0iEGDBuHr63vabXfs2MGGDRsIDw/n+uuv7/PRFyZTDXv2zkaS1KSlfY+jw+l/x/e1OkMd3+Uu5n81brRoYng6pI27B4zt62Z1yYGW9kDDunodHmoV80L9mBfqi4fm9NMRbYrCHdlFbKjX8UVyFBN8/jjTwAThQiICDIIgCKegyApfPb0bjYOKax5PO+Wd7MaqVla/k4W2ro3L5yXSP9X/hHUKmwsp0hbhYu+Cq8YVF40LLpr2545qRxqNjbye8TrL8pfh5+THX1P/yoyoGccd0ypbeWLrk2hWRxFsiOb6J0bgE3zy6Qa6+jbWLzhETZGO+FFBjL1pQLdGYZzvqvKbWfZaJnZhNVQZc5g1axax/aL46P55yPhwyU2PMXTaiYGCkwUX4Nj84U+PcHRXNRNviyduxPk3371VZ+SN//sQk6aBq666iqSkpL5u0nnh+++/Jycnh/vvvx9PT8+z3l5WFF4qrGKkhwv+NeVs3LiRhoYGQkJCmDhxIlFRUafdXlEUamtrO6pilJSUYLFYkCSJkJAQAgICOHDgAABjx45l5MiRqNVnn+dlxYoVZGRkcO2115KQkHDW25+N8vJyFi9eTFNTExqNhoSEBAYNGkRkZORZjaDIzs5m6dL2JKRz584967KiPa2l5RDpGTfi6BhM6pBv0Gg6d8FqtbZSUPgKZlMtKrUrapULKrULapXrsdeuaDReuLsP6vQ+O8NmM7In/Uaq9GVMTH0fD48hPbbvvnCwxcCrxTWsqdfiprJjip8H0309GevthtNJ/l49nV/Bu2V1PB8Twp2hf7xpYIJwoRABBkEQhNPI3lrBlq+OMuehwScdnVB8sJ4NCw6h0tjh5GZPq9bEDf8a3uX69Vl1Wby4+0WyG7JJ8Uvh8eGPk+CTgMVm4dGtj6Ldbk9qxeWduui12WT2rioifU0JCWOCGXfTgPN6uH9XtTQa+e7Fvdg7qrny0SF8u/hrSktLGT58OF5WI9s++xCNyzSGzbqc4bN/zY7fqjWx/LVMWpqODy78wmaVWfnmAarym5n5YAqhA/r2Yui3ZFnmo7e+oLKxkHGjJzFu8pi+btJ5o7m5mbfeeov4+HiuuuqqTm9ns9nQ6/W0tLTQ2NjIjh07qK6uxs/PjwkTJhAXF9el/z9Wq5WysjIKCwspLCyksrKSAQMGMGXKlC4FQH6734ULF1JXV8ddd92Fv/+Jgc2eYLPZeO+99zCZTEyYMIH4+PguTT/5RUlJCV9//TUqlYobb7yRkJCQHmzt2Wts/Jn9B+7Ew2MIKYMWojpDyV6jqZqsA3fToj+Cs3MUNpseq1WPzdYK/P57s4SbawKeXsPx8hyGp+dQNBrPLrVTURQOHf4rNTUr0Wh8UNk5MGzYKjSa00+puRBktxj4sLyedfVamq02nFV2TPB2Y4afJxN93HFTq/iysoGHj5Zxe4gvL/6m0osgCOcfEWAQBEE4DavZxqeP7yAw2oPpf0rueF9RFDI3lLJzaQG+oa5Muy8Zq9nGt8/vJTjWkxn3D+ryxbysyCzPX87/Mv5Hk7GJq2OvptZQS0F2NTOO3Ef8qGAm3HLm6gq/2LWsgPS1JYy6qj+DJ58/WcZ7gsVkY8l/09HVtXHVY2l4B7lgMBj48ccfycjIaJ8X3lyHpbwcleMtDJoYxZhrYjDozL8GF+4fRHCM50n3bzJYWPyfDFqbTVz1SCrewX2fSE1RFFat/IH0jH2EuQ3kzoev6esmnXc2btzI1q1bCQkJQa1Wo9Fo0Gg0Hc/VajWKoqDT6WhpaUGn09Ha2spvv/d4enoyfvx4kpKSejTPgSzLPbY/rVbLBx98gKOjI/PmzTuuLGxP+aVKS0+OlKirq+PLL7+ktbWVq6++mgEDBvTIfruqunoFhw7/FX+/qSQmvo4knTwnQEvLIQ4cmIfVpidx4Ov4+v5apUZRZGy2tmMBh1ZMpmqatftoatqFTpeJLJsBCVfXODw9hxEYOBsP90GdbmNR0VsUFr1GdNTf8PIeRXr6tfj6TiAp8Z2LJnBskRV2NOv5oa6ZNfVa6sxW7CWJUZ6ubG9u4RIvNz5PikJtd3GcryBcrESAQRAE4Qx2ryhk3+pibnp6BJ4BzlgtNjZ/cZSju6uJHuLPxFvj0Ti0fyE9uLmcrYtyGXtDLIlju3eXRWfW8e7+d/k652scTC7cevhpvLzcuPrvaWjsO58US5EV1n10iILMWqbek0RUyvk9tFRRFPL21qCrNxI9xA+vwJNf1CuKwroP289r+p+SiUw6fg54ZWUlq1evpry8HLu2VkI0fhjr04gbEUhNse6MwYVf6BraWPx/6ajUdlz1WGqXR6f0lE2bNrFlyxacWkO548Hr8As7P8r/nU9MJhMbNmygqakJq9WKxWLBYrF0PLdarUiShJubG25ubri7u5/w6Ofn16WpC+dacXExn332GTExMVx33XU9GgwxGo288cYb+Pr6cvvtt/fohWxLSwtfffUV1dXVTJkyhWHDhvXphXJp6QLy8l8gNPQWYmP+dUJb6up+JPvQX9BoPBk06CPcXOM6vW9ZNqHVZdHctIum5j1otRkoipXYmH91qopFbe1aDmbPJzBgDgkJ/0WSJEpKPyQ//yViY58iLPTmTrWjuaaaXYsXkXLZNAL7n5+JLX9hUxTSta38UKflh/pmPNVqlgzuf1YJIQVB6BsiwCAIgnAGBp2Zz57YQdyoIIZOj2T1uwepLdYxbGY/0qZFHvdFVFGUjmH11z05DM+A7icyy28oYMcH5bRVwzV/b79Lf7asZhvLXsukoULPFQ8PwT/i/EyOZTHZ2PxVDrm7azre8wl1JSbNn5i0gOOqYuz9oYg9K4sYeWU0Qy6LOOn+FEXh4MGDrFy2FIus4O8ahLUwHAeNc6eCC7+oLdGx9JUMvINcmPPQkI6A0rm2a9cu1q5di7M5iMSwkUy7L/nMGwkXvV/6xfjx4xk7tucS//34449s376defPm9cpUBpPJxOLFi8nNzaVfv37MnDkTb2/vHj9OZ+XlvUBp2QKiox8lNOROTCYTzs7OlJUtJC//BdzcEhmU/AEODt2bjmK1tpB96K80NGwiJPgGYmP/hZ2d/UnX1bVkk55+HW6u8Qwe/GXHFA5FkTmQdReNjTsZmrYYN7fTjy5RZJlvnn6cipxDIEkMmjSVMdffgmMPlw0WBEEQAQZBEIRO2Pj5EXL31ODoosHUZmXybQlEDT75SAB9k4lFz+7Gw9+Zqx4Zgl03kyvuW13E7hVFTLo9gQHDu57p3KAz8/1L+7DZZK75exquXqceTm0128jcUMrBLRUERLqTNC6EsDhvpF4cmtpU3craD7JprGpl2Ix+xI8KoiCjjrx9NdQU6QAI6OdO/1R/7B3VbPoihwHDA5l425lLSTbX1/H+809j9PBBpbJnRNoYJk659KzumBZl1bPm3SwiEn2Ycm/SOU+auX//fpYtW0agVzjWIxFc9+QwMXpBANoDaUuXLiUrK4vbb7+diIiTB9zORlNTE2+99RYDBw7kyiuv7IFWnpwsy6Snp7NhwwYURWHChAkMHz68T8pvKorMocMPUVOzEm3zlRw86MyQ1KM4O+/Fz/cyBg58FZWqZ8oiKoqNgsJXKSl5D0+PoSQlvYW9/fGjsEymWvbuuwIJO9KGLsXhd5+bzQ3s2TMTldqZoWnLUatPHXzev341Py14h/G3zkNbV0vmmpU4urkxdu4dJFw64aKZZiEIQt8TAQZBEIROaKjUs+iZPbh5OzLtT8n4hp7+rk/evhrWf3So22UO9U0mvvzXTiKSfJlyd2KX9/OLhgo9i/+TjruvE1f+bQj2jscPAVcUhYKMOnYszqel0UhonBcNFXraWix4+DmRODaEuJFBOLqcvI59S6ORkuwGSg81UH60CU9/Z5LHh9I/zR+15tR3/fPTa9n4+RFUKjsm35lAeILPcZ/r6tvIT68lb18N9WV6oD3YMOehwafd72/tX/cDGz7/GPcR46iqbyAmJobZs2fjehZ38H5J+hmT5s+kOwZid47mAufm5vL1118TER6B5WAkwf29j8sJIghms5m3334be3t77r33XlSq7o2y+e677zh69CgPPPAAHh69n0hQq9WycuVK8vPzCQ0NZfbs2fj5nfvpXLJsZsvWq7FaD2OzhaLRlFFWOhCtdgJpaUMZPHhwj5bYrK5ewZGcv2Ov8SE5+f2OkQg2m5GMjBtoNeSTOuRb3NxOnnenqWkXGZk3Exg4i4EJr5x0HV19LZ88PJ+gmAFc/eSzSJJEbXEhPy54h6rcHELiBjLpzvvwDY/ssfMSBOGPSwQYBEEQOqm6SIunnzOOrie/uP699QsOkZ9ey9WPpXZ5SsJPnxwmd18NNz014rjpAd1ReqiBVW9nETHQm6n3JXdcJNeVtbD92zwq85rxCXXlkmtjCIn1wmaRKdhfS/aWCqrytag0dsQMDSBpbAg+Ia5UFWgpzW6g5FADjZWtALh5OxIa50V1kY6mqlac3DQMvCSExEtDcPH8NYeBzSazc0kBB34qI6CfO5fPS8TN+/SJ6pqqWyk93EhMWgDO7icfVnwysmzjy8cfolXXTPLcu/lp40YcHR254oor6N+/f6f3k7G+hJ1LCogfFcT4uXEdozq0Wi05OTlERkYSEBDQ6f2dSXl5OZ9++im+vr4MCh5P+g/lXPN42nk7zUXoOzk5OSxatIjLLruMUaNGdXk/ZWVlLFiwgLFjxzJ+/Pgzb9BDFEUhKyuLtWvXYjabGTt2LKNHj+52sORsVFVVsXDhOwxJ3Yi9fT0x/Z+iuTmRvXv3UlpaikqlIjExkaFDhxISEtIjd/51uoNkHbwXi0VLQsLL+PtNJfvQn6mtXU1y0nv4+U067faFha9TVPwGCfEvExR0fOUURVFY+tJTlB3J5rb/vo2H/6+j4BRZJnvzj2z9ciEmQyup0+cw8qrrsXfquQCKIAh/PCLAIAiC0EuMrRYWPbsHe0cV1zwx9KwSMwLUlbbw7Yt7GTwpnFFXdf4CuDOyt5Sz5etcBk0II3VqBLtXFHJ4eyUOzhqGz44iYUzwSe/O15e3kL2lgqN7arCabKjUdtisMnYqieAYT8IH+hAx0AevIGckSUJRFMpzmsjaVE7xwXrsJInoVH+SJ4Ti6unI+o+yqSrQkjQ+lNFX9Uel7t1h0ZW5R/j6n48wZOosEqbO5vvvv6euro6RI0cyceLETif1272ykH0/FJM4NoTgNDv27dtHbm4uiqIgSRLDhg1j/Pjx3c7q39DQwIIFC3BwcODmubey5PksgqI9mD6/89nnhT+Wr776iqKiIu6///4ujTyQZZkFCxag1Wp54IEHulWSsqv0ej1r1qzh0KFDBAQEMHXqVCIjI3v9uGazmffffx+z2cy8eTejVhtwdv71uDU1Nezbt48DBw5gNpuJjY1l1qxZJ4yCUmSZxqoKfELCOn1sk6mOg9l/QqvNwNNzOM3Nu4mOfpTIiHvOuK2i2MjIvBmdLothQ5fj4hLd8dmRbZtY/dYrjL91HkOmzT7p9gadlm1ffUr2pvWoNBqCYgYQGp9EWEIiQTED0Dj0fHUSQThfFGbs5dCWnxh78524+56bUVMmQyv716/m4E9riRs9jtHX3oTUB9PCeosIMAiCIPSisiONrHh9P0njQ7n0us5n7VYUheX/y6ShopW5z4zAwblzoybOxvbv8jjwUxlqeztkq0LSuFDSpkeecvrDb5narBzdVY221kDIAC9C47xOmG7xe821BrI3V3BkRyVmY3twQlJJTJgbR8zQnrvjfyY/ffwe+9etYtbfniQyJY1169axb98+goKCuOqqq/D19T3jPvR6Pcs+/5HCihxktREXFxcGDx7MwIEDSU9PZ9++fbi4uDB58mSSk5O7NJ9cr9ezYMECTCYTd955J8V7W9i1rFCMXhBOq6mpibfffpvY2Fiuvfbas97+4MGDLF68mNmzZzN48OBeaGHnHTlyhNWrV9PS0kJERARjx46lX79+vZYvYPny5WRmZnLLLbcQFRV1yvVMJhN79+5l06ZNODo6MmvWrONKbW7+7EPSf1jOkGmzGXvzHdjZdS64LMsmjh59isqqbwkMvIKE+P90+lyNpmr27JmJg4M/yUnvYzJVo23MYeeKD3D1syMwLgCjsRyzuQ6VyhWNxgON2hO1xgONxhON2hNji43GQisVmQZqi4pQFBk7lZrA6BhCExIJS0giPGlQp89HEM539WUlfPXkw1hMRpw9PJn5l78TmtD96ain0trcRMbq5exfvxpzmwGf0HAaykuJGTaKqfMfQtMLpYb7gggwCIIg9LJt3+SStamcmQ8OOiG3wKkUZdWz+p0sLr0+lqRx3St3eSqyrLDxsyOYDFZGXhHdpeoUXWE2WsnZWU1NsZbUyyPxDj43x/2F1WJh0b8epbm6krkvvY5nQCA5OTksX74cq9XK5MmT8fPzw2q1YrPZTliKi4s5fPgwsizj4eSPXOXNJZPSGDbj11EmlZWV/PDDD1RUVBAWFsa0adMICgrqdBtNJhOffvoptbW13HbbbXi5+rHo2T0E9HNnxv1i9IJwelu2bGHTpk3MnTv3rKb/WCwW3nzzTZydnbn77rv7JNHiydqUnp7Ozz//TEtLC2FhYYwdO5bo6OgeDTRkZ2fz/fffc8kllzBx4sRObVNTU8OSJUuoqakhNTWVyy+/nLKD+1n28jMdFw5RQ4Yy/cFHOj3tQFEUWvSHcHWJw87u7Mqk1tdv4kDWXb/bH9hr/HBxicTRKRQHhwBstlYsFi0WSxNWixaLtRmLRYvVqgMUfHzG0S/sURpKdJQfOUT54YPUFOYj22xEDRnKjD8/dtFcCAl/XMZWPV8+8VfMbW1Me+Bv/PTxe2hrqhh7810MnjKjR3+/NNdUs2/lErI3b8BmtRI7fDTDZl+Nf79oMlavYMvnC/CL7MecR/6Jm8+Zb3Kc70SAQRAEoZdZzTa+fWEvBp2ZOQ8NOWOCSJtNZtEzewC4/l/Dznm1gj8CbW01n//9z3j4B3LDM/9BbW+PTqdjyZIlFBcXn3ZbBwcHUlJSSE1Nxc/Xj58+PcLR3dWMvro/KZPCO9aTZZkDBw6wYcMG2traSEtLY8KECTg5nT6Xhs1mY9GiReTn53PttddirnRl98pCZKvClY+cvyVGhfOH1WrlnXfeAeC+++5Do+ncCKitW7eyceNGbr31Vvr163py2t5gsVjIzMxk+/bt6HQ6QkJCGDt2LDExMSeUCrZYLJhMJsxmM66urmec5tHU1MR7