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492 lines
563 KiB
Plaintext
492 lines
563 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "7ddaf2c7",
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"metadata": {},
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"source": [
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"# TP Noté : Discrétisation du modèle de Black-Scholes et pricing d'un option à barrière"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "7b1b8868",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import scipy.stats as stats"
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]
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},
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{
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"cell_type": "markdown",
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"id": "09c6f71a",
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"metadata": {},
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"source": [
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"## Partie 1 : Discrétisation de l'EDS de Black-Scholes"
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]
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},
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{
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"cell_type": "markdown",
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"id": "87e70063",
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"metadata": {},
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"source": [
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"*Question 1*: La solution exacte de cette EDS est : $S_t = S_0 e^{(\\mu - \\frac{\\sigma^2}{2})t + \\sigma W_t}$\n",
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"\n",
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"*Question 2* :"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "7d147570",
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"metadata": {},
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"outputs": [],
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"source": [
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"def S(t, S0, mu, sigma, W):\n",
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" \"\"\"\n",
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" Solution exacte de l'EDS de Black-Scholes\n",
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" \"\"\"\n",
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" return S0 * np.exp((mu - 0.5 * sigma**2) * t + sigma * W)\n",
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"\n",
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"def euler_maruyama(mu, sigma, T, N, X0=0.0):\n",
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" \"\"\"\n",
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" Simulation d'une EDS de Black-Scholes par la méthode d'Euler-Maruyama\n",
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" \n",
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" Paramètres :\n",
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" mu (float) : drift\n",
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" sigma (float) : volatilité\n",
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" T (int) : temps final\n",
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" N (int) : nombre de pas de temps\n",
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" X0 (float) : valeur initiale\n",
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" \n",
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" Retourne :\n",
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" t (array-like) : tableau des temps\n",
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" X (array-like) : tableau des valeurs de l'EDS\n",
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" \"\"\"\n",
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" dt = T / N\n",
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"\n",
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" t = np.linspace(0, T, N + 1)\n",
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" X = np.zeros(N + 1)\n",
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" \n",
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" X[0] = X0\n",
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"\n",
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" dW = np.random.normal(0, np.sqrt(dt), N)\n",
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" \n",
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" for i in range(N):\n",
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" St = S(t[i], X[i], mu, sigma, dW[i])\n",
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" X[i + 1] = X[i] + mu * St * dt + sigma * St * dW[i]\n",
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" \n",
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" return t, X\n",
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"\n",
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"def plot_brownien(t, X, B=None):\n",
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" \"\"\"\n",
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" Plot la simulation d'Euler-Maruyama\n",
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"\n",
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" Paramètres :\n",
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" t (array-like) : tableau des temps\n",
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" X (array-like) : tableau des valeurs de l'EDS\n",
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" B (float) : barrière (optionnelle)\n",
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" \"\"\"\n",
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" plt.plot(t, X, alpha=0.5, label='Euler-Maruyama')\n",
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" plt.title('Simulation d\\'Euler-Maruyama pour une EDS')\n",
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" \n",
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" if B is not None:\n",
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" plt.axhline(B, label='Barrière', color='red', linestyle='--')\n",
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" \n",
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" plt.legend()\n",
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" plt.xlabel('Temps')\n",
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" plt.ylabel('X(t)')\n",
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" plt.grid()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 90,
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"id": "a05f9468",
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"S0 = 100\n",
|
||
"K = 100\n",
|
||
"sigma = 0.2\n",
|
||
"r = 0.05\n",
|
||
"mu = r\n",
|
||
"T = 1\n",
|
||
"B = 120\n",
|
||
"\n",
|
||
"t, X = euler_maruyama(mu=mu, sigma=sigma, T=T, N=1000, X0=S0)\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plot_brownien(t, X)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a605d850",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Question 3*:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "1cf7a286",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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plCXV7yT4uJNveW2loKXrlZCyvs5sLSKeqmBVhoQvaVmRrnhykZNx5xMV+aZWurNJoPIUOjyVCXYnLWnSRUzKfUvFOhsp+ytjm5xJK4OEM6m0507GV1TnZEb2X8KQeyVB52+c5XmlW87bb79dZhvpulNelTIZ8yHBUirBSdcpG6n25b6/tkDz008/2ZfJ663M5MSynXtXIWkVkPfXVj5bwpN0nZLjxP25q9rqVlufR3ktAu776H68eyO/HzKuy1ZSWsiYl5qe9Fk+P6nY5/w5S7cyqb5WHvmcpPranDlzVJCp6u+RBBMJWs4XW1U5T/so75u0FEl5+6q85zLGSL7AqayqHs8S6qXLr7SKyu+/+7xXnvZJ3uvXX38dNU2ey/14e/XVVyvd2ktEZ4YtTERU6ZMNGWsgrTwSXOTbVwkWcoIgXXBkwL1tzhf5hlm+DZUTEVu3FSn9K2MQpEvNmQxMl+eXb6TlBEzGMrl34XnmmWfU4H4ZOC0D0WVgv4ynkG4y0vrgPrbCk6eeekp9sywtFVI2WloUpDS1vF7nECWvS0pSy8mezCkzbtw49a28tDTI+yEB0nlgf2VIdyM5kZayw1JWXMb+yD5L90MJOfLeStljKfEsRRDktcp+yomTjO2Q5TI3lQQjT2T/nnjiCbXf0sIk76d8Iy7dfdxbHeTbdClkcN9996l9kNLMMmZHwkdFZLybjNmQ1y/7LF3W5P2Xb+tt35LLZyfdsaRIh3Rrk/daQrC8DhkbIq+jKmrj8/BEumBJUJcxWtIyJ2N5pMthZVsW5LiU40l+h3799Vf1mqV1pSqloaV8vHRTcyctr1L0QsiXG3IsSTdBCZPypYbcxxYcyvO///0PQ4YMUV9QyP7KsSFflEhAkfL2EuprinP5+PJauKUlR4qhyBcu8l7L74P8fjv/TpanqsezHDvSgi2flQQW6f7rTMrySziUv3VSHl5avuRzrE7Yr8zrl8eWrnjymuVzkN8nmY+JiOpADVfdI6IGbufOnZarr77a0rp1a0tgYKAlIiLCMnjwYMurr77qUkbXaDRaZs+ercpGSznw5ORkVRrceRtb6eNzzjmnwtLHNrt27bKXUF69erXHfTx+/LgqSSzPKc/dtGlTVSZZSme7lxL+v//7P4+P8cUXX1jOOussVfa7a9eulvT0dMu//vUvtcydPK6Ut5Zy1PJ+SDnmu+++23LkyJFqvc6MjAzLjTfeaGnevLl6j6XEuZSHdi6VLuXBn332WUuXLl3UPsbExKh9kPdcysBX5PXXX1efjdy3b9++qhS2p33Zs2ePZcyYMWo7KeF8//33W5YuXVph+WspAX3XXXdZevTood6TsLAw9bM8rzv5HMeOHWvfrnv37up4spHXLsu9laiuyc/DvZy1c6nq559/3r7sn3/+sZx33nmqrL2UT586dap6fNlO9qsiUrY8LS1NlZ+Oj4+33HLLLfby52dSVtz983vxxRfVcSSfn/ye/vLLL5UqK2777C+//HL1+yO/R/I4kydPtnz99ddlSnVv2rTJUhnOZcUreo3On4OUNH/qqafU5yavRUrKz58/Xx0bzqX+PX1WZ3I8b9y4Ua0bN26cx8eTEv4DBgxQx1pSUpI6zmxlwZ0fT95v+V11V9njUEqoS8l1OVbCw8Mt48ePV2XJvZWOJ6KapZH/1UUwIyLyd9IKIt3Z3MdnEFHDJC1p8nsvXXSlZZeIGieOYSIiciPdrNy76cgAbzl5krEdRNQ4yDhB6U56/vnn+3pXiMiHOIaJiMiNFFSQgeoyyFuKFMiYGhkvIZW+3CdPJaKGZ968efj777/VOMwbb7xRFbwhosaLXfKIiNxIdbdrrrkGa9asURXB5GRJSnhLQYnKDJgnIv8mc0ZJkQuZh0qKLch0BUTUeDEwERERERERecExTERERERERA0tMEnXGJnz4NZbb/X1rhARERERUQPll4FJJj6UGci7d+/u610hIiIiIqIGzO+q5MmM3tOmTVOlPmW2+qowm804cuSIGrwprVNERERERNQ4WSwW5OTkqIq4Wq224QSmWbNm4ZxzzlElf6samCQsJScn19q+ERERERGRfzl06BBatGjRMALTF198gc2bN6sueZVRVFSkLja2goD79u1jidBGOhnpypUrMXLkSOj1el/vDjVAPMaotvEYo9rGY4wa0zGWk5ODNm3aVJgLAvwp+d1yyy1YunQpgoODK3Wfp59+GrNnzy6zfN26dQgNDa2FvaT6Tj73DRs2+Ho3qAHjMUa1jccY1TYeY9RYjrH8/Hx1XdFQHb+Zh+n777/HeeedB51OZ19mMpnUC5Q+h9KS5LzOUwuTwWBQXfJOnTqFyMjIOt1/qh/faEjgHjt2rM+/0aCGiccY1TYeY1TbeIxRYzrGDAYD4uPj1YT15WUDv2lhGj16NP7880+XZTNmzMBZZ52Fe+65p0xYEkFBQeriTj4cX39A5Dv8/Km28Rij2sZjjGobjzFqDMeYvpLP7zeBSfoWdu3a1WVZWFgY4uLiyiwnIiIiIiJqtPMwERERERER1QW/aWHyZNWqVb7eBSIiIiIiasDYwkREREREROQFAxMREREREZEXDExEREREREReMDARERERERE1xKIPREREVWEyW7BxXyZO5BSiSUQw+rWJhU5b/gzvRETUuDEw+QD/wSYiqnuLtx7F7Hl/42h2oX1Zs6hgPJLaGRO6NvPpvhERUf3FwFTH+A82EZFv/vZe/8lmWNyWH8suVMvfuKw3/wYTEZFHHMPkg3+wncOS8z/Ysp6IiGq+VV++qHIPS8K2TNbLdkRERO7YwlRP/sGWDnmyfmznpuyeVwssFgvMZgvkfKjEZIZGa1bvu8Ui779FXTu2dSyzON3ftr1tofM2st66zHF/x3Zln8d2nyo9b+lSx3OWPo/t5+q8Fk+PWd3X4ng4x3NW97U4v6eVeEzrLlb8mPKD477u+1TB83pYBrftS0wm7DykwZ4Ve6DVab0/r5fHtL3Vzo/p6bW4vHavn3Ppo1oqfi1lntfT5+D0Pjv2wfNj2p+3gsd0fwxvr8X5eT0dT47tLB7fr9zCkjJfVDmTLWX9v9/dgObRIQjW6xAUoHW5DtZrERSgQ1DpdbCHa/f7Bej4nSQRUUPAwFRHZMxSZf7BnvLaakSG6L2c7Hk+qXQ9aSrn5KzSJ4XuJ0jlnJy5nJy7n3xW8UTK6TkqfF6X7coLBO4CcNv6ZeV9VERnSIdF/+zx9U5QNazdk1Gjjxeg1ZQJXoFuAay8a9v9gpzuH6CxYHc28PuhLISHBDkFOsc2/NKNiKhmMTDVESnwUBlbjxhqfV+obmg01pZD688a9bN1WenS0vXOy2z3sW3vup1GrS9d5PKYKHN/z4/psm+l23h6THh9Hrf7lP5gf04Pzys/ON6Hsq/Pfh+X98vxPO6P6fx+lveY6l7lPKbttTi/vy6vxW0ZPL5frsssFjMOHTyElq1aQqfVln1eT5+Dp8cs8/mX81qcHsz7Z1/J53Va5vw+lzlGnD5bb/d32ZfyjqcKntfTayl7vLsdD27Pu/2oAc8u3oGKXDagJZpFhaDIaEJRiRmF5VwXGs0oKrFdm+33KTaZ7Y9XYragpNiEvGITalYAXv17o/e1Wk2Z1i5H6CrbEubxujLbuIU/BjUiaqgYmOqIVMOrjFkj26FDYoT62dNJpftJU9mTQqcTjUqdFLqe4Hg+KXQ+2bPtadkTQO8nXe4n2dV4LWVOmKv+WkpKSrB82TKMHTsGgXq9a3Cp7mvxeALIk4bGymg0YuHCA5g0qTP0er2vd4dKDWufgI/WHVDjRT01PMtvbNOoYMxO63rGJ/3S/brYPVyVmFBkLD+A2UJXoe3aJZA5rguKTcjMNiAgKKT0Pmb1+EaTxSWo5RaVILcIdUqvkxY1b90XS8NV6XL7tYdgF+zt2ktrHIMaEdU2BqY6IqXDpRpeRf9g3z62I//41xKjUYtwPRATGsiTWaJGRP6mSiVSKa4jf12d/wbb/trK+pr42yuPERKoU5faC+ULMWnSMJe/YxLUJFDZApTLtXMQc7v2FNTK3N/t2vl5nIOa/Gw0+Sao2QKYLaiVCWbuQcspiDkHNc+tbZ4fT8t/q+sVTtlCtYmBqQH+g01ERK6kZLiUDnef1qFpA5nWQf7tCA0MQGhg3T6vLah5bBFzC2jOLWllWtjcgpljnSOgOT++p6CWU8dBLVCnLdPdsbIFQTx1eaxUV8kALYOaB5yyhWobA1Mdauj/YBMR1WfyN1YqkfJbaP8PalLtVMaLqRaxSow5s7ekVXJbW+BzXyfdHW3k+eWSU1RS90HNQ3dH72PMvIc093Focq2DGacKgWOGQkSEWKytdvU4qHGONaoLDEx1jP9gExH5jvytHdguzte7QWdISrbLxRdBTYWvMkVAvIe08guGeC8g4vy4HoMaajOoBeDx337yGNQq2xJm685Y2WqQnq7lOcsLapyyxf+YzBZs2JeJX09pELcvEwNTmvjFZ8PA5AP8B5uIiMh/g1pYkG+CWmUqN7p3X/R07en+tmIl0iUyr6AYJmg9B7XCOm5Rk9YxL+X4JVxWZsqWR+ZuRfvECOh1WvV41gIlWqfb1utAp2u97bbTfTi3Wk12ndTho12/+E3XSQYmIiIiIr8IarV/2uYoLDIeGq2ubMEQL0HMvdBIhQHPW+GRErNqhbCRICeXMwlqn2w4WCPvjTSEuIersqFL47hdlW1Lr+1Bzjm0uTyGxuNjynQC9blK72I/7zrJwEREREREZUhIC5dLHQQ19xa1MgVDPFRs3Ho4C6+trHii8CEp8YgK0VtbyUrMMDpdF9lum8wwllhKr80oKt3GmeQ4W5fM+kayknNI01ciuHnc1qllzRbY9NLKp641CNTpyg1uZcOhBjqNxu+7TjIwEREREZHfBbWxnRPxzebDFU7Z8uGV/ap1Im6xWFS3ROeQ5Qhd1uWeQphtmS18qWuTVJT0sK37Y5QGtyKX+7oGPNt9LE4vWn62tcahjitGnilb10kZ319fh6wwMBERERGR36ntKVuki5u0kEhrSX0kLXEuwc0pZJUNbLZlbgGw3NBnKfMYRR4CnyMMWkv+y7bO3SorS4qh1VcMTERERETklxrzlC3WsW2otYmyz4TJLPOjWYPW2t2ncN0nmyu8j1SOrq8YmIiIiIjIb3HKlvpHp9VAp7XOAyafjVTDq6jrpHxm9RUDExERERH5NU7Z0ni7TtaF+tkpk4iIiIiIGlTXyaZRrt3u5HZ9Lyku2MJERERERER10nVy3e4TWPLzBowb2h8DU5rU65YlGwYmIiIiIiKqdTqtBv3bxCJjm0Vd+0NYEuySR0RERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZEXDExEREREREReMDARERERERF5wcBERERERETkBQMTERERERGRFwxMREREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZG/B6ann34aZ599NiIiItCkSROce+652LFjh693i4iIiIiIGjC/CUw//vgjZs2ahfXr12Pp0qUwGo0YN24c8vLyfL1rRERERETUQAXATyxevNjl9gcffKBamn799VcMGzbMZ/tFREREREQNl98EJnfZ2dnqOjY21us2RUVF6mJjMBjUtbROyYUaF9tnzs+eaguPMaptPMaotvEYo8Z0jBkruQ8ai8VigZ8xm81IS0tDVlYWVq9e7XW7Rx99FLNnzy6z/LPPPkNoaGgt7yUREREREdVX+fn5uPTSS1VDTGRkZMMKTNdffz0WLVqkwlKLFi2q1MKUnJyMU6dOlfumUMMk3yLI+LexY8dCr9f7eneoAeIxRrWNxxjVNh5j1JiOMYPBgPj4+AoDk991ybvxxhsxf/58/PTTT+WGJREUFKQu7uTD8fUHRL7Dz59qG48xqm08xqi28RijxnCM6Sv5/H4TmKQh7KabbsJ3332HVatWoU2bNr7eJSIiIiIiauD8JjBJSXEZezR37lw1F9OxY8fU8qioKISEhPh694iIiIiIqAHym3mY3njjDdW/cMSIEWjWrJn98uWXX/p614iIiIiIqIHymxYmP6xNQUREREREfs5vWpiIiIiIiIjqGgMTERERERGRFwxMREREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZEXDExEREREREReMDARERERERF5wcBERERERETkBQMTERERERGRFwxMREREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZEXDExEREREREReMDARERERERF5wcBERERERETkBQMTERERERGRFwxMREREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZEXDExEREREREReMDARERERERF5wcBERERERETkBQMTERERERGRFwxMREREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBERERERETWUwPS///0PrVu3RnBwMPr374+NGzf6epeIiIiIiKiB8qvA9OWXX+L222/HI488gs2bN6NHjx4YP348Tpw44etdIyIiIiKiBsivAtNLL72Eq6++GjNmzEDnzp3x5ptvIjQ0FO+9956vd42IiIiIiBqgAPiJ4uJi/Prrr7jvvvvsy7RaLcaMGYN169Z5vE9RUZG62BgMBnVtNBrVhRoX22fOz55qC48xqm08xqi28RijGmGxAIVZQN5JIDgapwP0OJp/FJ0tephO7ak3x1hl98FvAtOpU6dgMpmQmJjoslxub9++3eN9nn76acyePbvM8iVLlqiWKWqcli5d6utdoAaOxxjVNh5jVNt4jFEZFjP0pjwEGw0oDghDkT5aLQ4rPIr2x+cjqMSAAGMWjiEX+3RF2KUPwE69HvlZ4ej5VzEScrQ4ffGVSD69HmgxrV4cY/n5+Q0rMFWHtEbJmCfnFqbk5GSMGzcOkZGRPt038s23CPLLOXbsWOj1el/vDjVAPMaotvEYo9rGY6yRsZiB/ExrS1BIDBDR1Lo8Yzd0a18Gck9Ck3fCuj7/FDTmErXaNOoRnOo1AXuy9+BscxL0792jls9KTMBPoWFocjoUQ7daMHWrGUmnbb29TIjpcjZi0Apb96NeHGO23mcNJjDFx8dDp9Ph+PHjLsvldtOmpR+um6CgIHVxJx+Orz8g8h1+/lTbeIxRbeMxRrWNx5gfM5tKQ9AJIDTOEYJO7QZ+fgHIlQB0ovT6FGAxWdePmQ0MubX0MYqAP75QPxYD2Beox87QQOwIDMfO4FDsPPgFMva9r9b/mDYXsaMeAsKbYMBPizH+my1o/4/ZvjuW4CCEjR6FuHPPR1iXASiR7nr7F9aLY6yyz+83gSkwMBB9+vTB8uXLce6556plZrNZ3b7xxht9vXtERERERLUXgiTcqBAUD0Q2c4Sgn54rDT8nrdf5EoJKA8uYR4Eht1l/NuYBWz73/PghsbBYzDiVfxI7Tu9An8h2CBn9iApBL55Yg8+OrXbd3lQADTRoE5qMk/k5iB12p1o88Z8InPznNyk0gLCBAxGVloqIMWOgDQtz3LcejF2qKr8JTEK6111xxRXo27cv+vXrh5dffhl5eXmqah4RERERkd8wlVjDjYScMAlBSY4Q9OOzpa1AEoKOA/kZ0lZjXS9BZmjpkBNjPvDHlx4eXAOExlqLL9hEt7IGqLAmKAqNwR5LMXYas7Ej/wh2Ze3BzsPf4/Rea6vRJ5M+QY/S5+iwMwQRmVvQIaaDunSMao8O/1gQvfJ35C9djriZG4FreqhtY8dOgOaebEROmgR9YhM0FH4VmC666CKcPHkSDz/8MI4dO4aePXti8eLFZQpBEBERERHVOZPR0dITlgBENXeEoFVPO0KQXEu3OXsIehgYeof155IC4M+vPDy4xhqsNBrHouiWwNjHVAhCeELpdRNrK5QuABaLBcfzjmHn6Z3oFNsJCaWtTV9v+xTPbHymzDNoNVq0jmyNfAlipaakTMH57c9H8b79yE6fC8O8OTAePozc0vV569Yi/pqrrfcPCUHcjOloaPwqMAnpfscueERERERUJ0qKrSEozxaCWjiFoKdcu8MVSAgqJeN6SruqoaQQ2Pp12cfWaK3hRq5dQtDj1uAjzyfX4YnW8Uhanev9Q6KBwbeoH4tMRdh1ehd2HlurAtKOzB3q2lBsLWzw1JCnkNouVf0sLUVRQVHoGNPR3nLUIbYD2kW1Q3BAsMtT6DQ6HLz8CuRv2mRfpg0NRcT48YiakobQs89GQ+d3gYmIiIiI6IyUFDmKH0irTHSydXnGHmDF445WINlG5hOyGfUgMOwu68+mImDrN2UfW6OzBh2t02m2PP64Jzy0BHkIQcFRwOCbve66tBodzTuqwlDLiJZoG91WLd9wdANmLZ9VZvsATQBaR7WGxqllqk9iH/x80c8uy2zMBQXIW78eESNHWl+ORoMA6c2l0yFsyGBEpaUhYtQo1ZrUWDAwEREREZH/MxY6uryFO4UgaQmSEGRrBZJtCrMd9xv5IDD8LkeQ+uu7so8t4cc9BEUlA+OfKhuCQmJV0YMyIWjQTVV+ScWmYmzL3KbC0c