772Hn58ft99++1nlfLBarWzcuJEdO3bg5emBcvQg3m4u3PjcKxza8hM/ffwuPqHhXPHov3D36155y86ob9iMsa2CpvJWtnz8HUMuv4VRV93cqW1l2UJ5+ecUFv0PRbESGXEfERF3Y2fngNnYRvamDWz+9CMCoqK54rF/4+zh2bsnIwi9RJFllr78DCVZmVzzrxcIjRuIydDKmrdfpWDfbhIuncCkefPR2HdvilhjZTk7v/+aozu2YaeyI2HsRIbOvBKvoOPL/hZm7uWH119G4+jEnL/9g8D+nR/xej4SAQZBEIRzQFffxpL/ZiDLClc+PATPgFPfzcraVM62b3KZ9qdk+iVf+JHs81VB+m6WvfwsgyZPZdJd84H2oEBZWRmKoqBSqU66ODs7H5erQbbJrF9wiIKMOsbdNICBl4SgKApWs4zJYEXX3MKOXds5dPQAGo2GuLg4EpMSiYqKOiHng6IorFixgszMTC4ZNoG6dEcaKvSEJ3hzyfWxePqL5GtC5xQUFPD5558zfvx4xo4de8b1W1paePPNN4mKiuL6668/By3sGqvVyv79+9m2bRtarRYvLy/s7Owwm80dQYXfcnBwIDU1lREjRuDufmJwzmazsXDhQurq6rj33nvx8vLqUrsKCwv46rPPsCowYmgak6dOQ6VSUZK1n5WvvYhKo2H23/5BcGxcl/Z/NkyGVj556D4c3dyZ++JrqNRnN8XOaKomL+95amtX4+QUyYDYp/DxuQRo/7256n8v4+LlxVWPP33ChZIgXAh+/vYLdi1exMQ77iPl8ukd7yuyzK4l37Djuy8JiOrPrIefwN23a4HBQ1t+4scF7yBJdgyaPJXUabNx9T71KNb60mKWvvwshuYmpsx/iAEjx3TpuOcDEWAQBEE4RxqrWln6SgZqezuu/FvqSaslmAwWvvjnLnxCXZj9l8GiNnkv2/rlQvauWMy0B/5G/JhxXd6PzSqz5r2DlBxqwNFFg9lgRZaP/xtqVesxuJRjdmhAsbOhUdsTFxdHUvKvwYZNmzaxZcsWwjwTMOb44urlwJhrYoga7HfR9QXZZqMgfTdWkwlnTy9cPDxx9vTCydXtokp21Ze+++47cnJymD9/Pt7e3qddd/ny5Rw4cID58+fj49O5qVx9yWazceDAAY4ePYparcbe3h4HB4fjHjUaDXl5eRw+fBhJkkhKSmLkyJEEBv5aSWHjxo1s3bqVq6++msTErs+93vHdl+xY8i3el15GaU0dYWFh3Hzzzdjb29NQUcay/3uGlsZ6ptz3F+JGnzng0x0bPniLgxvXc+PzrxAYHdPl/TQ0bONo7lO0tRXj7z+NmJgncXQIpCrvKEv/72kArnjs3wTFDDjDngTh/JG/dxfL//scA8dN4vJ7/3zSv60F6btZ/eYrqNRqZv7174QN7HxZaIvRyE8fv8ehLT8SlpDEtAf+dtrAwm8ZtM0sf+UFKo8eZtS1NzHiyusvyL/9IsAgCIJwDtWVtrDs1QycPRy44uEhJ5RZ3LE4n8wfS7n28aH4hbv1USv/OGxWK989+wS1RYXc9MJr+IR2Puv771nNNvauLsZssGLvrMbBSY2DsxoHZw0OTmrsndWYDVYKMqs5lJ2LTq48LtgQFhZGYVEBzuZAXJtjSZkYTtr0yDMmz7zQKLLM0Z3b2PHdVzRVVZzwuZ1KhbO7B86eXrj5+OIfGUVg/1gCo2Nxdj/7qgh/ZDqdjrfeeouIiAhuvPHGE76oKopCYWEhW7dupaSkhBEjRjBlypQ+am3vaWpqYteuXWRkZGCxWIiOjmbUqFHY2dnx6aefMnjwYGbPPnmFhc4oO5TFd8/+g/gxY5l6/8NkZGSwYsUKZs2axZAhQwBoa9Gx4pUXKD+Szcirb2Tk1Tf0yoVDaXYW3z37BGkzr2Ts3Du6vT9ZNlFS8iHFJe8gSWpCQ28hLPRmDI1Wlrz4FPqmRqb/+VH6pw3vgdYLQu9qqCjjqycfwisolOuf/j/U9qcudd1YWc7y/zxHU3UlqdPnMGjSVDwDT59LqaG8lJWvvURDRRkjrryekVdff9ZJUa0WCxs+eJPDWzcSN3osl937YLenapxrIsAgCIJwjlXmNbPyjf14Bjoz56+DOypE6Orb+PKpXcQODWDirQl93Mo/jpbGej5/7M84u3tw0/Ov9lryMkWWMei0OLq6YWenoqZYR156NYeycmgyV2B2aEBj9iDOdxRjb4zDJ9gVq8VCS0MdutpazEYD/QYPRd3J+fTnG0VRKNi3m5+//YL60mJ8QsMZfe1cfMIiMDQ30aptorW5fTFom2ltbkJXV0tDRVl7pjrA3c+fwKiYYwGHGAJjBlxwX7zOtR07drB+/Xquu+464uPjgfZ/i7y8PLZu3Up5eTlubm6MHj2atLS0TpdqvRAZDAb27dvH7t27aW1tRZIkvL29ueeee7A/zYXGafep0/L5ow+gcXRk7kuvY+/ohKIovP322zg4ODBv3ryOdW1WCxs+eJtDW34kOm0442+dh4d/4Gn2fnaK9qez7r3X0Tg4cMvLb/Zoecm2tlLy81+mtm4tkqQmIGA6/l7Xsv7NRdQUFjDxznsZNHlajx1PEHqayWDgyycfwqhvYe6L/+tUSUqTwcBPH79Lzs9bUGSZ8KQUBk2aQnTa8BOmHv0yJcLe0Ylp9/+NiOSULrdVURT2LP+ezDUruPH5V89Z+cyeIgIMgiAIfaDkUAOr38kiINKdmX9OQWOvYt2H2RQfrOemp0fi6iUums6lkqz9fP/CP0kYM44p8x/q0TuL9aXFHNm+mZwdW9HV1QLg6Op27C69J87uHtipXGjTq1E7KKjVrejqa2mpq0Xf3NRxcQ0QFDOAWQ890enhlucDRVEoycrk528+p7ogD6+gYEZecxMDRo7p1J0dc5uBmqICqgvy2pf8XHR1NQC4evsw6a4/EZ0q7p6eis1m4/3338doNDJ//vyOEQtVVVV4eHgwZswYBg8efFEHFn7PYrFw8OBBDh8+zKRJk46bMnE2FEVh6f89TenB/dz4/Kv4R/5a2nLXrl2sXbuWe++997j9K4pCxurlbP/mcxRZJm3GlQybczX2jqdP/no6Bp2WzZ9+yJHtm/EODmX6nx89ri09yWAooaz8U6qqvsNmM+DpMZzKvS7kbqok5fKZxAwbiV9EP5zcRDJa4fyhyDLLX3mBwow9XPPP5wlLSDqr7Vsa68netIGDG9fTUl+Hs4cnA8dNInnC5bh4eh0/JeLBR3D1Ov2UtM4yGVpxcD63lbZ6gggwCIIg9JH89FrWf5RNWLw3Qy6PYNlrmaRNj2T4zN75Yiic3s7vv2bHd18y+e77SZ7YvWHiuvo6cn7eQs72zdSVFiPZ2RGZPJiI5CGY2wwYdM0Ymptp1TZj0GkxaJswtbZip1Lh5uuHu68/7n7+uPv64+EfgLuvHy2NDfz44dvYOzkx86+PExJ3/o9yqS8t5scF71KRcwh3P39GXnUDCZdOwO4ssvSfjEGnpTI3h5+/+Zz60mJiR17ChNvuxsWzawn6OkORZRory6nKO0qrtpmUy6ZdMF/8SkpKWLhwIU5OTrS1teHt7c0ll1xCcnLyWVVMEI63b9VStny+gAm338PgKTOP+8xgMPDKK68wePBgZsyYccK2LQ31bPv6U45s24SrlzeX3Hgb8WPGnVX+EUVROLJtE5s++wizwcDwK65h2Jxrz8koJ4tFS2XlIsrKP8NkqkYxe1O2w4HGox6AhJuPH36R/fCPjMI/Igq/yCg8/AMuyPnkwoXNYjSye9l37F76DeNvu5shU2d1eV+ybKP4QAZZP66jMGMPiizj5O5BW4uuy1MiLkYiwCAIgtCHDv9cyabPc7BTSzg6a7jpmREX3Zz7C4Us21jy4lOUHz5IzPDRRKcOIzIlFUeX05cVhfYv+o0V5ZQdPsjRnVspP3IIFIWgmAHEjxnHgJGXnLGkm81qQbKzO+2Xk/qyEpb/9zl0dbWMv+0eBk2eet5+Ydc3NfLl439BlmVGXnUDiRMu6/ELH5vVwt4VS9i1+Gs0Do6MveUuBo6d2CM/E31TI1X5R6nOz6U6/yjVBXmY29o6PvcKDmXOI//AOzi028c6F9asWUNxcTGjR49m4MCBIrDQTdX5uXz9r0eJGpLGrIefPGmfW7JkCTk5OTz88MOnLJVZmXuETZ98QHVBHkH9BzD+trs7lTRRW1vNhg/fpiQrk6DYOC67+wF8wyK6fV5nS5Yt1NauprR0AS36Qzjbp6FqnEFdcTV1JUU0VpSjKDIALl7e7YHWQUOISEoROVWEHtfa3ERdcSE1xYXUFRdSW1LUnutHUYi/ZDxTe3CE4i+jGipyDjN05lXdmhJxsREBBkEQhD62/8dSfv4+n4m3xhM38vQJhITeZdBp2fbVpxSk76ZNp8VOpSIkbiDRqcOIGjK0oySb1WKhtiifipzDVBw9TMXRIxhbdED7hWf8mLHEjx53xoRQXWFs1bP6zf9SlLmPxPGTmXjHfadNVNUXrBYL3z79d+pLS7jhuf/iFx7Zq8drqChjwwdvUpFzmPCkFCbPux/PgM4Pe9c3NVJTmE9tUQE1RfnUFOajb2wA2pNO+kX0IzA6lqCYAQRGx2LQNrHytZeQbTamP/gI/Qaf9HvUBcNqNrNrySIik4cQmtD1SgoXO0VRqCspImfHVrI3bUCtsefml9/AyfXkCXlLS0v5+OOPmTlzJqmpqaferyxzeNsmtn31Ca3NTcSPGUdQbBwaB8f2xdHh1+cOjhTt38fP336BJNlxyY23kjJ5Wp9XXlEUhbLyT8jP/z8c7P1ITHwDD4/BWMwmGkpLqCkqoOxQFiUH92PUt4AkERjVn8hBQ4gclEpQzIBuj2wS/rh2LV7E/vU/0Nrc1PGeu18A/pH98IuIIiAqmn4paaKPnSMiwCAIgnAeMOjMJ1SUEPqOLNuozs+lIH0Phel7qC8rAdqDB87u7lQX5GGzWNrfCwomeEACIQMSCIlLwCsopNdHFSiyzI7vv2LX4kUERscw6+EncfPx7dVjdpaiKKx//02yN61n5kOPEzt89Lk5rixz4Me1bPtqIbJNZuTVNxDQrz82q+XYYsVmOfZotWDQNrcHFArzf/1SKkl4B4Xg3y/6WEAhFr/IqJMmktTV1bLsv89RV1LEJTfcytBZV523o0lOR7bZWPHqixTs2wWSxPA51zDy6htR/YFyMpxJU3Vl+5Snn7fSWFHWMeVpzA23njbXgaIovPPOO2g0Gu6+++4zHsfcZmD3su9I/2FZx++XU4kaMpSJd/7pvEv+ptNlcTD7AUymaqKj/0Z42J1I0q/BD1m2UVOYT/H+DIoPZFCVdxRFkXH28OSGZ/97VoFBQQDIWLOSTZ+8T2RKKpHJQzqCCo6uZx59KPQOEWAQBEEQhDPQ1ta0Bxsy9mBuMxAcG09IXALBsfG9Ou//TPL27GDN26+hcXBg7Nw7cPb0Qm1vj8beAZVGg9reof21g8M5yxeQuW4VGz9+jxFXXsfo624+J8f8rZaGen5c8A6F6XtOu54k2eEdEkpAVH8C+kXjH9Uf/4h+2Ds5d/pYFqORte+9Tu7Obb1WTsxiNNJQUUZDeSmNFWWYDIZjnygoigIKKCigKGgcnRg666pOJxhTZJm177zG4W2buHTuHTRWlJO9aT2B/WOZ/sAjvTIC50Khq68lb/cOjmzfQk1hHgCh8YnEjb6UmOGjOz28/5dkj/fccw9BQZ37eVotFsyGViwmIxajEYvJ1P782Gsndw/CEwedtwEti0XHkZy/U1e3Dl+fCSQkvIxGc/Lfk0a9nuKsDFa/8V+GzbmaMdffco5bK1zI8vfuYvkrzxOdOpxZDz8u8h+cJ0SAQRAEQRAuYA3lZSz/73Pt80xPwzskjNgRYxgwckyvzdUuO3yQ75/7B5GDhjDnkX/22bBtRVGoLSrAYjKi0mhQqX9Z1Mdeq7F3cu6RqSWKorBn2Xds/+ZzAvpFM+vhJ7t8V1nf1EhJVib1ZSU0VpRRX1baUTEDwE6lxsH5WABEkjouMCVJAknC2KLD0c2dWQ89QXBs3BnbvemTD8hcu5LR185lxFXXA5C7azvrP3gT2SYz8Y57Sbh0Qp9dyJoMrZQdzkZXV0ObTotBq21PkKrT0aZrxqDVIqlUjLnuZpInXt6t/ibbbFTm5VCUsZfCjL0do5b8+0UTP3osA0Zd2qVRQm1tbbzyyisMGjSImTNnnnmDi4SiKJRXfE5e3ovY2/uQmPg6nh6/ThOx2YxYLI2YLY1YzE1sW7SQuhyFu974+LwNnAjnl6r8o3z79BP4hoVz7b9f7NGyrEL3iACDIAiCIFzgrGYzDeWlWMwmbGYLVosJq9l8bDFhbG2l5EAGZUeyQVF6Jdigq6vli8f/gqObOzc9/8oFU2GhpxSk72H1m/9Bbe/A5LsfIDJ5cKcCGIosU5J9gKwf11CwbzeyzYZKrcY7OBTv0HB8QsPwDY3AOzQMz4Cg005dqCspYvl/n0Pf2MCEO+4jeeLlp1z352+/ZNfir0mdPoexN9953EWdrr6ONW+9QvmRbOJGj2XSXX/q8r+nxWikujAPZ3cPPPwDT/szUWS5ffj8gQyKDmRQlZeDIrcnCJQkO5zc3dvLu3p44OTmgbOHJ/WlxZQdPkhYQhKT73kAr8DgTretTd9C8f50CjP2Urw/HWOrviPvStSQoUSnDuvIu9IdS5cu5ciRI6dN9nix0ukOkp39IEZTBa6ucVgszZjNjchy2wnr6iudSRn8LhEDx/RBSwWAwoy9bPl8ATHDRzPosqm4eXc+qCbLNpoqK/AMDO71KVba2mq++sff0Dg4cMOz/+3TkYTCiUSAQRAEQRD+IFqbm8jbvYPcXdspP3IIRZHxDgljwMhLSJ40pcu1uy0mI4v+9RjNNVXc9MKrF0xlhZ7WPprkWZqqKlHbOxA2MOlYErshJ+TmMOi07XXVf1pHc00Vjm7uJI6bRMKlE/AJCetyMrI2fQs/vP4yJVmZDJo8jfG3zUOlPr56R/oPy9j82Uckjp/MZfc8eNI7xrJsY8+y79nx3Ze4+fhy+b1/JjQ+sVPtMhkMFGbsIW/3Dor2p2M1m9o/kCRcvX3wDAjEMyC4/TEwGKvZRPGBDIqzMtuTpUoSAf1+SQA4GO+QMJxc3U46QkFRFA5uXM+WzxcgW62Mum4uqdNnn3Ko9C9l5g7+tJ7CjD3INhtO7h5EDU6j3+ChRA4a3OPBsbKyMhYsWMCMGTNIS7uwE4J2hdXaQn7ByxiNFWg0XthrfNBovNqf23uj0Xijaz7C0aPPIEmODEl7H2/vUX3d7D+chvIyvvrHQ6jtHTDotNjZ2dF/2CiGTJlJ8ID4k/6eUGSZytwcju7cRu7un2ltasQjIJBR19xE3OhLe2XKQpu+ha//+Qht2mauf/Y/+ISE9fgxhO4RAQZBEARB+ANqbW4ib89Ocnduo+xINnZ2KuLHjGXItNmnTVz3e4qisPrN/5KzYytXPPYvogYP7cVWn/8sZhNl2VntF8wH0mmqqgTA3c+fyEFDCI6Np2h/Onm7dyDbrITGJ5I8aQoxw0b1WDUQ2WZj29efsm/lEoIHJDDrocc77vAd3LSe9e+9Qezw0Uz/y6NnvACozM1h9Vv/RVtTjUqjwSc0HL/wfvhFROIbHolfRD+c3T1o07dQsG83ebt/piQrE5vViouXN/2HjqRfSirmNgPNNVU0V1fRXFONtqbquIzvzh6eHcGYiOTBZ13CsKWxnp8WvEvBvt0ERsdw+b1/xvc31Ut0dbUc3LSB7M0b0DfU4+TuQcKlExgwYgyB0TG9Op1HURTeffddVCoV99xzT68d50L3w7uPIQWuwsHDTFS/PxMZ+afjEkQKvcfYquerJx/CZDBw0wuvIdts7F//A9mb1mNqbcU/MprBU2YQN3osKo2G6vxcju7cytFdP6NvqEel0dAvJY2wgclkb95AXXEhPqHhjL5uLv2HjuyxaS9Wi4XFz/+Tqrwcrn7yOVH15jwlAgyCIAiC8AfXXF1FxpoVZG/agMVkJDxxEKkz5tBvUOppL7wURWHfyiVs/XIhY66/heFXXHsOW31h0NZWHws2ZFCafQBzWxsOLi4MvHQiyZOm4BMa3mvHzvl5C+veewNHV1dmPfwELQ31rHrt/whPGsScR/+FWqM5805or26Qv3cXdaXF1JUUUV9afEJwwKhvQbbZcPP1I3b4KGKGjSY4Nu60/cdsbENbUw2ShG9oeLcv8hVF4ejObWxc+D6m1laGX3ENvmERHNy4nuKsTAAiBw0hacJlRKcOO2FkR2/avXs3a9as4e677yY4uPPTOP5ICtJ3s+LVpxl5ry+tlp/x8b6UhIRXsLfv2sgqoXNk2cbS/3uG0oMHuOZfzxMaN7DjM4vRyOFtm8hcu5KG8lKc3NzRODqhq6vBTqUmMmUIcSMvITpteEeCXEWWyd29g5+//YKmynIComIYc91cIgYN6VagQZFlVr/1Cjk/b2H6g48QN3pst89d6B0iwCAIgiAIAtCe0T3rp7Vkrl2JvrEBr+BQUqfNJqBfNLr6WrR1tejqatDV1aKra39tMbYRO2IMM/7ymEjOdgY2q5X6shK8g0POWUKy2uJClv/3eVqbGgAIiIrh6iefRePYveMbtM3UlRRTV1pEfWkJzp6exA4bRUB0TJ/3A4NOy+ZPP+TI9s0AuPn4kTh+EonjJuPu598nbfol2WNycjKzZs3qkzac72xWC+/dcwsRySmkXB1Gbu6z2Nt7k5T4Jh4eQzrWUxQFq1WH0VSFyViFxdKMn98k1Gq3Pmz9hWvrlwvZu2Ixk+fdT/KkKSddR1EUyg5lsX/9D9gsFmKGj6b/0BE4upy6FKRss3F42yZ2fv8VurpaQuMTGXP9LYTEJXSpndu+/pQ9y75jzA23MnzONV3ah3BuiACDIAiCIAjHsVmt5O7azr5VS6ktKjjuMwcXF9x9/XH3C8DDzx+voBAGjpsoMnifx9padKx56xWMej1XPv70H6Y+fHnOIawmE+FJg86L8nXLli3j0KFDPPzwwzh2M8Bzsfrxo7c5tGUj933wOUZrIdkHH8BoqsTfbwoWS3N7UMFUhc1mOG47b6/RpKR8IqZUnKUjP29h9Rv/YdDkqUy6a36vHMNqsXBw4zp2L/mG1uYm4i8Zz9i5d3Q6MaOuvo5tX31Czs9bSJ44hUnz5vd5EFM4PRFgEARBEAThpBRFoTI3B4OuGQ+/ANz9/E97x0oQhFMrLy/no48+Yvr06Qwd+sfOVXIq5TmH+ObfjzF1/kMkXDoBi0XH0aP/pLl5Lw4OATg4BuHoGIyjQ1D7c4cgmrXp5Oe/SGzsvwkLvaWvT+GCUVNUwKJ/PUpAVDTX/PP5Xp8yZDEa2bP8O/auWIxKY8/o6+aSctn0UyaOtZiM7Fu5lD3LvwdFIW3WlYy86oYuJ8AVzh0RYBAEQRAEQRCEXqYoCu+99x6SJHHPPfeIu7AnocgyHz14F97BoVz1xDOd20ZROHDgDpqa9zBs6EpcXDqfpPaPyqBt5osn/oqiKMx94bVzWuaxqaqCjQvfp/hABn7hkUy880/HTZv4JZfK1i8W0tJQR+yIMVx60+14+AecszYK3XO6AIMYYyQIgiAIgiAIPUCSJFJTU6murqaysrLjfVmWaWtro7GxkcrKSoqLi7FarX3Y0r4j2dkRN3osJVn7j0sketptJIn4+Jews3Pk8JG/Icud/9kpisz5eEO1N9msVla+9hJtWi1z/vaPcxpcAPAKCuHKx59m1kNPYGxtZdG/H2XtO69h0DZTU5jPN089xg+vv4yjmxvX/fslZv717yK4cBERIxgEQRAEQRAEoYcYjUZeeeUVHB0d0Wg0tLW1YTQaT7jI9fDwYPz48SQnJ2PXiyU0z0f1ZSV8+rf5jL/tboZM7XxCzJqaH8g+9CBR/f5Cv34PnHH91tZCDmTNw9UlhqSkd/4Q+Rv0jQ1s+/pTDm/dyLT7Hyb+kvF92h6L0ciuJYvYt2oZKo0Gi8mIk5s7Y66/mcTxk8+L3Cm9RZat1NWtw9NzKA4OfZN8treIKRKCIAiCIAiCcI7s3r2b3NxcnJycOhZHR8eO5zabje3bt1NVVYW/vz8TJ04kNjb2DzWl4rNHH0Cl0XDT86+e1XbZh/5Cbe0a0lK/x9096ZTrNTfv40DWPciyEVk2EhPzD8LDbu9us89LFqORvL07Obx1I6UHD6AoMsPmXMMlN9za103r0FBRxq7Fi3Dz9WP4nGtwcHbp6yb1Kq3uADk5/0CvP4yjYyiDUz7F2Tmyr5vVY0SAQRAEQRAEQRDOI7Isc/jwYTZu3EhjYyNhYWFMmjSJiIiIvm7aObF3xWK2frmQO/73Pl5BIZ3ezmLRsnv3VFRqN4YNXY5KdWK1jtratRw6/FccHIJJGfQxefkv0NCwlaFp3+PmNrAnT+OUqvKOcnTXdvoPHUHIgIQeDx7Jso2y7IMc3raRvN07sJiMuPsFkHDpeOLHjMc7uPM/U6HnWK0tFBS8QnnFFzjY+xMefhfFJe8gSWoGp3yKq+uAvm5ijxABBkEQBEEQBEE4D9lsNjIzM9m8eTN6vZ7Y2FgmTpxIQMDFPSe9paGeD+bfzsirbmDUNTee1bYNDdvYf+A2wsLuIDbmyeM+Ky1tDyh4uKeQnPwB9vbemM2N7NkzA5Xa5VhQwrknT+U4iqKQ9eNaNi58H9nWnivCv180qdNmEzvyEtSa7lVy0Dc2cODHNWRv2oC+sQEHZxdiR4wm4dIJ7YGMP9h0m/OFoijU1q0hN/dZzOY6QkNvJjrqIdRqN/SteWRm3oIsm0lJ+RgP90F93dxuEwEGQRAEQRAEQTiPmc1mdu/ezfbt27HZbNx6662EhYX1dbN61bdPP46+qYHbX3v/rO/wHz36