7MnepaWpFyjDlq/XU9rsOsntaQJK1EscGxjhYjGW8U2xFto9oiUBfo+nKcW7QkhJlMqgUpe246cpYsgTkvD23mzkVwxw5qfcKttyLxvnsREBeHxoiBiYiIiIjqJ2OBNeTIJSLR2l3NFoKWz3YKQSeBIqc5dUY+AAy/2/qzqRj4+/uyj63VWwOOzqm0tISs8U+7doeTICRzFJUJQZHAwLItOtVhtphxOPewCkQSeno16aWWy7LLFl5WZvsAbYDqPhcVGGVflhiaiFUXrvLYauRN4c6dMKSnI3vefJQ4Td2jb94cJSdOAKWBKbBF6VisRoqBiYiIiIjqTnGeI+TI2JyYVo7ucMsedZon6CRQbG1JKROCzEZgW3rZx5aWlDAPIWjCM47wYwtDEoLcw0VQBDDwBtSmEnMJtp7aah9jpFqNsnYhT8p+A5jUZpI9MEmXu+bhzdEqspUab9Q+pr1qNWoT2QZ659dY2nWuKqTb3cHpjkrT2shIRE6YoMYlhfTqBY17QGzEGJiIiIiI6MwU5TpCjrQExbR2hKClDztaguRSGgyUEfcDI+6x/mwu8RKCgkpbggJdu8NNfM61KIL8LF3fPIWgAdejrpnMJvyT+48KRtIiNKrlKHtr0vTF02GyTRhbSq/VIyU6BckRyY6XrtVh8b8Wn/G+SBe7nGXL1Pin6NL5TEP79EFAkyYI6dEdkampCB8xAtpA1657ZMXARERERESuZP6eohzXlqDYNq4hSOYHsq13KkON4fcCI+9zTLi6fX7Zx5dKbNLaExDkWBbZHJj4fGkAsrUGJQBBkR5CUDjQ/1rUJ5uPb8b2zO32cUbSalQgJcIBdIvvZg9MMp6oX9N+KkTZxhnJtbQiybKaYikpQd66dchOn2cNSwUF0CclqaIN0nqk0euRsmwpNAxJFWJgIiIiImo0IcjgqAAX0RSIbesIQUsegi73OMac3I+AP6+1zgdkM/weYOT9pY9j9hyC9KHWVh69U/U0mYdo0gulLUGJju5w0urjMQRdg/pMWo0O5BxQoSi3OBcXdLjAvu7+1ferMUfOgnRBqtWoa3xXl+VvjXur1vaxcPt2ZH/3HbIXLITp1Cn78sBWrRA5JQ0WoxGaIGtQZViqHAYmIiIiIn8OQVLxzdblLbKZawj64QFHeWy5SClsm2F3A6MecDzOjgWQUSthzo+vD7O28kgYcm4JOufF0hagREeFOAk87gLDgH7WSU390e8nfsdfGX/Zxxvtztqt5jsSkYGR+Ff7f9nHDg1KGoST+SfVOCOZ00jGHMkYJOlWV5dOf/Y5sr6yTnyri4lB5KRJalxScLduVR7nRFYMTERERET1iYSXgtNOISgJiGvnFILudwQg2aa8ELRzUdnHDwy3tvIEOoegJOCcl1ASHIe1f+zGwLFToI9OsgaeMvcPBc6eiYZCijDsz96vApGMObqmu6OV6/XfX8e6o+tctg8JCEH76PYqGEl4sk30+vDAh+t0v00GgyoBLqXAE26/DaG9rIUios47F6Ycg+p6Fz5kiOp6R2eGgYmIiIiorkKQrQKctNI4h6DF9zoCkFxLFTgbmShVJky12emhCICM81Fd3cJdQ9Dkl13HA8m1c1ByCUFXqe5ap/cutBZtaKAn2n+d+gu/Hv8VO07vUGON9mTtQbG52L7+oo4XISrIWq57QNIAFZCkxcg2t5EUZXCfx6iuWIqLkbt6tRqXlLtihbotDPPm2QOTXNt+pprBwERERERUHWYzUJDpGoLi21vXZe4FFt7tqBwn11IFzmboncDohxy3dy0p+/hy0i4hR1qEnENQ6n8d5bFtY4Kcxw05h6C+jrLRjYnRZMTe7L32AgzX97xeBR/x3e7v8OWOL122Dw0ItQcimSzW5squV6I+MOXm4eRLL8KwcBFMWVn25YEp7RCVNgVRk8/x6f41dAxMRERERM4hKD/DMe5HQlBCB0cIWnCnUwg6CTiXhh56BzDaqVvW7qVlHz842hpyZNJT5xCU9qprK5AKQdauXi4kGPWZXqMvuSGQYLT28FrVaiQ/S1iSrnY241qPsxde6JvYFxkFGS6tRjLXka9ajcrrcqeLtB4n2tAQ5KxcpcKSLj4eUeeco8YlBXXqxHFJdYCBiYiIiBo2KW2dd8oRgqJaAAkdnULQHY5WINnOOQQNuQ0Y86j1Zzmh3rO87OPLBKiq6IFTCIqQEPSaowXIdu1cRts5BPW+vMZfdkMjLT8ShGwFGC4+62L7nEXrjqzDi7++6LJ9uD7cHohCnYpWTGgzQV3qo5LTp5GzeLEal1R86BDar1qpxiBJGfDEu++CNjwCYQMHQBPAU/i6xHebiIiI/I+pxNoSJHMBSdCRiUydQ9D82xwhSLaTUtg2g28Fxs52CkEryj5+aJw1BEkYsoloBkx53TUEhcYDAR5KM0vrUO9/1/jLbkwOGA5g2YFl9rFG+7L3uUz22jmusz0w9WzSE2NbjVWV6WxzGzULa+YXrS/moiLkrlyF7HnzkPvTT4CxdPyaVovCv/5CSM+e6mbkxIm+3dFGjIGJiIiI6geT0drCo0LQSWtLUJNO1nWZ+4B5tziKIkgIgsVLCNIBe1e5PbjGGoJUyIl1DUHnvuHWHS4e0HkoeCCtQ72m1cYrb7QKSwqxJ3sPdmbuVK1G0nWuVxNrwYK9WXvx8uaXXbaXUt62QCQlu216JPTASyNegr8xLP4BRx96COacHPsy6WYnFe6kHLg+sYlP94+sGJiIiIiolkNQaciRS3SyawhKv8mxXgooOBt8CzD2MevPMpfNvh9d10vrkApBidZrG5mQ9dw3nYoiSEiKA3QBnkNQz0tr/GWTZyfyT2Du7rkqHEnLkbQimZ1a/6Q6nS0wdYrrhImtJ7qMNUoMTfSLViNvivbuU9k9qE0bdTuwdSsVlgKaNkVU6mREpqYiuEPpmDmqNxiYiIiIqGpKih3jgVRLUDKQ2Nm67vR+YO6NjspxUkrb2aCbgXGPW3/WBgD7fy4bgqS7mwo58Y7l4U2B895ytAKplqI4a5DyGIIuqfGXTZWTb8xXpbptoah3Ym9MaG0dM5RTnINXfnvFZfvooGjVlU7mNerdpLd9edOwpnhu+HPwdyUZGTAsWIjs9HQUbt2qijUkPfusWhfUsSNaffYZQnr2UOOUqH5iYCIiIiKgpMgRcnJLu8M17eoIQd/PcowXKsx2ve+gm4BxT5QTgnSlY34k7CQ4lkvL0PlvOxVFKO0u5zEEBQI9Lqrxl01nTkLQp9s+VQFJLgcNB2Fx6i6ZW5xrD0ytIlshtW0qUmJSrF3rYjoiPiTer1uNPDEXFCBnxQoVkvJWrwFMpWOvAgJgMZbAYrGo1yyX0N6cM6m+Y2AiIiJqqIwFrpOhRrd0C0E3WEOQBKQitxA08Eag6ZPWn7V64MBq1/USjFRLUGmLj0sIese1O5wUTvD07bmEoO4X1vjLppqXZ8xThRdsoUiKLVzR5Qq1Tq/V440tb7h0rYsLjrN3o+vXrJ99eYA2AE8NfQoN3YHLr0Dhn3/abwd37146LmkiAmKdxtCRX2BgIiIi8iM6cxGQdQAoPO2oDtesu3Xl6QPAd9c6QlKRwXsI0gUCB9a4rpdgZK8Al+hYLsv+9a4jAKl5hKI9hyApltB9ao2/bqpbEn7e+P0N+7xGh3IOuazvmdDTHpiCA4JxRecrEBcSp7rVSUiSVqPGonDHThgWLED8DddDG2ydOyti9CiYTp9GVFqqGpdkG7NE/omBiYiIyNeK89xagiQE9XCEoG+vUeEoIPc4Jsu2W5zuO2CWIzBJCDq4zvWxZZmtApwUQ7CRUHTBe6XrEq3rJQR56holIajbBbXxysmHpKucrcVILoG6QNzR6w61TiZx/Xb3tziWd8y+fZOQJmgfaw1EXeNKWypL3d73djQmxuPHYZi/QHW5K9qxQy0LPqujqmwnYmfMQNy11za4roaNFQMTERFRTbNYgOLcst3hkqzzqSDrIPD1VY7xQsY81/sPuMERmKSAwaH16kfbqZclIBgaWwiKbOYagqZ+4GgFktvBUd5DUNd/1c7rp3rrg60f4NcTv6rudYdzD7usiwmKwe09HcHn8s7WyXQlIEnLUWxw4+5KZs7Ph2HJEhhkXNK69dbfc6HXI2LEcAQ0dfwuaoM8TFBMfouBiYiIqDLk5KgoxxGA8mwhqJdTCLrSEZKM+a7373+9IzDpgoB/NrquDwhxVICLTHIsl0pxUz9UAcgYFIMla7dg3OTzoQ/0MFmqlM3ucl6Nv3TyH9lF2SoM2SZ7zSzMxCujHFXpVh9ejQ3HNthvS5lu27xGcu1crOHfnTnxrrOSkydx9N777LdDeve2jkuaMB666Gif7hvVLgYmIiJq3CFIKr65hKBWQPPejhD0f9OtrUCyrqTQ9f79r3MEpoBg4J9Nruv1YY4QJFXnbGRi1As/dhov1AQIDPfSEiQh6Fzrz0YjSnQ7PW9Hjdb/7fw/rDq0SnWrc+5C51zFLiIwQv18QYcLMLLlSHtBBpn3yJnRaERjJxXsCv/6G9npc2EpLEKzx6wTIge2aqXGIwW2aY0ouU5O9vWuUh1hYCIiogYYgrIcIUeCUExr1xD01RWOkGQqcr1/v2sd20oIOvyr63oJNraQIwUXbGROoIs+cYwXkuugcM/7KGWzO6fV6MumhiurMMs+zkhajnaf3o33J7yvii2Iv079hZ/++cm+fVJYkr0bnbQcSWU6mwltrOW9qSzj4cPInjdfjUsq3rvXulCvR8JttyIgJkbdbP68/88LRVXHwERERP4RgmQCVPs8QRKC2gAt+ljXZx0CvrzMGoLkYiouJwSFAEc2u64PinSEIOlm5xKCPnVrCQrzHoI6pdboy6bGa/H+xZi7ey52Zu7EiYITZdbvzd6LznHWyYLPaXuOvUudhKTIwEgf7LH/ylmxEpnvvYf8X36xL9MEBSF81EjV5U4X7uWLD2o0GJiIiMg3zGZrCLIFIAk60hLUoq9TCJpW2lJ0EjC7dRXqd40jMOlDgKO/lw1BtjLYMa1cQ9DFn7uGILm/1xA0uUZfNpHIKMhwqVAnl+eGPYc2Udby00dzj6rxRjYtwltYu9HFWid7bRHh6OJ5dtOz1YUqx1JcrEZqaUvHARr/OWQNSzKJbL9+qhR4xLhx0EVYuzESMTAREVENh6BMawCSCVFVCGoDJJeezGX/A3x+sTUE5Z8CzCWu9z97piMwSUvOUef62VK3N8paAluFoNaO5SGxwCVfuHaH01u7K5UhcwedZS39S1SX1h5eiw///hA7MncgozCjzHrpbmcLTEObD0WYPkyFpJToFIRLV1A6s3FJW7ao7naGhYvQ5M47EH2BtVR+5DnnwFxUhKjJk6Fv5lR1kqgUAxMREZXPbALyM5y6w50EYiUE9XOEoM8utq7LOwVYTK7373uVIzDpQ4Fjf7qul7l/pJVHglBsW9fll3xZuq60NUhKbHsLQR0n1ujLJqrqCbmEIAlDzuONbu9zO4Y0H6K2yS/Jx9oja9XPGmjQMrKlvRudXPdqUlpABEBKTIq60JkpPngQ2enzkD0vHcYDB+3Lc3/8yR6YAuLiEH/11T7cS6rvGJiIiBprCJJwY+sOJxcJKy37W9dnHwY+nWpdL2HJYna9f98rHYFJQtBxtxAkLT62oBPndNIXEgNc+pWjq5wKQR7KY9tDEAeoU/32d8bfeOnXl+wlvN1ty9hmD0w9m/TEIwMfsbcahcrvDtUKi9GIA9NnoOBXR9EWTWgoIseOQWRqGsIGDvDp/pF/YWAiImooTCWlRQ9KW4HybCFogGsIkq5yEoKc5luxhyBbYAoMBU785bRSA4TGOrq8uYegaV87haB466Sonkg57A7ja/qVE9Vaq9GJ/BP21iK5lmA0tcNUXNrpUrWNVKDbcNQ6r5FWo0XLiJb2Agxy6Rrf1f548SHxqqw31TzpUlewZQvC+lm/yNHo9dbJY7VahA0aZB2XNHo0tGFeirYQlYOBiYioPjMZneYIKr2W7nCtBlnXG44AH59f2hKUWTYE9ZnhCEwyJsg9BEm4sYWg+A6u3eGmfeNoJZLJU2U+IG8hqP3Ymn7lRHUejjSl81tJwYUH1jygApJMBOtuW+Y2+88y5mj2oNmqEEPb6LYIkSqMVCcsZrNqQVLjkhb/AHNuLlJWrYQ+MVGtT7z/PmgjI6Fv0sTXu0p+joGJiKiulRSXbQmSwgitBzuFoPOsLUFSRc5dn+mOwCQh6KTj5A0arTXc2Mb8JHR0LZhw2bfWsUIqBMVZq8B5DUFjavRlE9WXYCSTuzq3GsllcNJg3NPvHrWNTOb6y7FfYIEFOo0OrSNb2yvUyXWn2E72x9Nr9Ti//fk+fEWNT9GePWpckmHePBiPHLEvD2jaFMaDB+2BKSiFY8CoZjAwERHVhJIiIPsIovP2QrPrB0DGMkh3uNbWsQswHAU+mmINR55CUO8rHIFJqmGd3O5Yp9G5tgQlnOVaOvvf35WuS7R2mysvBKWMrtGXTVSfmS1m1U1OFJmKcM2Sa1SXuhxjTpltY4KsE5MKGVv0/PDnkRyRjHbR7RCk81JshOqcYckSHL75FvttbXg4IsaPQ1TaFISe3RcaGftIVMMYmIiIvDEWurYC2QojtBnqCEEfplrXFWZDRu0Ml+U7S+/f69+OwBQUAZza4XhsbYC1Bcg2D1ATxzfWatvL55aGoCbWAgreTgIkBLUbVUtvAJH/tBodzj1cZl4jCTxvjHlDbSOh51DOIRWWAjQBaBPdxj7OSLrTybWz8a051s7XzAUFyFm+AtqQYDX+SIQNHKjGIdnmSwofORLaYC9TCBDVEAYmImpcivPLhqC4dkCbYdb1OceAD86xrvcwdkGFIFtgkmCTscu+yqLVo1AXjuC4ZGiktSexi+N+QeHAFfNKQ5KEoJjyQ1DbETX7uokaCKPJCL1TUZFZy2fh1+O/Is+YV2Zb92VPDnkSscGxaBvV1uUxqP6wmEzI37AB2XPTkbN0Kcz5+Qju0sUemGQy2fY//wRtKCsMUt1hYCKihhGCbJOk2uYKim0HtB3uCEHvT7SGoOKyXXHQ6zJHYFIhaLdjnS7QdTLUpt1cQ9D0BfaWopKAcCxZtAiTJk2CXu/hZMz2HERUqe50/+T849JiJHMc6bQ6zD9vvksokouMJZLuc7ZWI9vcRs4GJg30wSuhyijcsRPZc+fCMH8+Sk6csC/Xt2iB8OHDVJDS6KzdjRmWqK4xMBFR/VSU6zpHkC0EtRtpXZ9zHHhvvDUkFeeWvX/PyxyBScb5ZO51rJPxCLaiCHLdtLtjnRRRmL6wdF2CtVpcaeUsj2xd7oTReOavm6gRyjfmu8xJ9PCah7F4/2IUlBRUuP1dfe9CoC4QraNaq9BE/unUa68iZ+ky9bM2KgqREyYgakoaQnr1slcvJPIVBiYiqhsWizXYOAcgW3c42xgcuf3OGGsIMuaXfYye0xyBKTgSOL3PsS4g2DEPkFw3cw5BocCMxY4QJAGq3BBUWnyBiGqUyWxS44icq9NJEYbj+cex8dKNLt3kJCwFagOREpNibzWyXZzDVZd4p66vVO+ZcvOQs2QJsuelo9kjjyCwdWu1POo8qTSoQaSMSxo+HNpALxNaE/kAAxMRnVkIKjI4jQc6bv05ri2QMsYpBI22Lvf0bXGPSx2BSYJM1gHHOjkpsrUCSRBq1sNpXQhw5Q+OwgnSla68ENSKXXGI6pLMXxQRGGGvUvfK5lfw8d8fo9BU6HH7/Yb9qhuduLLrlZjeZTpaRrZUE8OSf7OUlCBv7VrruKTly2EptB4DUho84eab1M8Ro0aqC1F9VOW/QmazGT/++CN+/vlnHDhwAPn5+UhISECvXr0wZswYJCcn186eElHdhaDCbMd4INvYIGkJcg5Bb4+yXpuKyj5Gj0sc26oQdNCxTh9mbeWRoggSdJJ6Oa0LBq5aBoTFWQOSjBEqj21CViLymRJzCQ4aDpaZ10jmOlpw3gIVeoS0CklYCtYFIyU6xT6nke0icx/ZSPc68n+mrCycfP11GBYshCkjw75cWpWku11kappP94+oxgNTQUEBXnzxRbzxxhvIzMxEz549kZSUhJCQEOzevRvff/89rr76aowbNw4PP/wwBgzgiQxRvQpBMvePc1EE1RLUDmg/1rqN3H5rhHWbikKQTICafcixLjDCURRBrpN6ewhBpZOpyhih8iSfXSMvmYhqXlZhFoIDgtVFfL79c7yw6QUUm4s9br8ve589ME1pNwVjWo5Rpb6lcAM13FLg2pAQ9bMmOBjZ334Hc24udLGxiJw0SQWl4K5dOS6J/EqlA1OHDh0wcOBAvP322xg7dqzHClDS4vTZZ5/h4osvxgMPPKACFBHVcghyHg+kxgSlAB3GWbfJOwW8OdQagsweChJ0v8gRmGRMkOEfxzppGbJ1h5NL8z6OdQFBwMwVpZOpJljHCJWHIYjIrxjNRuzP3u+oTnd6B3Zl7sKJghNqXqMhza3FTqREt4SlkIAQe1U625xGclu65NkkhCZA/qOGx2QwwLB4MQzp81CSmYm2C+arQCTzIzW56y4EJDZB+ODB0HiqHkrUkALTkiVL0KmT08SKHrRq1Qr33Xcf7rzzThw86NQFh4gqx2wGCjJdW4HybCGodBLFvAzgzSHW5eaSso/R7UJHYJKWoJwjjnVy21YUQYJOi7NdQ9DVKx0hSMYIlaeFU4AiIr+VUZChxgnZusStOLgCd/54pwpNnkipb5vBSYNVt7sWES3sY5WocbAUFyP355/VOKTclSvVbUWjQfHevQhq107djLnoQt/uKFFdBiZbWCopKcFTTz2FK6+8Ei1atPC4rbQ+tSv9RakJ+/fvx+OPP44VK1bg2LFjqivgZZddplqxAllFheo7swnIz3S0Atm6xUl3uI4THSHojUHWdRZT2cfoNtURmKQlyCUERTtVh0sAkvs51knFqWt+BELjSkNQBbOhN3fqSkdEDW7C173Ze8vMa5RRmIH7+t2HSztdqrZLCk9SYSlMH1amOp20Gslym/DAcHWhxkXmSzr+1NMwZTsm9w5q3946LmnyZOibNvXp/hH5vOhDQEAAnn/+eVx++eWoK9u3b1fFJubMmYOUlBRs3bpVdffLy8vDCy+8UGf7QeQagjJKq8I5h6AU4KxJTiFoYGkIMpd9jK4XOAKThCB5LFist0NiXFuCkvu7hqBrfwJCS1uCAir40iCpZ429bCKq/ywWC04VnFITvyaGJaplf2f8jWkLpqHEUrZVWgMNTuQ7JgqVyV8Xnb9IBSe2GpEo3r8fmqAg6Js1U7cDEhJUWJJrCUgSlII6duS4JGqwqlWrc9SoUapSXuvS2vm1bcKECepi07ZtW+zYsUMVoGBgohpjKgHyT3nuDnfWOdZtpKXof/2sYclbCLIFJun+Jo9lC0Gqlae0FUiunctcSwi67mdHS5DTXCQeOZfXJqJGq8hUhL1Ze12q0+3M3InTRadxWafLcE+/e9R2UmhBwlKEPqJMdTqpWOc8r5FM/ipd7KhxM50+jZylS9W4pIItWxA7fToS77UeT6H9+6Pl++8htF8/aHQs4EENX7UC08SJE3Hvvffizz//RJ8+fRAW5lr1Ki2t9stEZmdnIzY2ttafh/ycyWgtfJB3Aprso0jO+BnadbuBhI5Ap8mOEPTa2dYQZAs3zrr+yxGYpBCCPJ7aTmMNOLZWILlu6RyCAoDrVpeGoPiKQ1DTbjX5yomogbUayeSuuYW5LhXrRnw1AiYP3XilZchQbLDfluILSy9YisTQRLYCkFfmoiLkLl2GpA8+xL4HHpRxGNYVWq0qEW4jISlsIOe2o8ajWoHphhtuUNcvvfRSmXXyh9hk8jAGowZJGfNXX321wtaloqIidbExGKz/eBiNRnUhfw9Bx6GR7m55J9W1JbYdLGeVhqCC0wh4oz80UkDB6WBXI3QOAubO58KUUjomSBeKgIJMaGCBRbqflHZ1s5ROiGpJ7g+z8/FytXSHi7UGIU8TKjpvG9fRei2NUV4GUFPDYfu7wr8vdCYKSwqtY42ydmLX6V3YlWW9ZBdnY1DTQZiESeoYk7FEUqjBZDapsUXto60XaTVqG9lWlf52PhbjAuPUOGQib6H84JQpMO4/ANuotKBOZyFicirCJ01EQHw8/7ZRg/u3srL7oLHIb4iPSCvVs88+W+4227Ztw1lnnWW/ffjwYQwfPhwjRozAO++8U+59H330UcyePbvMcil9HhpaQRlkqlNasxGBJQYEl2QjyGhAUOl1bnBTHI22VnILKMnD2L/vRKApz+NjHI7uh1/a3Gi9YTEj9fcroYUZZmhRHBCBIn0UigIiURQQhYzw9jgQP8p+34iCf6zbBEQA7LNPRHVA/vnNtmQjz5yH5gHN7cueNDyJQkthme210KJNQBvMCJ9hX5ZvzkeIJoStRlRlgcePI3zrVmSOHKlakERC+jy1LKdXLxh69UJxU+sYOKKGKj8/H5deeqnquRYZGVk/A9PJkyeR4TTzsycyXslWCe/IkSMqKMmkuB988AG0pb/gVWlhSk5OxqlTp8p9U6iGlBRZW39sY4JsLUFx7WDpNMW6TWE2Av7XG5pCR6UdZ+az0mD613vWGxYzAp5uBo3FBItGV1r+ugkspeOCLM37wtx7uuPOp3YCIdISFKtCkHyLsHTpUq/ziBGdKR5j5E1BSQF2Z+1WLUUyzsjWapRrzEXryNb4dvK39m1nLJmBAzkH0CG6tDJdaatRm8g20Jg1PMao2kpOnULuwkXImT8fRdu2qWVJ776jxiIJc34+SnQ6LFu+nMcYNYp/Kw0GA+Lj4ysMTNXqkvfYY4+Vu/7hhx+u1OMkJCSoS2VIy9LIkSPVmKn333+/wrAkgoKC1MWdfDi+/oD8lrHAtSqcrTiClMjuer51m4Is4OXuQJHnEIROaUD3C6w/62KBotI++dK9zTYWqLRCnLbF2dA6f1Y3rFdd4TRSRa70GHD+XtVl6GmzLh6fnp8/1TYeY42XVKY7knsEh3MPo38zR3XLaYunYVum9QTVmcx/JJO+anQa9bN4a9xb1mUeWo1s3Ud4jFFlSQjKWb5czZeUt2aNdb4/ERCA8KFDERgR4TiWoqKg5TFGdURfD46xyj5/tQLTd999V+YP+L59+1TJcZl/qbKBqbIkLEnLkkyMK+OWpGXKpilr/Z+54nxH8JHS1raf41OsBQ+EtAC91AUozvEegmyBSQojGEu7zWn1TkUREq0V4pwnS5XQM2uDdTyQzCdUURBO6FAjL5mI6EzlGfPUGCPnOY2k1UiWS6W5DdM2qGshY4xOFpxULUUdYzqq22qsUVRb6N0KwjhXrCM6U0U7d+LIXXfbbwf36I6otDRETpyIABbPIqq9wPTbb795bNKaPn06zjvvPNQ0abaTQg9ycZ8s14c9Cus3abVxLo1taxWSEtndSlt3Cg3AS52AYkfVJRedUh2BSUJQSWmfel2gozy2hCAJQy36uoWgjdaucBKCKupbH9++Rl4yEVFttRodyjmkwtHolqPtLT8PrXkISw8sLbO9hCQp1X268DSahDZRyx4d+GiZYERU0wp37ED23HRoAvVocuutallwjx4IGzwYIT16ICotFYF1NCUMERp7YPJE+v1JgYXU1FT8+9//Rk2SICaXRk2CoQQb5+5wqjVIQlB7oPtU63ZFOcALHQBjvufHkSpytsAUFAGYiq0/BwSXDUHN+zjuJycI9pagqIpDkHTRIyLyM7nFufY5jVSLUWmVOhmDJGRCV9scRdJStOXkFnXtPK9Rq6hW9pYlG4Ylqi3G48dhmD9fBSVpTRLaiAjEX389tEFBKuC3fLf8IllEVEeBSciAKblQFUJQkaFsK5BcS6tL9wsdIej59kDpP9geQ5AtMAWGA+bSsrEBIY5JUsNLL0mqsLZTCJKWoDhreGIIIqJGQkpxH8w5qMLRoKRBiAy0DvZ958938O7Wd8tsH6QLUq1GOU7dkq/ufjWu7XFtne43kU3OsmXI/PRT5K/fYD2fkH/W9XqEjxyJqClp0FRirDcR1WJgeuWVV8p0izt69Cg+/vhjNaktVbLL3PPtHN3c3HU8xxGYJARZSgdp6sM8hKBejvtJ6LlxkzUEyf0qCkGxbWrqFRER1dtWIym44DzWaE/WHhSarH9/54ydo0KT6BjbEc3CmjlajGJLW40iWkGn1ZWZHJaorlhK59DSBFhP3Qq2bkX+uvXq55C+fazjksaPhy4qyqf7SdQQVSsw/ec//3G5LRXrpNrdFVdcgfvuu6+m9q1hCwxz+jncqTpcgucQdNMvpSHI6X7exLB/MhE1PiXmEhwwHFCBqHtCd3vXORln9PDassWIgnXBqvgCnIbCTmg9ARPb8Is/qh/kC+nCrX8hOz0dhgUL0OyJxxExyjqHYPS550IbHIzIyakIbGGdx4uI6lFgkop4dIZUS5CEoNjKhaDolnWxV0REfiHfmI8/T/2pwpGt5UhajYrN1nGZD/Z/EBeddZH6WVqJmoc3dxlnJJfkiOQyrUacAJbqg+J/DsMwf54al1TsdM6Vs3SZPTBJ8Yb4667z4V4SNR5nNIZJqtbt2bMHw4YNQ0hIiPomhP/YVEF0sq/3gIioXjOajNhn2KeCkZTg7hJvnV/tr4y/MHPJzDLbhwaEqlajcGm5L9UlrgsW/2txne43UXWY8/Jw8NprUfDLr/ZlmuBgRIwerSrchQ2ydh0lIj8ITBkZGbjwwguxcuVKFZB27dqFtm3b4qqrrkJMTAxefPHFmt9TIiJq0ApLCrH5+GbHWKPTO7A3e6/qaicu73y5PTDZWojsFepKxxpJSxLHFpG/MBcXo2jHToR066pua8PCYM7LV71QQgf0R1RqGiLGjYUu3PEFABH5SWC67bbb1My4Bw8eRKdOnezLL7roItx+++0MTERE5FWxqVgFIQlFscGxGNJ8iFpuKDbg2mVlq86F68PtYcgmKigKC89fWKf7TVQTpDdOwW+/Izt9LgyLFsNSVIT2q1dDF27tnt/ssdkISEiAvmlTX+8qEZ1JYFqyZAl++OGHMpPItm/fHgcOHKjOQxIRUQMkrUPrjqyztxrJZX/2fpRYrK1GI5JH2ANTQkgCusd3R9OwpvZxRraqdezuTf6ueP9+ZKfPQ/a8eTAeOmRfLuFIxinZWplCunXz4V4SUY0Fpry8PISGhpZZnpmZiaCgoOo8JBER+bEiUxF2Z+3GzsydqpBCWrs0tVy6x93x4x32iV9tIgIjVHc6GV9kI6Ho03M+rfN9J6ptWd9+h6P332+/rQkNReTYsYiUcUkDBkCjcy0+QkQNIDANHToUH330ER5//HH7P3JmsxnPPfccRo4cWdP7SERE9cyaw2vwd8bfjlYjw36YS+eLaxfVziUwSSuSdEOS1iJby1FiaCJbjahBMhcVIXflSuhiYxHWr59aFjZwAKDXq3Ak8yVFjB4FrYcvnomoAQUmCUajR4/GL7/8guLiYtx9993466+/VAvTmjVran4viYiozkmr0O7Tu1Ugyi7OxpVdr7Sve/HXF7Hr9C6X7aODolWrUae4Ti5VU58b9lyd7ztRXbKYzcj/5Rc1X1LO4h9gzs1F2NCh9sCkb9YMHVb/zElliRpTYOratSt27tyJ1157DREREcjNzcX555+PWbNmoVmzZjW/l0REVOs2HN2A30/8rqrTSRiSSWAtpbO6BumCcEXnK+zzFo1oMQLto9u7tBrJGCS2GlFjUrR7t3Vc0vx5KDly1L48IKmZGpPk/MUBwxJRIwpMRqMREyZMwJtvvokHHnigdvaKiIhqbcLXXVm71LxG+7L34e6z77af0H2+/XMsP7jcZXupYqeKL8R0VOOUQrXWbkQ3977ZJ/tPVJ8cfeRRFPxqnTNJGxGByAnjEZmaitC+faHRsrw9UaMNTFJO/I8//qidvSEioholLUa2KnXScnQox1GdS1zR5QpVlU4Mbj5YTfzqPK9RfEi8j/acqP4w5+cjZ/lyZM+fj6Snn0ZAbKxaHn3++arlSCaVDR85EloWviJqkKrVJe+yyy7Du+++i2eeeabm94iIiKoktzhXtRpJhToJRTf3uhnRwdFq3YqDK/D+X++7bC9d52zd6DRwdKGb2mGquhARYDGZkLd+PQzp6TAsXQZLfr5abli0CLHTpqmfo/91vroQUcNWrcBUUlKC9957D8uWLUOfPn0QFmadbM3mpZdeqqn9IyIiN9sytqmuc7YKdYdzD7usH996PPo3669+Prvp2cgszHRpNZJudkTkWcmpU8h49z0Y5s9HycmT9uX6li1Vhbvw4cN9un9E5CeBaevWrejdu7f6WYo/OOOAXyKiM5ddlK0KL9hC0bRO09A+pr1atzVjK+b8McdleynTbS++EJpgXz60xVB1ISLvLMXF0AQGWm/odMj8+GP5dlh1t4s8Z5IalxTSsyfPcYgaqSoHJpPJhNmzZ6Nbt26IiYmpnb0iImpk9mfvR/qedHtAOprnqLglusZ3tQemHgk9cF7KefYKdVKtztYFj4gqx5Sbi5wflqhS4DCZ0OqTj9XygJgYNLn1FgS2aYPwoUMdQYqIGq0qByadTodx48Zh27ZtDExERFWQVZhlD0RyGdd6HIY0H6LWHc8/jrf/fNtl+2ZhzVR1OglKMreRjYSkxwY/Vuf7T+TvLEYjctesUeOScpavgKWoyLpCo4HxxAnomzRRN+NmzvTtjhJRw5iHae/evWjTpk3N7xERUQNxIv8EPtv2mSrEIAFJbjuTViFbYJJg9K/2/3K0GsW0R2RgpI/2nKjhOf3lVzj53//ClJlpXyatSFFT0hA5OdUeloiIaiQwPfHEE7jzzjvx+OOPeyz6EBnJf+SJqHGQggqqZHfmDuzI2AFtkRaTMEmtM5lNeHfruy7bNw9vbp3XKLYjBjYb6BKeHh30aJ3vP1FDVfzPP9CGhakudkIbGqrCki4uTo1LikpNQ3DXLhyXRES1E5gmTbKeDKSlpbn8obHNaC3jnIiIGurEr29uedPeanSq4JTL+s76zvafZX4jKdbQJrKNCkgp0SkIDwz3wV4TNQ6m7GwYFi1G9rx5akLZhNtvR/w1V6t1EaNHIXnOmwgbPBiagGqd/hBRI1WtvxgrV66s+T0hIqoH5IufjMIMNaeRbbLXpPAk3NTrJrU+UBeIz7Z/hiKTdeyDzGOUHJGsWo1SolJQuLfQ/ljyBdK9/e712WshagzMxcXI/fFHGNLnIXfVKjVOyT4u6bCj5L60MLEkOBHVWWAazj84RNTAQtJ/Nv9HzW8kIUm62TmTMGQLTAHaAFzX4zpEBUXZK9SF6kPVOqPRiIWHFvrkNRA1RpaSEuwZNx4lx47ZlwV17IiotFRETp4MfWKiT/ePiBphYHruuedw0003ISQkRN1es2YN+vbti6CgIHU7JycH99xzD15//fXa2VsiomoGIim44FyhTlp/nhn6jFovP/906Cfsyd5jvQ0NWkW2ss9r5FyhTszsxgpaRL5QvH8/cn9ejdh/X6ZuS9e60D59kL9pEyJTJ6uJZYM7dvT1bhJRYw5M9913H6ZPn24PTBMnTsTvv/+Otm3bqtv5+fmYM2cOAxMR1Qtv/fEWNhzdoAJSVlGWy7qQgBCYLWZoNVp1e3rX6eq2BKR20e3UeiLyvZLMTBgWLkL2vHQUbvlDLQvt3w/BHTqon5s+9CC0ERHQ6HQ+3lMiaqgCqvotbXm3iYjqivz9OZZ3zKXVSG5/NPEjezGaP0/+iY3HNqqfJRi1jmytynd3iLW2HDkHpnNTzvXp6yEiB3NhIXJXrkT23HTkrl4NlJRYV+h0CBs8yHFbFkVz0mYiql0sE0NEfuXz7Z/jh/0/qICUU5xTZr1UrUsITVA/X9jxQoxuNdreahSks3YfJqL6LW/tOhy+7Xb77eCuXa3jkiZNQkB8vE/3jYgaHwYmIqpXrUZH8o6oCnW2st27Tu/CJ5M+UUUWxKGcQ/j1+K/q5wBNAFpHtbZP9ioX57LdQ1sM9dlrIaLKKdq1C9np8xCQEI/