FOUVnzN48Bd4e41EUWTy8l+grGwhfn6XMzDh1eNGNzQ27iBz/y0EB11DfPyLPX0qAFjNZn76+F2yN20gMiWVy+5+gMKMPWSsWUljRRnOHp4MmjyNQZOnnlXiRUVRqMo7SubaleTu2o4sy/RLSWXg2IlEpQ5DY+/QK+dzsTCZ6tBq0/H1HY+dXc//rNrayjia+28aGrbg5jaQuAHP4e6e/Lt1SsnIvAWLpZHk5Pfx9hrZ4+04l0SAQRAEQRAEQRAuAHq9ngULFmAymbjrrrvw9vbu6yb1mqyf1rHhgze56flXCewfe1bb2mxt7Nk7E9lmIm3oUo4e/Td1dWsJC72NmJgnkKT25IFGoxG1Wo1arSa/4D+UlLxHYuJbBPhP7dFz0dXXsuKVF6kpzGPEldcx8pobOxIYKopCSVYmGWtWUJS5D5VazYBRlxIzfDQefv64+frh4OxyQpDFarGQu2s7mWtWUF2Qh72TM0kTJpNy2Qw8A4N6tP0Xq18u7I3GMhwcAgkPv4uQ4OtRqZy6vW+LpZmysk8oKf0QSVIRFfVXQkNuxs5OfdL1TaYaMvffSltbCYmJb+HnO7HbbegrIsAgCIIgCIIgCBeI+vp6FixYgLOzM3feeSfOzr03pL8vGVv1vHf3XAZNnsb42+4+6+212v2kZ1yLnZ0TNlsr/aMfx9FxBuXl5ZSXl1NWVkZ9fT3h4eHccsst2NkppGdch8FQxPBhP+DoGNwj51GafYBV//s/bFYLU+c/TP+hI065bmNlBZlrV3Jo849YTMaO9+2dnHDz8cPd1w83Xz/U9g7k/LwFg7YZr+BQhkyZScLYCdg7dv/C+I9Cr88lc/+tyLKZ/tGPUF2znObmPWg03oSH3U5o6M2o1W5nvV+TqY7SsgVUVHyFzdaKv99UYmKe6FR/Mpsb2X/gDvT6IyTE/4fAwM5XUTmfiACDIAiCIAiCIFxASkpK+OyzzwgNDeXmm29GrT75XdEL3fL/Pk9l7hHuefdT7FRnX7IwO/v/qKldSEPDHPLz3DGbzQA4OTkRGhqKp6cne/fuZdCgQcyZM4e2tlL27J2Fs2MMrUcvI2f7Vly9ffCPjMIvIgr/yH74RfTrVJUDRVHYt2op2778BK/gEGb/7Um8g0M71W5zm4GGijJa6uvQ1df9+tjQ/tjWoiNqcBqDp8wkIilF5FY4SzpdFpn7b8fOzv5YcsX2ETLNzfsoLnmHhoYtqFSuhIXeTFjY7djb+5xxn0ZjJSUlH1BZ9Q2ybCUgYDqREfeddeJGq7WFA1n30Ny8h7gBzxISckOXzrEviQCDIAiCIAiCIFxgDh48yOLFi0lKSuLKK6+8KMtY5u7+mZWvvshVTzxD5KAhnd6utLSUn3/+maNHj2JnJ+PvH0xoaCihoaGEhYXh7e3d8fPavHkzmzdvZvLkySTFxrDnp2eR/FdTvc8PN9UszMY2aosKaGvRdezfIyAQ/4go3P38UGQFWbahyDKyzYZsk1FkG7qGOsoPZxMzfBRT7vsL9k49N9JEkeWLLqggy2YkSY0k9e55NTXt5kDW3Wg0XgwZ/BlOTuEnrKNryaak+D1q69ZiZ+eIp2caDvb+2Dv4YW/v2/7c3g8HBz9k2Uxp2cdUVy8DJIICryAi4p5ulZ202YwczL6fxsatjBi+Dmfnfl3eV18QAQZBEARBEARBuABt3bqVjRs3cumllzJhwoS+bk6Ps5rNvHfPzQRE9Sd1+hx8QsNw9/U/6cW1LMvk5eWxbds2ysvL0ahU+GokXNpaCIqIJKBffwKi+uMTGn7caAhFUfjqi8/JKyjEuaIATWsLiddZsHPLJXXI13h6pqEoCq1NjdSWFFJXXERtcSF1JYXoGxuxU6mQVCrs7Oyws7NDslNhp7LDTqUmaeLlpM244qIM/nSXLJvQag/Q1LSTpqadaHX7Uakc8XAfjIdHKh6eqXi4DzppVQ9ZttDamotOl9W+tGQhSRoC/KcREDDjlNMR6us3cTB7Po6OYQwe/CmODoGnbWNraz6lpQvQ63MwmWsxm+tRFOsJ69nZORAcfB0R4fN6bGqNLJtp1qZfkAkfRYBBEARBEARBEC5AiqKwYsUKMjMzmTVrFkOGdP4u/4Vix3dfsvP7rzteq+0d8A4JxSc0HJ+QMNwDAsnJzSO3rJw2m4JkMWHfUIOmuR53Hx9cvX2oLy3BYmzr2N4vIpKAqP74R0ZTdiiLIzu2YYgYAE4u3HjddUT0D2HPnlkoipWBA1/DwyNVBAnOQFFs1NSswmprRWXnhErljErlhJ3KCZXKCZWdM1arlqamXTQ17aRZm44sGwEJN7dEvLyGY7Xq0WrTaW3NA0CSVLi6xuPhkYqLS39aW/Np0WXRoj+MLJsAUKs9cXdPwmrVodMdAMDTYygBATPx95/SMb2hpmYVhw4/jKtrHCmDFmJvf/YJUhVFxmrVYjK1BxtM5jpsNgN+fpfhYO/bMz/Ii4AIMAiCIAiCIAjCBcpms/Hll19SXFzMTTfdRHR0dF83qccZ9XoaKspoKC+lsaKUhvIyGsrLaDKZMQaEo9g7oLaaCXZxJC4mhqD+sQRE9cfZ3QNon1LQVF1JTUEeNUX5VBfkU1tciMXYhsbBkUGXTWPAuMl8segb1Go18+bNw2rLJzPzFmw2PU5O4QQGXkFQ4JyTDqn/o5NlC4ePPEJNzcpOre/qMgBPrxF4e43E03MYGo3HcZ9bLFq02gy02nSatRnodAeQZSN2do64uSXi7p7cvrgl4+QU3hH8MRiKqalZRU3tKlpb85AkFd5eo3F1jaOk9EM8PYcyKPmDLiVvFDpPBBgEQRAEQRAE4QJmNBr5+OOP0Wq13HDDDURERFzUd9x1Oh1r1qzhyJEjeHt6Mn7sWBJTUs7qnGXZRnN1Fc7unji6ugJQUVHBwoULCQ4O5pZbbgFM1NWto6p6KU1NOwEFD480ggKvwN9/GhqNe++cYB9QFIXW1laMRiNeXl6oOplUU5ZNHMx+kPr6H4mO+htBQVdhsxmw2dqwye2Pss2AzWbEzs4eT8807M/ybr8sWzCZqnBwCD5lmcffn4u+9Sg11SuoqV2F0ViBj89YkhLf7pESlMLpiQCDIAiCIAiCIFzgmpubWbBgAS0tLQQFBTF06FASExOxt7fv66b1GFmW2bdvHz/++COyLDN27FhGjRrV6YvhzsjOzub7778nJSWF2bNndwQtjMZKqqtXUFW9BIOhADs7e/x8LyM09OYLagpFZWUl1dXVaLXaExabzQaARqMhKCioIzFmSEgIHh4eJ+zLbNZzIOtedLqdODvfidVyCZ6engQFBeHt7Y3deZCIUlFkWlvzcHaO7lRwQug+EWAQBEEQBEEQhIuAyWQiKyuLPXv2UFdXh6OjIykpKQwdOhQfnzOX2jufVVdXs3LlSioqKoiKimLGjBl4e5/9PPrO2LRpE1u2bGHy5MmkpaVhMpkwGo2YTCba2trQ6w/R2roBs2UbYMDBIYbgoJsIC7sKjabnqkX0pOrqan766Sfy8vI63nNzc8PDw+O4xcHBgaqqKsrLy6muru4IOri5uRESEoKjoyPNzc3odLWEhi3D3b2GvLwR1FTHHHc8e3t7AgMDCQoK6lh8fX17NBgknJ9EgEEQBEEQBEEQLiKKolBSUsLevXs5cuQIsiwTHR1NamoqkZGRODufnxfBJ2M2m9m6dSs7duzA0dGRKVOmkJSU1KsjBmRZ5vvvv+fw4cOnXc/OzoJ/QBHBwTm4uGixWBxobEzA2DYCJ6cQoqKiSEpK6pGfd1tbG01NTTQ1NaHX6wkODiYkJOSMowSamprYtGkTWVlZODo6MmbMGAYOHIi7u/sZL/atVivV1dVUVFRQXl5OeXk5VqsVb28HgkMWo1aV4+x8P/7+M/D09MTV1ZWmpiaqqqqorKykqqqK6upqrNb2ygsqlQovLy+8vb07Fh8fH7y9vfHw8OjxEQ+tra0cOnSInJwczGYzAJIknbC4ubkxYcIEPD09e/T4f1QiwCAIgiAIgiAIF6mWlhYyMjLYt28fLS0tAHh5eXVcoAYHBxMUFISDgwPw61z8hoYG6uvraWhooKGhgaamJnx9fYmMjKRfv374+vr2ykW+oijU1taSn59PQUEBJSUl2Gw2Bg8ezOTJk89ZcMRsNpOeno7NZsPR0RFHR0ccHByOe4T2n69Op6O5eTeGtlUoyv5j70dRVhpGS0soMTEDSUlJITo6+rQX9bIs09DQQHl5OXV1dR0BhaamJkwm0wnrOzs7079/f2JiYujfvz9OTr/mF9Dr9WzdupV9+/ZhZ2fH8OHDGTNmzHHrdO3n0kDm/ttobc0jMfF1/P0uP+36sixTX19PVVUVtbW1NDY20tDQQGNjY0fgAcDOzg5fX1+CgoIIDAzsWM62vRaLhaNHj5KVlUV+fj6yLOPn54e7uzuKonQsQMfzqqoq7OzsmDJlCilnmctDOJEIMAiCIAiCIAjCRc5ms1FaWkpFRQUVFRVUVlai1Wo7Pvfz88Pe3p6GhgaMRmPH+yqVCm9vbzw9PampqUGn0wHg6uraEWyIjIzE29sbq9WKXq+ntbX1hEc7OzucnJxwdnbGycnpuOd2dnYUFxdTUFBAQUEBer2+o03R0dEMHDiQsLCwc/sD66K2tgoqKr+isvIbLJYmFMWe5qZQamqCMZkGkJQ0lJSUFPz8/DAajR0jA35ZfvnZq1QqPD098fLyOm7x9PTE2dmZ0tJS8vLyyMvLo62tDUmSCA8PJyYmBovFws6dO7FYLAwePJhx48bh7t79hJRGUzWZmbdiNJaRnPQuPj5ju7wvRVFoaWmhsbGxI+hQU1NDdXV1x78/gKenJ4GBgQQEBODk5NQR4Pl9sKempoasrCwOHz6M2WzGzc2NpKQkkpOTCQwMPG1bmpqaWLZsGSUlJcTGxjJz5kzc3Pq+0oTJZOoI/F1IRIBBEARBEARBEP6A9Ho9lZWVVFZWUlFRgdVqxcfHBx8fH3x9ffHx8cHT07Nj6LqiKDQ2NlJcXExRURHFxcUdF4Nqtfq4O9K/5eDggKIoHcPUT8XJyYmoqCiio6OJjo4+aWLBC4UsW2hq3k1d3Trq6jZgNtehKCqamgKprw/DYkmgscHSsb6/vz+hoaGEhYURGhqKj49Pp6YMyLJMeXk5eXl55ObmUlNTA0B8fDwTJkzAz8+vW+dhs5loaNhMdc0KGho2IklqBiV/iJfXiG7t93T0ej3V1dUdUyyqq6tpaGg443b29vYkJCSQnJxMZGTkWU25kGWZPXv28OOPP6JWq5k+fTqJiYl9MprBaDSyefNmDh48yJ/+9CdcXFzOeRu6QwQYBEEQBEEQBEE4a4qiUF9fT3FxMQ0NDbi4uODi4oKrq2vHcxcXFzQaDdA+p7+trQ2DwUBbW1vHc4vFQlhYGEFBQedF5YGepigyWl0mdbXrqKldi8lUgaJISFI0np6XEhkxC2/vnrmY1Wq1WCwWfH3PrhTk8e210dS0i+qaldTVrcVqbUGj8SEgYDohITfi6hJz5p30MJvNdlyyzV8ef3nu6upKTExMt6um1NfXs2zZMsrLy0lISGD69Onn7AJfURSys7NZt24der2e1NRUJk2a1O1pLeeaCDAIgiAIgiAIgiCcA4qioNcfoa5uA/UNG2lpyQbA0TEUX98J+PpMwMtrGHZ253ZovNlcj1Z3gKbGHdTU/oDZXIdK5Yq/32UEBMzCy2vkH6bMoyzL7Nixg02bNuHg4MCoUaMICwsjODi4I1jW0+rq6li9ejVFRUUEBQUxffp0QkNDe+VYvU0EGARBEARBEARBEPqA0VRNQ/0m6hs20dj4M7JsRKVywc93EsEhN+Dpkdbjw/Rl2URLy2G0uv3otPvR6g5gNJYBIEn2+PqOIyBgFr4+41GpHHv02BeSmpoaVqxYQUVFBdCeiDIoKKhjKktYWFjHNB6LxdIxIue3iyRJHdOO3NzcThihYzab2bJlCzt37sTe3p6JEyeSmpp6QY/kEQEGQRAEQRAEQRCEPmaztdHUtIu6+h+prf0Bq7UFF5cYQoJvIDDwCjSas0/UaLW2om/NQd9yhBb94WOPOShKez4MB4dAPNwH4+4xCHf3FNzdElGpLqwh+b1Nr9dTXl5OWVkZZWVlVFZWduQbcXJywmq1YrFYzrAX0Gg0HaU5fX19cXJyYufOneh0OlJSUpg0aRKurq69fTq9rtsBBkmSpgCvAyrgI0VRXvrd59Kxz6cBBuA2RVEyOrPtyYgAgyAIgiAIgiAIFzObzUBNzQ9UVH6NTncAOztHAgJmEBJ8A+7ugzpGNSiKjMXSjNlc37EYjeW06I/Q0nKYtrYSoP2aTq32xM01Dnf3ZNw9UvBwT8HBIaAPz/LCZLPZqK6upry8nJqaGuzt7XF2dj7pYrPZaGxsPK7k6y9lXxVFISAggOnTpxMeHt7Xp9VjuhVgkCRJBeQCk4FyYC9wg6Ioh3+zzjTgAdoDDMOB1xVFGd6ZbU9GBBgEQRAEQRAEQfijaGk5REXF11TXLMdmM+DiEoMkaTCb67FYGlGUE6t3ODmG4+oWj5trPK5uCbi5xuPgENQnVRGEE1mtVlpaWnB3d0elUvV1c3rU6QIMncniMQzIVxSl8NjOFgGzgd8GCWYDnynt0YpdkiR5SpIUBER2YltBEARBEARBEIQ/LDe3gcTFPUf//o9RXbOS2to12Nk54OY2EHt7X+ztfbC398XB3q/90SEAtdqtr5stnIZarcbLy6uvm3HOdSbAEAKU/eZ1Oe2jFM60TkgntwVAkqS7gbuBi2r4iCAIgiAIgiAIQmeo1W6EhtxIaMiNfd0UQeiSzqSuPNkYm9/PqzjVOp3Ztv1NRflAUZQ0RVHS/Pz8OtEsQRAEQRAEQRAEQRDOF50ZwVAOhP3mdShQ2cl17DuxrSAIgiAIgiAIgiAIF7jOjGDYC8RIktRPkiR74Hpgxe/WWQHcIrUbAWgVRanq5LaCIAiCIAiCIAiCIFzgzjiCQVEUqyRJ9wPraC81+bGiKIckSbr32OfvAatpryCRT3uZyttPt22vnIkgCIIgCIIgCIIgCH3mjGUq+4IoUykIgiAIgiAIgiAI55/TlanszBQJQRAEQRAEQRAEQRCE0xIBBkEQBEEQBEEQBEEQuk0EGARBEARBEARBEARB6DYRYBAEQRAEQRAEQRAEodtEgEEQBEEQBEEQBEEQhG4TAQZBEARBEARBEARBELpNBBgEQRAEQRAEQRAEQeg2EWAQBEEQBEEQBEEQBKHbRIBBEARBEARBEARBEIRuEwEGQRAEQRAEQRAEQRC6TQQYBEEQBEEQBEEQBEHoNhFgEARBEARBEARBEASh20SAQRAEQRAEQRAEQRCEbpMURenrNpxAkqQ6oKSv23GWfIH6vm6EcNES/UvobaKPCb1J9C+hN4n+JfQm0b+E3nSh9q8IRVH8TvbBeRlguBBJkrRPUZS0vm6HcHES/UvobaKPCb1J9C+hN4n+JfQm0b+E3nQx9i8xRUIQBEEQBEEQBEEQhG4TAQZBEARBEARBEARBELpNBBh6zgd93QDhoib6l9DbRB8TepPoX0JvEv1L6E2ifwm96aLrXyIHgyAIgiAIgiAIgiAI3SZGMAiCIAiCIAiCIAiC0G0iwNADJEmaIknSUUmS8iVJ+ntft0e4sEmSFCZJ0iZJko5IknRIkqQ/H3vfW5KkDZIk5R179OrrtgoXLkmSVJIkZUqStOrYa9G/hB4hSZKnJEnfS5KUc+z32EjRv4SeIknSX4/9bcyWJOlrSZIcRf8SukOSpI8lSaqVJCn7N++dsk9JkvT4se/8RyVJurxvWi1cKE7Rv/5z7G9kliRJSyVJ8vzNZxd8/xIBhm6SJEkFvA1MBRKAGyRJSujbVgkXOCvwsKIo8cAIYP6xPvV34CdFUWKAn469FoSu+jNw5DevRf8SesrrwFpFUeKAQbT3M9G/hG6TJCkEeBBIUxQlEVAB1yP6l9A9nwBTfvfeSfvUse9j1wMDj23zzrFrAUE4lU84sX9tABIVRUkGcoHH4eLpXyLA0H3DgHxFUQoVRTEDi4DZfdwm4QKmKEqVoigZx5630P7lPIT2fvXpsdU+Beb0SQOFC54kSaHAdOCj37wt+pfQbZIkuQOXAgsAFEUxK4rSjOhfQs9RA06SJKkBZ6AS0b+EblAUZSvQ+Lu3T9WnZgOLFEUxKYpSBOTTfi0gCCd1sv6lKMp6RVGsx17uAkKPPb8o+pcIMHRfCFD2m9flx94ThG6TJCkSGAzsBgIURamC9iAE4N+HTRMubP8DHgXk37wn+pfQE6KAOmDhsSk4H0mS5ILoX0IPUBSlAvgvUApUAVpFUdYj+pfQ807Vp8T3fqGn3QGsOfb8ouhfIsDQfdJJ3hOlOYRukyTJFVgM/EVRFF1ft0e4OEiSNAOoVRQlva/bIlyU1MAQ4F1FUQYDrYjh6kIPOTYPfjbQDwgGXCRJmtu3rRL+YMT3fqHHSJL0JO1To7/85a2TrHbB9S8RYOi+ciDsN69DaR+uJwhdJkmShvbgwpeKoiw59naNJElBxz4PAmr7qn3CBW00MEuSpGLap3RNkCTpC0T/EnpGOVCuKMruY6+/pz3gIPqX0BMmAUWKotQpimIBlgCjEP1L6Hmn6lPie7/QIyRJuhWYAdykKMovQYSLon+JAEP37QViJEnqJ0mSPe2JOVb0cZuEC5gkSRLt85ePKIry6m8+WgHceuz5rcDyc9024cKnKMrjiqKEKooSSfvvq42KosxF9C+hByiKUg2USZI04NhbE4HDiP4l9IxSYIQkSc7H/lZOpD1PkehfQk87VZ9aAVwvSZKDJEn9gBhgTx+0T7iASZI0BXgMmKUoiuE3H10U/Uv6NWAidJUkSdNon9OsAj5WFOX5vm2RcCGTJGkMsA04yK9z5J+gPQ/Dt0A47V+yrlEU5fdJiQSh0yRJGgf8TVGUGZIk+SD6l9ADJElKoT2BqD1QCNxO+w0N0b+EbpMk6WngOtqHFWcCdwGuiP4ldJEkSV8D4wBfoAb4N7CMU/SpY8Pa76C9D/5FUZQ1J+5VENqdon89DjgADcdW26Uoyr3H1r/g+5cIMAiCIAiCIAiCIAiC0G1iioQgCIIgCIIgCIIgCN0mAgyCIAiCIAiCIAiCIHSbCDAIgiAIgiAIgiAIgtBtIsAgCIIgCIIgCIIgCEK3iQCDIAiCIAiCIAiCIAjdJgIMgiAIgiAIgiAIgiB0mwgwCIIgCIIgCIIgCILQbSLAIAiCIAiCIAiCIAhCt/0/GUfGCLCjoHcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1296x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cir(n_scenarios=10).plot(legend=False, figsize=(18, 8))"
]
},
{
"cell_type": "markdown",
"id": "46facc2a-4fd2-4cd8-b9ca-c80e3326d3aa",
"metadata": {},
"source": [
"## 3. Define interactive function to be displayed using pywidget"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "800f2cd7-140e-4da3-8f27-c265e7569fcb",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"def show_cir(r_0=0.03, a=0.5, b=0.03, sigma=0.05, n_scenarios=5):\n",
" cir(r_0=r_0, a=a, b=b, sigma=sigma, n_scenarios=n_scenarios).plot(legend=False, figsize=(12,5))"
]
},
{
"cell_type": "markdown",
"id": "30a4d77e-0dc5-4d47-af35-15eba3c1b49f",
"metadata": {},
"source": [
"## 4. Pywidget GBM Simulation"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "325f8fba-c234-426e-9899-d6f596939c18",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "41d9b2584c4e4011ba5809b31778dd2b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=0.03, description='r_0', max=0.15, step=0.01), FloatSlider(value=0.5, …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import ipywidgets as widgets\n",
"from IPython.display import display\n",
" \n",
"controls = widgets.interactive(show_cir,\n",
" r_0 = (0, .15, .01),\n",
" a = (0, 1, .1),\n",
" b = (0, .15, .01),\n",
" sigma= (0, .1, .01),\n",
" n_scenarios = (1, 100))\n",
"display(controls)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "07f55a5b-c4b8-466c-8e58-211c9903bc0e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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