Yyy9Xy8KHDEZwly4IGzJEBaWgdu18vZtE1IhVOTC98847CA+3npCUlJTggw8+QHzptz1S9IGIqKoW7VukWo4kHOUac8usl+V9m/ZVP09qMwlnxZ6luta1iWqjynwTkX8xnjgBw4KFalxS0d/b1DJ9UhJiLrsMGq0WmsBAtPnma1/vJhFR1QNTy5Yt8fbbb9tvN23aFB9//HGZbYiIbGSc0OGcw/Y5jWzjjZ4f/jy6xHVR2xiKDPjtxG/2st3totqp1iJpOWof014FJJuu8V3VhYj8j2HJEmR99X/IW7sWMJutCwMCED5smKpwB46NJiJ/D0z79++vvT0hogbRpc5WcGHtkbX43+//U61DBSUFZbaVbne2wDSo+SA8PfRpFZKk1Uiv1df5vhNR7cyTJIUabH8X8lavQZ4UcZBKlT16IHJKGiInTkRATIyP95SIyDuOYSKiKjOZTWoska21SFqOJBjd2vtWTGgzwbqRBfjjpLUEcKA2UBVdsI0zkpYj57mNkiOS1YWIGsYXJ0XbtqlxSdkL5iP51VcR0rOnWhc9dSoCEhLUuKTAVq18vatERDUbmL744gtcfPHFldr20KFDOHjwIAYPHlzZhyeiesq59Pb2zO14bN1j2J2122OrkQQnW2DqmtAVzw17TgUkmQRWutoRUcNlPHoU2fPmwyDjknbtti83LFpsD0wh3bqqCxGRP6n0Gcwbb7yB2bNnY8aMGUhNTUWnTo5vh0V2djbWrFmDTz75BEuXLsW7775bG/tLRLWkxFyCg4aDLvMaSQCa2mEqrul+jdomXB+OP0/9qX4O1gUjJTrFPqeR7WITGRiJiW0m+uz1EFHdKMnIUCXA8zdtso9BkqIN4SNHImpKGsKHDPH1LhIR1U1g+vHHH5Geno5XX30V9913H8LCwpCYmIjg4GCcPn0ax44dU9Xypk+fjq1bt6p1RFQ/Gc1G+zihE/kncNOKm7Anaw+KTEVltt2RucP+c1J4El4Y/oIKRi0jWkKn1dXpfhOR71mMRhQfOICglBR1WxcTg+KDB1VYCu3b1zouafx46CIjfb2rREQ1okp9ZNLS0tTl1KlTWL16NQ4cOICCggIVlHr16qUuWq216w4R1Y9gdCD7gEt1OrkMaDYATw55Um0TExyjxh/JtiEBIWgf3d6l1Uiq1NlI17zxrcf78BURka/GJRX++acal2RYuFAta//jKmj0elUGPOmZZxCY3AL65s19vatERDWuWoMKJCCde+65Nb83RFRthSWFCA4IthdluHThpfYg5E6W20hL02ujX0OL8BZoEdHCPl6JiKj4n3+QnZ4OQ/o8FDtVytXFx6P40CEEtW2rbocN6O/DvSQiql0chU3kZ4wmI/Zm73VpMZKLVJn7aOJHahvpKpdvzFdhKTQg1KU6nVzL2CNng5IG+ejVEFF9lfnRxzj+1FP225rgYESMGaPGJYUNHAhNAE8hiKhxqNZfu5iYGPucCs5kmYxpSklJUWOZpEAEEVW/C0yOMUcVT7C5bul12HB0A0osJWW2LyopcpkH6akhT6nudjLuiK1GRFQec3Excn/8EYHNmyO4c2e1LPTsvvIPO8IGDkBkWhoixoyFLjzM17tKROQfgenhhx/Gk08+iYkTJ6Jfv35q2caNG7F48WLMmjUL+/btw/XXX4+SkhJcffXVNb3PRA2OFFvYm7W3zLxGGmiw6qJV9u0k+EhYitBHqLFFthajjjEd1TxHzl9kdEvo5qNXQ0T+QL5gKdi82TouafFimLOzVetR0rPPqvVBZ52F9j/9qOZNIiJqzKoVmKTgwxNPPIHrrrvOZfmcOXOwZMkSfPPNN+jevTteeeUVBiYitxOUjMIMxIfE25c9uPpBzN87HyaLqcz2EpCyCrMQHRytbt959p14cMCDaBbWzGMrLxFRRYr27bOOS5o3H8Z//rEvD2jSBPrklvbb8jeGYYmIqJqB6YcffsCzpd9AORs9ejTuuOMO9fOkSZNw7733nvkeEvlxEQYp1e0+r1F2UTbWXbIO4YHhaju5lrAkXe+kxUhai2xjjqTVyFbIQbSNsg6wJiKq7pc2/9wwC8X79qnb2tBQRIwbp1qWQvv1g0bHqQKIiGokMMXGxmLevHm47bbbXJbLMlkn8vLyEBERUZ2HJ/K7E5BjeccQHxpvn9volc2v4N2t78JsMZfZXqfR4UDOAXSJ66JuT+8yXV0SQxPZakRENcZcWIjcFStgWPwDkp57FtrgYPU3Juq885D/yyZEpU1BxOhR0IaE+HpXiYgaXmB66KGH1BillStX2scwbdq0CQsXLsSbb76pbi9duhTDhw+v2b0l8jGpPLc7a3eZCnU5xTn4v9T/w1mxZ6nt4kLiVFiKCYqxz2lkazlqG90WQbog+2M2DWvqw1dERA2JxWxG/saNalxSzg8/wJyXp5bnTpyAyIkT1c/x11wNyIWIiGovMMm4pM6dO+O1117Dt99+q5Z17NgRP/74IwYNspYntnXNq2lFRUXo378/tmzZgt9++w09e/asleehxk1ajY7kHUF0UDTC9NaqUF9u/xJPbngSFljKbB+gDcDh3MP2wDS57WSMazVOjVViqxER1Tbj8RM4/cnHyJ43HyXHjtmX65OSEJmWiuCuXX26f0RE/qzakygMHjxYXera3XffjaSkJBWYiGpCnjFPVaRzbzWS5S8MfwHjW49X20l5bglLEoJsLUZSqU61GkW1hV5n7Y4nooKifPiKiKixtCZptNYpAyyFBch4+x31szYiApETJqhxSSG9e9u3ISKiOg5MJpMJ33//PbZt26Zud+nSBWlpadDV4oDRRYsW2avwyc9EVSFd5DJMGThVcArN9M3Usp/++Qmzls/yuL2MR5Jtbc5uejZWXbhKdbcjIvIFc34+Ijb/hsNz0xEQEYEW/31ZLQ9s1QpxM69CcLfuCB8xHNogR7dfIiLyQWDavXu3qoJ3+PBh1RVPPP3000hOTsaCBQvQrl071LTjx4+rroAS0kJDQyvdfU8uNgaDQV0bjUZ1oYZLxhSpsUZZO7Ery9p6JBXrCkwFKNpdhJndZqrtmoc0V9dNQpqgfXR7a4tRdAf1c8vIlio02Y4VHXSIDIjksUNe2Y4NHiNUkywlJcjfsAG58xcgd/lyNCsoQIGs0OtRdPo0tOHWipsxt9yirmWCAhOPQaom/h2jxnSMGSu5DxqLDNaoIglLcrdPP/3UXhUvIyMDl112GbRarQpNNUmeS55TugA++OCD2L9/P9q0aVPhGKZHH30Us2fPLrP8s88+q3ToIj9oNTJnqAle43XWuY2Om47j1ZxXPW4fgAAMChqEcSHj7PcvsBQgTMvZ64mo/oleuxaxK1YiICfHvqw4Lg6G3r2Q06sXjHFs8SYiqq78/HxceumlyM7ORmRkZM0GprCwMKxfvx7dunVzWS7jiiTU5ObmVupxZJ4mT/M5OZMuf9IN76uvvlJFJaTLX2UDk6cWJmkFO3XqVLlvCtVPhmKDGmukWoyk5ej0LuzJ3oNCUyGmtJ2CRwY8orYrNhVjyFdD1FgjW6uRXLcNb4vt67djwrgJ0Osd442IavKbKqkQOnbsWB5jVC3GY8egi4xU8yOJrE8+walnn4M2OhoREyYgZOIE/HT0KMaOG8djjGoF/45RYzrGDAYD4uPjKwxM1eqSFxQUhBynb7tsJCgFBgZW+nGkkt706dPL3aZt27ZYsWIF1q1bp57XWd++fTFt2jR8+OGHXvfT/T5CPhxff0DkXYm5BAcMB1BkKkLnuM72ct4jvx7psUJdsC4YFo3F/pnK9epLVtur2zn/gu7S7OLnT7WOxxhVhSknBzlLliB7bjryN21Cs8cfQ/QFF6h1MVOmILhVa4QPGQxNYKC1+8jChTzGqNbxGKPGcIzpK/n81QpMkydPxjXXXIN3333XPg/Thg0bcN1116nCD5WVkJCgLhV55ZVX8MQTT9hvHzlyBOPHj8eXX36pSoyT/8oqzMKO0zvUGKMdmTvsY42KzcXom9gX7094X20Xqg9FckQyTBaTqkrnfJHlOq1rsRH3sEREVJ9YjEbk/rwa2fPSkbtiJSxOvSGKdu22/xwQG4uIUSN9tJdERFTtwCQB5oorrsDAgQPtyUy+9ZoyZQpeftlasacmtWzZ0uV2eOkAVyku0aJFixp/Pqp5RrMR+7L34XThafRv5gi556Wf51KJziYkIATBAcEuy76b8h0CdZVvwSQiqq+V7naPGw/TKcffvsB27RCVloao1Mlq7iQiIvLzwBQdHY25c+eqanm2suKdOnVCSkpKTe8f+SEJQGouo0zHnEYy1ki62jUJbYLlU5fbt+0Y2xEhhhD7vEa2VqPmEc2h1bjOHcKwRET+qPjQIeT/+iuizz1X3ZbxScEd2qNQ5mw7ZxIi09IQ3LkzJ7kmIvL3wHT77beXu37lypX2n1966SXUptatW6vKeeRbUlxBWo0O5hzE2FZj7cvvWHUHNp/YXGb7cH04WoS3UGOTgnTWsWX/G/W/Mt3piIj8nSkrC4bFi9W4pILffgO0WoQNHAR9YhO1vtkzz6judpqAak+HSEREdaTSf6mlIl1l8BuyhttqtD1zu8tYo/3Z+1FiKVElvddful6NMxJnxZ6FzMJM65xGtpaj2A5ICksqc3wwLBFRQ2EuLkbuqlXITk9H7o8/SV916woJSwMGwGzIBkoDk76J9ZqIiBpQYHJuQaKGS1p/pOiCBKJz2p6jJm4VL//6MubumVtm+4jACBWKsoqy7IHp3n73MjgTUaNjmDcfRx94wH476Kyz1LikyHPOsbcsERGR/2FfgEYsoyADf2X8ZR9vJNXqpJy3VKITXeK6qFYi0SmuE/489adLdToZf5QYmlgmHDEsEVFDV7R3n6pwF9S6NaKmTFHLIsaNxam35iBy7FhEpqYhuGMHX+8mERHVAAamRqCgpMDeajSsxTA1oav4dte3eOW3V8psHxUUpbrRSWlvm2mdpqkLEVFjVZKRAcPCRarLXeGff6plwV272gOTLiIC7RYv5pdGREQNDANTAyNlu38/8bu9Op1cpCiD2WJW618e8TJGtxptH2uUEp1SptUoISSB/+ATEZUyyKSy33yL3NWrAZO1BR46HcKHDEFkWqoqQmT7m8m/nUREDQ8Dk5/KN+ZjV9YuFYh6N+mNdtHt1PINRzfgrp/uKrN9bHCsCkTOcxsNbTFUXYiIyMFiNkOjdUxrYC3i8KP6ObhbN+u4pEkTERAX58O9JCKiusLA5AcMxQZsOrbJZV6jQzmHYIG1tPrtfW63ByZpIbK3FtnmNYrtYO+GR0REnhXu3AnDvHnInr8Ard5/D4GtW6vlMZdcgqD27RGVmoqgtm19vZtERFTHGJjqkdziXOzO2q3KdreNbouzm56tlks4unXlrWW2lxAkoahpWFP7sjZRbfBN2jd1ut9ERP7KeOIEDPMXqFakou3b7cuzFy5Ewg03qJ/DBw9WFyIiapwYmHxYiGH14dUu8xodzj1sX39BhwvsgaldVDt0iu2kKtbZ5jRqH90ecSHsDkJEVB3Gw4dx9KGHkbd+PWC2jvGEXo+IEcMRmZqK8BEjfL2LRERUTzAw+UiJuQS3r7q9zPImoU1UNzoJSDYy7uir1K/qeA+JiBoOS0kJjMeOIbBFC3VbFxeHgj/+UGEppHdvRKWlInLCBOiio329q0REVM8wMPmITPg6osUIxATHuFSpiw7mP9ZERDVBqtcV/v03DOnpyF6wUJX9brtwgapkpw0ORtJzz6qxSYHJyb7eVSIiqscYmHzo1dGv+noXiIgaHOORI8ieN19NLFu8e49jRUkJSo4fh76pddxnxKhRvttJIiLyGwxMRETUYJx6cw5Ovvyy/bYmMBDho0apUuDhQwar20RERFXBwERERH7JUlysJpOVUt+2EuDB3bqq69B+/dS4pIjx41VXPCIioupiYCIiIv8al7RliyoDbli4CKasLMROn47Ee+9R68MGDEDKiuXQJyX5eleJiKiBYGAiIqJ6r/jgQWSnz1PjkowHDtqX6+LjoYuOst/W6HQMS0REVKMYmIiIqF6zmEzYf+k0mE6dUrc1ISGIGDNGjUsKGzgAmgD+U0ZERLWH/8oQEVG9YZZxSatWIffHH9Hs8ceh0WpVq1HU5Mko2rXLOi5pzBhow8J8vatERNRIMDAREZFPWcxmFGzerLrcGRYvhtlgUMujUtMQNqC/+rnJPXer+ZOIiIjqGgMTERH5hPHoUZz+8ksY5s2H8fBh+/KApk0RlToZ+hYt7MsYloiIyFcYmIiIqE6r3NnCj/HYMWS8OUf9LF3spAS4jEsK7Xe26opHRERUHzAwERFRrTIXFCBn+QpV4S6weQs0ffghtTykZ09ET70AYQMHqslltcHBvt5VIiKiMhiYiIioVirb5W/ciOy56chZsgTm/Hy1vCAyUs2ZpAkMVC1NUtiBiIioPmNgIiKiGpXx3vvI/PBDlBw/bl+mb94ckWmpqpCDhCUiIiJ/wcBERERnxHj8BAJiou1ByGTIVmFJGxmJyAkTEDUlDSG9enFcEhER+SUGJiIiqjJTbh5yli2FIT0deevWo8X//oeIUSPVuugLLkBw584IHzECWrYmERGRn2NgIiKiSrGUlCBv7Vo1X1LOsmWwFBba1xX8+Yc9MAW2aKEuREREDQEDExERVagkMxN7U9NgysiwLwts1QqRU9IQlZqKwORkn+4fERFRbWFgIiKiMmQi2cLt2xExerS6HRAbi4CEBMBsRuSkSWpcUnC3bpxQloiIGjwGJiIiUkwGgyoBLqXA8zdtgiY4GO1Xr4YuPEytb/Haq9AnJkKj1/t6V4mIiOoMAxMRUSNmKS5G7urValxS7ooV6rai0SCkRw+YMk7ZAxPHJRERUWPEwERE1IhlfvwJTjz/vP12UPsURKalIWryZOibNfPpvhEREdUHDExERI1E8cGDqiUpuGsXRIwYoZZFTpqoJpm1jUsKOussjksiIiJywsBERNSAlZw+jZzFi9W4pILff1fLwoYOtQcmaUVKWbWSk8oSERF5wcBERNQAGUqLN+T+9BNgNFoXarUIGzgQUVOmuGzLsEREROQdAxMRUQNgsVhcutJlfvgRCn79Vf0c1KkTotLSEHnOJOibNPHhXhIREfkfBiYiIj9WtGePGpdkWLwIrb/4AgExMWp57LRLUdi7FyJTUxHcoYOvd5OIiMhvMTAREfmZklOnYFi4UHW5K/zrL/tyw6JFiL30UvWzFHGQCxEREZ0ZBiYiIj9RtG8fjj/9NPLWrAVMJuvCgACEDxmCqLRUhI8a5etdJCIianAYmIiI6imLyYSSjAz7uCNddDTy1q5TYSm4e3fruKRJExEQG+vrXSUiImqwGJiIiOqZwh07VHc7w/z50Ccno/Wnn6jlMj4p6aknEdy1G4LatvH1bhIRETUKDExERPWA8fhxFZCkgEPRjh325ZaiIpgMBugiI9VtaVUiIiKiusPARETkYyf+8zIy3npLaoOr2xq9HuEjRiBSxiUNHw5tYKCvd5GIiKjRYmAiIqpDlpIS5K1di6CzzrKPTQpKaafCUkifPtZxSePHqfFKRERE5Ht+Nb37ggUL0L9/f4SEhCAmJgbnnnuur3eJiKhSk8oWbP0Lx556CruGj8Cha65F9ty59vURY8ag3bKlaqxSzEUXMiwRERHVI37TwvTNN9/g6quvxlNPPYVRo0ahpKQEW7du9fVuERF5ZTx8GNnzZFxSOor37rUv18XGQqPV2W9rQ0IQ2KKFj/aSiIiI/D4wSTi65ZZb8Pzzz+Oqq66yL+/cubNP94uIyBtzYSH2pKbBkp+vbmuCghAxerR1XNLgwWqcEhEREdV/fhGYNm/ejMOHD0Or1aJXr144duwYevbsqQJU165dvd6vqKhIXWwMBoO6NhqN6kKNi+0z52dPNc1iNCLv59XI/2UT0LWr9RjT6xE2ciRMp04iYnIqwseMhjY8XG1fIv/jcUjVwL9jVNt4jFFjOsaMldwHjUU619dzX3zxBS655BK0bNkSL730Elq3bo0XX3wRS5Yswc6dOxHrZdLGRx99FLNnzy6z/LPPPkNoaGgd7DkRNVgWC4IPHkTk5t8Q8ccf0JW2JO2/7VYUN21q3cZsBrR+NVSUiIio0cjPz8ell16K7OxsRJZO31HvAtO9996LZ599ttxttm3bplqYpk2bhjlz5uCaa65Ry6XlqEWLFnjiiSdw7bXXVrqFKTk5GadOnSr3TaGGSb5FWLp0KcaOHQs9u0NRNRmPHoXhu++QO38BjIcO2Zfr4uMROmE8trRIxsgLp/IYo1rBv2NU23iMUWM6xgwGA+Lj4ysMTD7tknfHHXdg+vTp5W7Ttm1bHD16tMyYpaCgILXu4MGDXu8r28jFnXw4vv6AyHf4+dOZKNy9G6ffeFP9rAkNReTYMYhMTUPYwAEoMZtRsnAhjzGqdTzGqLbxGKPGcIzpK/n8Pg1MCQkJ6lKRPn36qOCzY8cODBkyxJ5O9+/fj1atWtXBnhJRY2MuKkLuypXITp+H4C6dkTBrlloePmQIIsaNQ8TYMaqIg9a5e690wSMiIqIGxS+KPkgT2XXXXYdHHnlEdamTkCQFH8TUqVN9vXtE1EBYzGbk//KLKgOes/gHmHNz1fKi7dsRf8MN0Gg00AQGosUr//X1rhIREVEd8YvAJCQgBQQE4N///jcKCgrUBLYrVqxQE9gSEZ2pU2+/jdOff46SI9YuwCKgWTNETZ6MqLRUFZaIiIio8fGbwCR9DF944QV1ISI6UyUZGdYJZEuDkPHQPyosSenviAnjEZWahtCz+0LDKndERESNmt8EJiKiM2UuKEDOsuXInpeOvDVr0frTTxDSs6daFzNtmircED5yJLTBwb7eVSIiIqonGJiIqEGzmEzI37AB2XPTkbN0Kcyl8yWJvE2b7IEpuGMHdSEiIiJyxsBERA1W8aFDODDtMpScOGFfpk9ORlRqqhqXFNi6tU/3j4iIiOo/BiYiajCMx46heP9+hA0YoG7rmzcHtFpoo6IQOXECotKmIKRXTxZwICKqASaTSU3zQlQVcsxIIbfCwkJ1DNV2DQSdTnfGj8PARER+zZSbh5wlS9S4pPz1G1Qhh/Y/roImIEAVbGj57jsITE5W5cCJiOjMWSwWHDt2DFlZWb7eFfLT46dp06Y4dOhQnXyBGR0drZ7vTJ6LgYmI/I7FaETe2rXWcUkrVsBSWGhfJ93spAKePjFR3Q5q186He0pE1PDYwlKTJk0QGhrKVnuqErPZjNzcXISHh0Nbi5VoJZjl5+fjRGm3/GbNmlX7sRiYiMjvnHz1NWS89ZZLSIqakobI1FQEtmjh030jImrIpAuVLSzFxcX5enfITwNTcXExgoODazUwiZCQEHUtoUmO2ep2z2NgIqJ6rfifwzDMn4fQfv0R2ruXWhY5YTyyvv4akZMmqaAU3LUrv+EkIqoDtjFL0rJE5A9sx6ocuwxMRNRgmLKzYVj8gxqXVPDLr2pZ1JQp9sAU1KmTdZySXu/jPSUiapz4JRU1pmOVgYmI6gWL9GlesUKNS8pdtUqNU1I0GoT274+wYUNd//gxLBEREdW5Dz74AImJiZg4cSIaCwYmIqofNBqceOFFVRZcBLVvbx2XNHky9E2b+nrviIiIGr1vvvkGzz33HNasWVOpYHXrrbc2iGqKtTvSiojIg+IDB1Thhn3n/wvm0gp30moUc/m/ETtjBtp8/x3azktH3MyZDEtERFQjpk+frv6tcb9MmDDB17vmF3bv3o0HH3wQixYtQkxMTIXbX3TRRdi5cycaArYwEVGdKDl9GoaFC2FIn4eCLVvsy3NXrkRkabN+7KWX+nAPiYioLpnMFmzcl4kTOYVoEhGMfm1iodPW7tgoCUfvv/++y7KgoCCv20uhAJn81JlUeAuspbn9avOxz1RKSgq2bdtWqW3lfZMKdbYqdf6OLUxEVKsKd+7EoetvwK6hw3D88SesYUmrRdjQoUh6/nmEDx/u610kIqI6tnjrUQx5dgUueXs9bvnid3Utt2V5bZJwJJOYOl+cW0ukxemNN95AWloawsLC8OSTT+LRRx9Fz5498c4776BNmzaqHLaQrmYzZ85EQkICIiMjMWrUKGxx+kJQWrTOPfdcl+eXLmojRoyw35afb7zxRrU8Pj4e48eP97jftsd64YUX1HxCUtJ91qxZ9qqFtn3//vvvy0zaKl3jxP79+9U2X331FYYOHarCzNlnn61agTZt2oS+ffuquZFkbNLJkyddHuedd95Bp06d1Gs/66yz8Prrr9vX2R73yy+/xPDhw9U2n376qXpeeX5nzzzzjNr/5ORk9d7de++96r11fj/kvXAmr1tev01RURHuvPNONG/eXH1G/fv3x6pVq1CbGJiIqMaLN5ic+itrAwNVKxJKShDcpQsS77tXVbhr+fZbiEqdDC1L0xIRNSoSiq7/ZDOOZjsmHRfHsgvV8toOTRWRgHTeeefhzz//xJVXXmnvjibjd7799lv8/vvvatnUqVPV/D7SRe3XX39F7969MXr0aGRmZlbp+T788EPVqiTjgt58802v261cuRJ79uxR13IfCSS2MFQVjzzyiOpat3nzZgQEBODSSy/F3Xffjf/+97/4+eef1Wt9+OGH7dt/+umn6raER2lheuqpp/DQQw+pfXAm4eeWW25R23gKfhLU5L194oknsGLFChWcnINXZUnAXLduHb744gv88ccf6nOQlsNdu3ahtrBLHhHViKLdu5GdPg/Z8+chpEtXtHj1FfuksokPPoiwAf0RlJLi690kIqIaZrFYUGA0Vbob3iPpf8Hi6XGklUQCS/rfGJwSX6nueSF6XZXKRs+fP1+1oji7//771cVGAsSMGTPKdJX76KOPVGuSWL16NTZu3KgCk61Ln7T+SAvP119/jWuuuabS+9S+fXtVSKEi0hL22muvqbmEpJXnnHPOwfLly3H11VejKqR1xhZoJOBccskl6nEGDx6sll111VUuQeyRRx7Biy++iPPPP1/dlla2v//+G3PmzMEVV1xh305ahmzbePLyyy+rx5aLwWDA448/rp63sHQsc2UcPHhQdamU66SkJPvrWbx4sVouYa42MDARUbWVnDyJ7AUL1Likwr//ti/PLyqGubhYtS6J2Mum+XAviYioNklY6vzwDzXyWBKajhkK0e3RJZXa/u/HxiM0sPKnsyNHjlRd7pzFxsa63Jauae5atWplD0tCut7l5uaqrnHOCgoKVCtQVfTp06dS23Xp0sVl4lVpoZFWsKrq3r27/WcpDy66devmskyCoMjLy1OvR0KOczArKSlBVFRUhe+bM2l5uu6661yWDRw4ULWYVZa8XpPJhA4dOrgsl2567p9FTWJgIqJqOf70M8j8+GPAbLYuCAhA+LBhiEpLRfjIkfawREREVF/ImBcpXlDRNhUtk7AkgcXT2BnbuB2tVqta35w5jzkq7/k8cS8+IS1rZtu/waW3K/N8zo9ja51zX2Z7XHmd4u2331ZjhZw5h7eqvI7yVPSeyf7I80oXSPfnd285rEkMTERUIYvJhLz16xHSowd0pX+Q9EnNVFiSZZFpqYicNAkBlSgzSkREDYt0i5OWnsqQqnjT399U4XYfzDhbVc2rzHP7goxXOnbsmBoD1Lp1a4/bSIvU1q1bXZbJ+Cf34FNT5PmOHnWM/5IxPfn5+Wf0mNLalJSUhL1792LatDPrLSJFIzZs2IDLLrvMvmz9+vXlvgZpTZL3UFoGRa9evdQyaQGTwhV1hYGJiDySb3iKtm9X45IM8+er7nfNnnwC0f/6l1ofde65qsKdjFEiIqLGS1okKtstbmj7BDSLClYFHjyNY5L2jqZRwWq72igxLl23JOg4k9AjFeqqYsyYMao7mVRwk/FH0kXsyJEjWLBggSoYId3TpGre888/r8Y+ybaffPKJOvmXk/7aIM8nY5zkuSRU3HPPPTUSzmbPno2bb75ZdcGT4gryHv7yyy84ffo0br/99ko/joyXkmp3EjZ79OiB9PR0/PXXX2jbtq3La5DHlPexXbt2eOmll1wmvpX3WYLb5ZdfrsZVyXspFf1kLJR0NZRxXbWBgYmIXBiPHVMBKXtuOoqcKs7ooqJgzst3uS0XIiKiypIQ9EhqZ1UNT+KQc2iyxSNZX1vzMUlxAOlK56xjx47Yvn17lUPiwoUL8cADD6gCEXLSLiXKhw0bZh8XJIUVpJqcVKCTwgZScU9O9Ksz7qgyJEDIvkjLi7QKSdU76bp2pmbOnInQ0FAV/u666y7V9U7GPLmX/67MRLYyHkqq6cn7IQUirr/+evzwg2P8m7xHMj5M3icJsrfddpu9dclGijtIpb077rgDhw8fVmF3wIABmDx5MmqLxuLeUbABk4ocko6zs7NVvXxqXKQPrPxxmzRpUq01h/s7KQe+c8hQVQJcaPR6NR4pakoawocOhYbjksrFY4xqG48x8vUxJie6+/btc5mPqDqkdPjseX+7lBaXlicJSxO6ugYaaljMZrM6J5dz8ccee0xVFrSVaq8N5R2zlc0GbGEiaqQsRiNy16xB0fYdiL/uWrVMFx2NsH79YC4uQlRaGiLHj2crEhER1TgJRWM7N1Vjmk7kFKJJRLAas1RbLUtEZ4KBiagRkQblwq1bVXc7w8KFMMnkelotos47D/rEJmqb5DffYEsSERHVOglHA9vVXilooprCwETUCBiPHkX299+rAg7F+/bZl+vi4hB5ziSXXuQMS0RERFQXHn30UXWp7xiYiBqB3NWrcfK/r6ifNcHBiBg9Wo1LChs0CJoA/hkgIiIi8oZnSkQNiLm4GHk//aS63IUNHoSYiy9WyyMnTEDOkqVqrqSIsWPscykRERERUfkYmIgawLikgt9+Q3Z6OgyLFsOcnW3vhmcLTLqICLR8+y0f7ykRERGR/2FgIvJjp958E1nffAvjoUP2ZQFNmiAydbKqckdEREREZ4aBiciPmAwG6JzmCSjYulWFJW1oKCLGjUNUWipC+/eHRqfz6X4SERERNRQMTET1nLmwELkrV6pxSVK8od2C+Qhs1Uqti7vySkSOn4CI0aNUaCIiIiKimsXARFQPWcxm5G/6Bdnpc5HzwxKYc3Pt62Sy2djSwBTauzcgFyIiIiKqFQxMRPVM4Y6dOHTddSg5etS+LCCpGaJS0xCVOhlBKSk+3T8iIiKy+uCDD3DrrbciKyvL17tCtUhbmw9ORBUznjiBgi1b7LcDW7WE2WCANiIC0VMvQKuPP0LKsmVoctutDEtERERn4NChQ7jyyiuRlJSEwMBAtGrVCrfccgsyMjJQ3zz55JMYNGgQQkNDER0d7XW7AwcOICQkBLm5uXj77bcxdOhQxMTEqMuYMWOwcePGOt3vhoiBicgHzPn5qgz4wZlXY/eIkThy732qPLjQBgej5QcfoP3qn9Hs8ccRevbZ0Gj5q0pERHQm9u7di759+2LXrl34/PPPsXv3brz55ptYvnw5Bg4ciMzMTK/3LS4urtZzVvd+tvtOnToV119/fbnbzZ07FyNHjkR4eDhWrVqFSy65BCtXrsS6deuQnJyMcePG4fDhw9XeD2JgIqozFpMJuavX4PDdd2PnkKE4cvc9yFu9GjCboYuKss+fJEK6dYU2KMin+0tERFQlxXneL8bCKmxbULltq2jWrFmqVWnJkiUYPnw4WrZsiYkTJ2LZsmUqUDzwwAP2bVu3bo3HH38cl19+OSIjI3HNNdfYu+DJ/aTV57zzzivTMvXoo4+iZ8+eeOedd9CmTRsEBwer5dJlb+bMmUhISFCPN2rUKGxx6l3iyezZs3HbbbehW7duFQamtNKpRD799FPccMMNah/OOusstR9ms1mFQqo+jmEiqiPHn3wSpz/73H5b37KlmitJxiXZqt4RERH5raeSvK9rPw6Y9n+O28+nAMZ8z9u2GgLMWOC4/XI3IN9Dl7lHHV80VkRaj3744QfVzU26rzlr2rQppk2bhi+//BKvv/46NBqNWv7CCy/g4YcfxiOPPKJub9iwAVdddRWefvppnHvuuVi8eLF9nTNpufrmm2/w7bffQlc6zYe0FMnzLlq0CFFRUZgzZw5Gjx6NnTt3IjY2FtUlQWz16tX4+OOPPa7Pz8+H0Wg8o+cgBiaiWmE8dgzZ8+YhYuRI+7ij8FGjYViwEJHnTEJkaipCeva0/1EmIiKi2iPd8KTre6dOnTyul+WnT5/GyZMn0aRJE7VMWoHuuOMO+zYPPfQQJkyYgLvvvlvd7tChA9auXauCk3tXuo8++ki1JgkJNDKO6MSJEwgq7T0iYez777/H119/bW+9qo6FCxeie/fuakyWJ/fcc49aJ2OZqPoYmIhqiCk3V5UAl7FJ+TLA0mKBKfM0Eu+x/mENGzgA7X/+CZrAQF/vKhERUc27/4j3dRq3CdXv2l3Otm4jRm79EzXFNl64MmS8k7Nt27apbnjOZOyTe2CSQhK2sCSk650UZIiLi3PZrqCgAHv27MGZcO6O5+6ZZ57BF198ocY12boGUvUwMBGd6bikn3+GIT0dOctXwFJUZF8X2rcvQro7+h1rpFm+tGmeiIiowQkM8/22XqSkpKheHZ5Cj5DlUlXOOeiEhVXved3vJ2GpWbNmKri4K6/6XUWkJUvC2v33319mnbRgSWCS8VnSAkVnhoGJ6EyYzTh6/wMwlVbWCWzb1j4uSd+8ua/3joiIiADVujN27Fg1RkkKKTiPYzp27JgqliAFHsrrKi/d9mQck7P169dX+Ny9e/dWzxEQEKCKSdQUCWAS8nr06OGy/LnnnlNjtWTMlnsrGVUPAxNRJRX/809pd7tNaPneu6rUt0avR8y0S9W8SZGpaQju0pnjkoiIiOqh1157Tc1rNH78eDzxxBOqit1ff/2Fu+66C82bN1chozw333wzBg8erFpvpkyZogKJe3c8T2T8kHTdk0IREmZk7NORI0ewYMEC1drlLdQcPHhQFauQa5PJhN9//93eWiYlxNPT08t0x3v22WdVoYrPPvtMhTMJakK2lwtVD8uKE5XDlJWF0198if2XTsOeMWNx6pVXkb9+vQpNNgmzZiHxvvsQ0rULwxIREVE91b59e/zyyy9o27YtLrzwQrRr104VXJA5jGTOoooqyQ0YMEBNDPvf//5XtepIefIHH3ywwueVcwMpzjBs2DDMmDFDBaaLL75YTTibmJjo9X4SfHr16qUq8Um3PvlZLvIahKfA9MYbb6iuehdccIHqBmi7SMij6tNYqjL6zc8ZDAZVyjE7O1vVwKfGRcpqyh+sSZMmQa/Xl7tt4d9/49QbbyB31Y+wGI3WhRoNQgf0R1TaFESMHQtd+Jn3qabGe4wRVQePMfL1MVZYWIh9+/a5zDFEdW/z5s2qip9U9fO3vwVms1mdk8u5uFZb+2035R2zlc0GftPCJHXqpfkzPj5evaAhQ4aoWYyJaoJ8b2DOc0yCZy4sQs7SZSosBXXsiCZ33YmUVSvR6v33EX3euQxLRERE5DMlJSV49dVX/S4s+Su/GcM0efJk1ZS6YsUKNVDv5ZdfVsukHKNMOEZUHUX79qlxSYZ58xE2eDCazX5ULQ/p1RMJt9yM8FGjENyxo693k4iIiMiuX79+6kJ1wy8C06lTp9SEY++++669NKKUSpRKJ1u3bmVgoiqRinY5S5aqiWUL//jDvjz3559gMZutxRw0GsRff71P95OIiIiIfC/AX0pBduzYUc2aLKUZZZbkOXPmqJmY+/Tp4+vdIz/S5NvvsO/+BwCTybpAp0PY4EHWcUmjR6mwRERERETkV4FJvu2XibekHGNERIQaICZhSUo5Sv15b4qKitTFeWCXbUCjXKhhk9aigl9/RUjPnqr8t3zmptBQFZaCunRBxORzED5hIgLirTNvS4Qy8bigM2D7u8K/L1RbeIyRr48xWa7G/ZrN6kJUVbZ6c7bjqLbJc8hzybGr0+lc1lX2b6lPq+Tde++9ql58eWTmZWldkrAkL+qBBx5QY5jeeecdVU5x06ZNqlyiJ48++ihmz55dZrnUpg+VE2dqkAKPHUfkb78h4rffoM/OxuErLkde585qnc5ggK6gEMWJTXy9m0RERH5HJl+VoRDJyckIDAz09e4QVUjKrB86dEjNSSXFMpzl5+fj0ksvrbBKnk8Dk5RCzMjIKHcbqZX/888/Y9y4cTh9+rTLi5EiEFdddZUKXpVtYZJfcBkTxbLiDUvJyZPIWbgIOfPno3j7dvtybUQE4m6/DVEXXKAC99KlS9VM36wqQ7WBxxjVNh5j5OtjTEo0y8mnTIrKsuJUHRI9cnJyVK+xupi/Uo7Z/fv3qwzgqay4VOCuKDD5tEteQkKCulRE0p9wr9Uut8trypOxTnJxJ38A+A9Nw1H8zz/YP268tLlaF+j1CB82DFFpaQgfMRxat2OAnz/VNh5jVNt4jJGvjjGTyaROcuUcrC7m0KGGx1x6vmY7jmqbPIc8l6djurJ/R/1iDNPAgQPVWKUrrrhCzXosXfJkpmWZhOqcc87x9e5RHbKUlCBv/QYYDx1EzCWXqGWBLVogqEMHaENCEJWWiogJExBQztg2IiIioprwwQcf4NZbb0VWVpavd4VqkV98NSBNZVLgITc3V81q3LdvX6xevRpz585Fjx49fL17VAdNt4V//43jzzyLXSNH4tDMmTj+7HMw5Tommm392ado/flnKkQxLBEREZEn0p3wyiuvRFJSkhqD1apVK9xyyy0VDhHxhSeffBKDBg1S4+6jo6N9vTuNml+0MAkJST/88IOvd4PqkPHYMWSnz4NhXjqKdu22L9dFRyNy0iRYigqB8DC1TMsiHkRERFSOvXv3ql5LHTp0wOeff442bdrgr7/+wl133YVFixZh/fr1iI2N9Vo4oDpFLqp7P9t9p06dqvZZ5iIl3/GLFiZqnLLnpuPkSy+psKQJDFRd7Vq8/j+0/+lHNH34IQTEWcuBExEREVVk1qxZKrwsWbIEw4cPR8uWLTFx4kQ1dc3hw4dVJWYbKWrx+OOP4/LLL1fFAK655hp7Fzy5n7T6nHfeeWVapqRCc8+ePVU1ZwlktiID0mVv5syZauy+PJ70mNqyZUu5+yuVnm+77TZ069atVt4PaoAtTNRwWYxG5P68Gtnz0hE5YSIix49Ty6NSJyNv9WpEpqUicvx46FjZkIiIqN7KN1qLdHmi0+oQpAuq1LZajRbBAcEVbhuqr3zvkszMTNVTSbq5yVh4Z1Imfdq0afjyyy/x+uuv2yu3vfDCC2rs/COPPKJub9iwQVVnfvrpp9V0NzJcxLbO2e7du/HNN9/g22+/tc/7Iy1F8rzSkhUVFYU5c+Zg9OjR2Llzp9dWLao/GJjId+OS/vjD2uVu4UKYTp9Wy815efbApE9KQquPP/LxnhIREVFl9P+sv9d1Q5sPxetjXrffHvHVCBSUFHjctm9iX7w/4X377QnfTMDpIut5grM/r/iz0vu2a9cude7RqVMnj+tluUxfI1PeNGlinatRWoHuuOMO+zYPPfQQJkyYgLvvvlvdlq59a9euVcHJvSvdRx99ZK8ELePuN27ciBMnTtirN0sY+/777/H111/bW6+o/mJgojolf6wy3nxTdbcr3r/fvlwXH4+ocyYhMi3Np/tHREREDVdVph+V8fPOtm3bprrhOZPxRe6BSQpJOE+bI13vpHBZnNtQgoKCAuzZs6eKr4B8gYGJap25oECV/BbSzC3d7yQsaYKDETFmDKKmpCFs4EBoAng4EhER+asNl24ot0ues1UXriq3S56zxf9yDSTVkZKSos5BPIUeIctlChvnoBMWZi0sVVXu95Ow1KxZM6xaVfY1s/qdf+AZKtUKc3Excn/8EYb0dOSuWYuU5cvs5b7jrrkapqwsRIwZC11plTsiIiLyb1UZU1Rb23ojrTtjx45VY5SkkILzOKZjx47h008/VQUebOOXvHXbk3FMzqSyXkV69+6tniMgIEAVkyD/w8BENdrMXbB5s3Vc0uLFMGdn29fl/fwzokq720WMGOHDvSQiIqLG6LXXXlPzGo0fPx5PPPGES1nx5s2bq4IQ5bn55psxePBgNf5oypQpqoiEe3c8T8aMGaO67kmhiOeee06NfTpy5AgWLFigWrvcu/7ZHDx4UBWrkGuTyYTff//d3loWHh5ezXeBqoNlxalGFGzZgj1jx+HAtMuQ9eWXKiwFJCYibuZVaDN3rj0sEREREflC+/bt8csvv6Bt27a48MIL0a5dO1VwYeTIkVi3bl2F1eoGDBiAt99+G//973/Ro0cPVZ78wQcfrPB5pdVq4cKFGDZsGGbMmKEC08UXX4wDBw4gMTHR6/2kQl+vXr1UJT7p1ic/y0VeA9UtjaUqo9/8nMFgUKUcs7OzVQ18qr6SzEyYMjIQ1L69/fauYcOhlfmSxo9X45JCzz4bmtJymvWB0WhUf7AmTZoEvV7v692hBojHGNU2HmPk62OssLAQ+/btc5ljiKgqzGazOieXc3Gttvbbbso7ZiubDdgljyrNXFiInOXLYUifh9zVqxHSqydaf/KJWhcQG4uW776LkO7d7AUeiIiIiIj8HQMTlctiNiN/40Y1Linnhx/UPEn2dcVGmIuKoC2dUyCsfz8f7ikRERERUc1jYKJyHbnnXhjmzbPf1jdvjsi0VESlpiGobRuf7hsRERERUW1jYCI744kTMMxfgMhJE6Fv2lQtCx82VJUHj5wwQY1LCunVC5o66G9KRERERFQfMDA1ctLFLmfZMmTPTUeezCVgNgNmE+JmzlTrI8ePR8S4cfZud0REREREjQkDUyNkKSlB3rp11nFJy5bBUlBgXyctSPoWyfbbmsBAeJ/CjYiIiIioYWNgaqTV7v656WZYCgvVbX2rlmqepKjUVAS2bOnr3SMiIiIiqjcYmBo445EjyJ43H4Xbt6HFf/6jlunCwxF9/vnq56i0VAT36KEmVSMiIiIiIlcMTA2QKSdHlQCXLndSEtym8PrrEdyhg/q56cMP+XAPiYiIiIj8AwNTA1Lw55/IeO895K5YCUtRkX15aL9+qiVJn9Tcp/tHRERE1JB88MEHuPXWW5GVleXrXaFaxPrQfsxiscBcXGy/XXLiBHIWLVZhKTClHRJuvx0pK5aj1UcfIvqCC6ALD/Pp/hIRERH50qFDh3DllVciKSkJgYGBaNWqFW655RZkZGSgPtm/fz+uuuoqtGnTBiEhIWjXrh0eeeQRFDud91HdYQuTHyo+dAjZ6ekwpM9DxKSJaHLLLWp5+NChiLt6JiInTkRQp04cl0RERERUau/evRg4cCA6dOiAzz//XIWRv/76C3fddRcWLVqE9evXIzY21uN9JahIwKqq6t5v+/btMJvNmDNnDlJSUrB161ZcffXVyMvLwwsvvFDlx6MzwxYmP2HKysLpL77A/ksuxZ6x43Dq1ddQfOAAcpctcykB3uSOOxDcuTPDEhEREZGTWbNmqfCyZMkSDB8+HC1btsTEiROxbNkyHD58GA888IB929atW+Pxxx/H5ZdfjsjISFxzzTX2Lnhyv9DQUJx33nllWqYeffRR9OzZE++8844KZMHBwWq5dNmbOXMmEhIS1OONGjUKW7Zs8bqvEyZMwPvvv49x48ahbdu2SEtLw5133olvv/221t4f8o4tTH7gyP0PIHvePMBotC7QahE2cKAalxQxZoyvd4+IiIgI5vx87yt1OmiDgiq3rVYLbWnQKG9bbWhopfctMzMTP/zwA5588knVxc1Z06ZNMW3aNHz55Zd4/fXX7V86S0vOww8/rLrCiQ0bNqhuck8//TTOPfdcLF682L7O2e7du/HNN9+ocKPT6dSyqVOnqueVlqyoqCjVcjR69Gjs3LnTa6uWu+zs7EpvSzWLgamesZjNKNiyBSE9e9p/YTXyy2Y0qm52Ml9S5KRJ0Cc28fWuEhEREdnt6N3H67qw4cPQcs4c++2dg4fAUlDgcdvQs89Gq48/st/ePXoMTKdPl9mu0/Ztld63Xbt2qbHfnTp18rhelp8+fRonT55EkybWcyxpBbrjjjvs2zz00EOq5efuu+9Wt6Vr39q1a1Vwcu+G99FHH6nWJLF69Wps3LgRJ06cQFBpaJQw9v333+Prr7+2t16VR0LYq6++yu54PsLAVE8U7d2H7PS5MMybD+Phw2j95RcI6dFDrYubeRVi/n2ZvSQ4EREREVWdhKbK6tu3r8vtbdu2qW54zmRMlHtgkkIStrAkpOtdbm4u4uLiXLYrKCjAnj17KtwP6S4oQU1aqWQcE9U9BiYfKsnIgGHBQlXAoXDrVpcmZhmfZAtMga1a+XAviYiIiCrWcfOv3leWdk2z6bBmtfdtta5D7FOWO8ZrV5cUTpCeO55Cj5DlMTExLkEnLKx61YXd7ydhqVmzZli1alWZbaOjo8t9rCNHjmDkyJEYNGgQ3nrrrWrtD505BiYfKdy2DfsumAqYTNYFOh3ChwxBpIxLGjUKWrf+tURERET1WVXGFNXWtt5I687YsWPVGKXbbrvNZRzTsWPH8Omnn6oCD+UVzZJuezKOyZlU1qtI79691XMEBASoYhKVJS1LEpb69OmjCkBo3YIk1R0GJh8J6tABAfHxCGjSpHRc0kQEuDXVEhEREVHNeO2111RLzfjx4/HEE0+4lBVv3ry5KghRnptvvhmDBw9W44imTJmiiki4d8fzZMyYMarrnhSKeO6559TYJ2k5WrBggWrtcu/6ZwtLI0aMUN375PlkbJVzkQqqW4yqPiKFHNqmz0Wb//sKsf++jGGJiIiIqBa1b98ev/zyiyrTfeGFF6rJYKXggrTirFu3rsIKdAMGDMDbb7+N//73v+jRo4cqT/7ggw9W+LzSarVw4UIMGzYMM2bMUIHp4osvxoEDB5CYmOjxPkuXLlWFHpYvX44WLVqoLn22C9U9jaUqo9/8nMFgUKUcpSyj1MCnxsVoNKo/WJOkyqBe7+vdoQaIxxjVNh5j5OtjrLCwEPv27XOZY4ioKmRCXjknl3PxuuhmWN4xW9lswBYmIiIiIiIiLxiYiIiIiIiIvGBgIiIiIiIi8oKBiYiIiIiIyAsGJiIiIiIiIi8YmIiIiIioShpRkWXyczVxrDIwEREREVGl2EqN5+fn+3pXiCrFdqyeyVQMAdW+JxERERE1KjqdDtHR0Thx4oS6HRoaqiZmJarKPEzFxcVqfqTanIdJWpYkLMmxKsesHLvVxcBERERERJXWtGlTdW0LTURVDTIFBQUICQmpk7AtYcl2zFYXAxMRERERVZqc5DZr1gxNmjSB0Wj09e6QnzEajfjpp58wbNiwM+omVxny+GfSsmTDwEREREREVSYnojVxMkqNi06nQ0lJCYKDg2s9MNUUFn0gIiIiIiLygoGJiIiIiIjICwYmIiIiIiIiLwIa48RVBoPB17tCPhpkKOUl5fP3lz6z5F94jFFt4zFGtY3HGDWmY8xQmgkqmty2UQWmnJwcdZ2cnOzrXSEiIiIionqSEaKioryu11gqilQNbKKsI0eOICIigpOsNULyLYKE5UOHDiEyMtLXu0MNEI8xqm08xqi28RijxnSMWSwWFZaSkpLKnUS3UbUwyRvRokULX+8G+Zj8cvr6F5QaNh5jVNt4jFFt4zFGjeUYiyqnZcmGRR+IiIiIiIi8YGAiIiIiIiLygoGJGo2goCA88sgj6pqoNvAYo9rGY4xqG48xqm1BfniMNaqiD0RERERERFXBFiYiIiIiIiIvGJiIiIiIiIi8YGAiIiIiIiLygoGJiIiIiIjICwYmatSKiorQs2dPaDQa/P77777eHWpA0tLS0LJlSwQHB6NZs2b497//jSNHjvh6t6iB2L9/P6666iq0adMGISEhaNeunao6VVxc7OtdowbkySefxKBBgxAaGoro6Ghf7w41AP/73//QunVr9W9j//79sXHjRvgDBiZq1O6++24kJSX5ejeoARo5ciS++uor7NixA9988w327NmDCy64wNe7RQ3E9u3bYTabMWfOHPz111/4z3/+gzfffBP333+/r3eNGhAJ4FOnTsX111/v612hBuDLL7/E7bffrr7c2bx5M3r06IHx48fjxIkTqO9YVpwarUWLFqlfXDmZ7dKlC3777TfV2kRUG9LT03HuueeqVk29Xu/r3aEG6Pnnn8cbb7yBvXv3+npXqIH54IMPcOuttyIrK8vXu0J+rH///jj77LPx2muvqdvypU9ycjJuuukm3HvvvajP2MJEjdLx48dx9dVX4+OPP1ZdDYhqU2ZmJj799FPVtYVhiWpLdnY2YmNjfb0bREQeWyt//fVXjBkzxr5Mq9Wq2+vWrUN9x8BEjY40qk6fPh3XXXcd+vbt6+vdoQbsnnvuQVhYGOLi4nDw4EHMnTvX17tEDdTu3bvx6quv4tprr/X1rhARlXHq1CmYTCYkJia6LJfbx44dQ33HwEQNhjTnSvGG8i7S719OKnJycnDffff5epepgR5jNnfddZfq6rlkyRLodDpcfvnlKrAT1dQxJg4fPowJEyaosSbSck5U08cYUWPHMUzUYJw8eRIZGRnlbtO2bVtceOGFmDdvnvpHwUa+9ZAT2mnTpuHDDz+sg72lhnyMBQYGlln+zz//qL7aa9euxcCBA2txL6kxHWNSeXHEiBEYMGCAGmciXVyIavrvGMcwUU10yZMhEF9//bUaz2tzxRVXqOOqvvfACPD1DhDVlISEBHWpyCuvvIInnnjCfltOOKRKi1RvkQGJRGd6jHkig1uFFH0g8qYqx5i0LEk1xj59+uD9999nWKJa/ztGVF0SwOVv1fLly+2BSf5dlNs33ngj6jsGJmp0ZG4cZ+Hh4epa5jFp0aKFj/aKGpINGzZg06ZNGDJkCGJiYlRJ8YceekgdY2xdopogYUlallq1aoUXXnhBtRrYNG3a1Kf7Rg2HjL2UojVyLT0xbPMVpqSk2P/tJKosqUwsLUoyfrxfv354+eWXkZeXhxkzZqC+Y2AiIqph0u3g22+/VXNNyD8GMnGtjDF58MEHERQU5OvdowZg6dKlqtCDXNy/6GFPe6opDz/8sEs39V69eqnrlStXqsBOVBUXXXSR+nJHjisp9CBTuSxevLhMIYj6iGOYiIiIiIiIvGCHZyIiIiIiIi8YmIiIiIiIiLxgYCIiIiIiIvKCgYmIiIiIiMgLBiYiIiIiIiIvGJiIiIiIiIi8YGAiIiIiIiLygoGJiIj8gkyUeeutt9b44w4bNgyfffaZ/bZGo8H333/vdfu///5bTRYrkxITEVHDx8BERESNVnp6Oo4fP46LL7640vfp3LkzBgwYgJdeeqlW942IiOoHBiYiImq0XnnlFcyYMQNabdX+OZT7vPHGGygpKam1fSMiovqBgYmIiPzO6dOncfnllyMmJgahoaGYOHEidu3a5bLN22+/jeTkZLX+vPPOUy1C0dHR9vUnT57EihUrkJqaWubxT506pe4j923fvr1qiXI2duxYZGZm4scff6zFV0lERPUBAxMREfmd6dOn45dfflFBZt26dbBYLJg0aRKMRqNav2bNGlx33XW45ZZb8Pvvv6uA8+STT7o8xurVq1Ug6tSpU5nHnz17Ni688EL88ccf6nGnTZumApJNYGAgevbsiZ9//rkOXi0REfkSAxMREfkVaUmSoPTOO+9g6NCh6NGjBz799FMcPnzYXqzh1VdfVa1Od955Jzp06IAbbrhB3XZ24MABJCYmeuyOJ4HskksuQUpKCp566ink5uZi48aNLtskJSWpxyAiooaNgYmIiPzKtm3bEBAQgP79+9uXxcXFoWPHjmqd2LFjB/r16+dyP/fbBQUFCA4O9vgc3bt3t/8cFhaGyMhInDhxwmWbkJAQ5Ofn18hrIiKi+ouBiYiIGqX4+Hg1FsoTvV7vcltKjZvNZpdl0kUvISGhVveRiIh8j4GJiIj8iow5kup0GzZssC/LyMhQrUpS8ltIa9OmTZtc7ud+u1evXjh27JjX0FSRrVu3qscgIqKGjYGJiIj8ilStmzJlCq6++mpVuGHLli247LLL0Lx5c7Vc3HTTTVi4cKGqjCdjnubMmYNFixapliIbCTvSyiQFIqpq//79aszUmDFjavS1ERFR/cPAREREfuf9999Hnz59MHnyZAwcOFBVyZOAZOtKN3jwYLz55psqMElRiMWLF+O2225zGbOk0+nUfEpSMKKqPv/8c4wbNw6tWrWq0ddFRET1j8Yi/8oQERE1cNIitX37dpdS4NIlr0uXLti8eXOlw09xcbFq5frss89UMCMiooaNLUxERNQgvfDCC6q73u7du1WZ8Q8//BBXXHGFyzZNmzbFu+++i4MHD1b6cWXb+++/n2GJiKiRYAsTERE1SDLx7KpVq5CTk4O2bduqcU0ymS0REVFVMDARERERERF5wS55REREREREXjAwERERERERecHARERERERE5AUDExERERERkRcMTERERERERF4wMBEREREREXnBwEREREREROQFAxMREREREZEXDExERERERETw7P8BgOPn207I21EAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"h_list = [0.01, 0.1, 0.5, 1.0]\n",
|
||
"N_list = [int(T / h) for h in h_list]\n",
|
||
"\n",
|
||
"np.random.seed(333)\n",
|
||
"\n",
|
||
"def plot_convergence(S0, mu, sigma, T):\n",
|
||
" \"\"\"\n",
|
||
" Plot la convergence du schéma d'Euler-Maruyama\n",
|
||
" \n",
|
||
" Paramètres :\n",
|
||
" S0 (int) : valeur initiale\n",
|
||
" mu (float) : drift\n",
|
||
" sigma (float) : volatilité\n",
|
||
" T (int) : temps final\n",
|
||
" \"\"\"\n",
|
||
" errors = []\n",
|
||
" \n",
|
||
" for N in N_list:\n",
|
||
" dt = T / N\n",
|
||
" dW = np.random.normal(0, np.sqrt(dt), N)\n",
|
||
" \n",
|
||
" exact = S(T, S0, mu, sigma, dW)\n",
|
||
" _, X = euler_maruyama(mu=mu, sigma=sigma, T=T, N=N, X0=S0)\n",
|
||
" \n",
|
||
" errors.append(np.max(np.abs(X[1:] - exact)))\n",
|
||
" \n",
|
||
" plt.plot(np.log(h_list), np.log(errors), 'o-', label='Erreur numérique')\n",
|
||
" plt.plot(np.log(h_list), 0.5 * np.log(h_list), '--', label='Ordre 1/2')\n",
|
||
" plt.plot(np.log(h_list), np.log(h_list), '--', label='Ordre 1')\n",
|
||
" plt.plot(np.log(h_list), 2*np.log(h_list), '--', label='Ordre 2')\n",
|
||
" plt.xlabel('log(h)')\n",
|
||
" plt.ylabel('log(Erreur)')\n",
|
||
" plt.title('Convergence du schéma d\\'Euler-Maruyama')\n",
|
||
" plt.legend()\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plot_convergence(S0, r, sigma, T)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c71cb5db",
|
||
"metadata": {},
|
||
"source": [
|
||
"L'ordre de convergence forte du schéma d'Euler-Maruyama est **${\\frac{1}{2}}$**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b384a5de",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Partie 2 : Pricing d'une option à barrière de type \"Up-and-Out Call\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8b3d7e75",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Question 1*: Sous la mesure risque-neutre, l'équation de Black-Scholes s'écrit :\n",
|
||
"\n",
|
||
"$dS_t = r S_t dt + \\sigma S_t d\\tilde{W_t}$\n",
|
||
"- $r$ est le taux d'intérêt\n",
|
||
"- $\\tilde{W_t} = W_t + \\lambda t$ avec $\\lambda = \\frac{\\mu - r}{\\sigma}$\n",
|
||
"\n",
|
||
"La solution s'écrit : $S_t = S_0 e^{(r - \\frac{\\sigma^2}{2})t + \\sigma \\tilde{W_t}}$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cbcbf31b",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Question 2*:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "ca7a09fd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"La barrière n'a pas été franchie\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"t, X = euler_maruyama(mu=r, sigma=sigma, T=T, N=1000, X0=S0)\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plot_brownien(t, X, B=B)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"def is_barrier_breached(X, B):\n",
|
||
" \"\"\"Renvoie True si la barrière est franchie, False sinon\n",
|
||
" La barrière est franchie si X >= B\n",
|
||
"\n",
|
||
" Paramètres:\n",
|
||
" X (array-like): Trajectoire des valeurs\n",
|
||
" B (float): Valeur de la barrière\n",
|
||
"\n",
|
||
" Retourne:\n",
|
||
" bool: True si la barrière est franchie, False sinon\n",
|
||
" \"\"\"\n",
|
||
" return any(X >= B)\n",
|
||
"\n",
|
||
"print(\"La barrière a été franchie\" if is_barrier_breached(X, B) else \"La barrière n'a pas été franchie\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0440a6ad",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_browniens(trajectories, B):\n",
|
||
" \"\"\"Trace les trajectoires de Brownien et la barrière\n",
|
||
"\n",
|
||
" Paramètres:\n",
|
||
" trajectories (list of tuples): Liste des trajectoires avec le temps et les valeurs\n",
|
||
" B (float): Valeur de la barrière\n",
|
||
" \"\"\"\n",
|
||
" for (t, X) in trajectories:\n",
|
||
" col = 'pink' if is_barrier_breached(X, B) else 'lime'\n",
|
||
" plt.plot(t, X, alpha=0.5, color=col)\n",
|
||
" plt.title('Simulation d\\'Euler-Maruyama pour une EDS')\n",
|
||
" \n",
|
||
" plt.axhline(B, label='Barrière', color='red', linestyle='--')\n",
|
||
" \n",
|
||
" plt.legend()\n",
|
||
" plt.xlabel('Temps')\n",
|
||
" plt.ylabel('X(t)')\n",
|
||
" plt.grid()\n",
|
||
" \n",
|
||
"def payoff(X, B, K):\n",
|
||
" \"\"\"Calcule le payoff d'une option en fonction des trajectoires.\n",
|
||
"\n",
|
||
" Paramètres:\n",
|
||
" X (list): Liste des valeurs de la trajectoire.\n",
|
||
" B (float): Valeur de la barrière.\n",
|
||
" K (float): Prix d'exercice de l'option.\n",
|
||
"\n",
|
||
" Retourne:\n",
|
||
" float: Valeur du payoff de l'option.\n",
|
||
" \"\"\"\n",
|
||
" if not is_barrier_breached(X, B):\n",
|
||
" return max(X[-1] - K, 0)\n",
|
||
" else: \n",
|
||
" return 0\n",
|
||
" \n",
|
||
"def call_BS(x):\n",
|
||
" \"\"\"Calcul du prix d'une option d'achat européenne selon le modèle de Black-Scholes en fonction de x.\n",
|
||
"\n",
|
||
" Paramètres:\n",
|
||
" x (float): Le prix de l'actif sous-jacent.\n",
|
||
"\n",
|
||
" Retourne:\n",
|
||
" float: Le prix de l'option d'achat européenne.\n",
|
||
" \"\"\"\n",
|
||
" d1 = (np.log(x/K) + (r + 0.5 * sigma**2) * T) / (sigma * np.sqrt(T))\n",
|
||
" d2 = d1 - sigma * np.sqrt(T)\n",
|
||
" return x * stats.norm.cdf(d1) - K * np.exp(-r * T) * stats.norm.cdf(d2)\n",
|
||
" \n",
|
||
"def compute_payoff_BS():\n",
|
||
" \"\"\"Calcul du prix d'une option d'achat Up-and-Out selon le modèle de Black-Scholes en fonction de la barrière.\n",
|
||
" \n",
|
||
" Retourne:\n",
|
||
" float: Le prix de l'option d'achat Up-and-Out.\n",
|
||
" \"\"\"\n",
|
||
" lam = (r + 0.5 * sigma**2) / sigma**2\n",
|
||
" return call_BS(S0) - call_BS(S0) * (S0/B)**(2 * lam) + (S0/B)**(lam - 1) * (call_BS(B**2/S0) - (S0/B)**2 * call_BS(B**2/S0))\n",
|
||
" \n",
|
||
"def compute_payoff(trajectories, B, K):\n",
|
||
" \"\"\"Calcule le payoff d'une option en fonction des trajectoires.\n",
|
||
" \n",
|
||
" Paramètres:\n",
|
||
" trajectories (list of tuples): Liste des trajectoires avec le temps et les valeurs.\n",
|
||
" B (float): Valeur de la barrière.\n",
|
||
" K (float): Prix d'exercice de l'option.\n",
|
||
" \n",
|
||
" Retourne:\n",
|
||
" float: Valeur du payoff de l'option.\n",
|
||
" \"\"\"\n",
|
||
" return np.mean([payoff(X, B, K) for (_, X) in trajectories])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 112,
|
||
"id": "2de6a625",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Moyenne des payoffs actualisés: 1.385442254077676\n",
|
||
"Comparaison avec la formule de Black-Scholes: 15.569765813162368\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"N_trajectories = 1000\n",
|
||
"trajectories = [(t, X) for (t, X) in [euler_maruyama(mu=r, sigma=sigma, T=T, N=1000, X0=S0) for _ in range(N_trajectories)]]\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plot_browniens(trajectories, B=B)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"payoffs = compute_payoff(trajectories, B, K)\n",
|
||
"payoffs_BS = compute_payoff_BS()\n",
|
||
"print(\"Moyenne des payoffs actualisés:\", np.mean(payoffs))\n",
|
||
"print(\"Comparaison avec la formule de Black-Scholes:\", payoffs_BS)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5671e9e8",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Partie 3 : Analyse d'erreur et convergence"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "2dcb9c95",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"N_list = [10, 25, 50, 100, 200, 500, 1000]\n",
|
||
"\n",
|
||
"np.random.seed(333)\n",
|
||
"\n",
|
||
"def plot_payoff_errors():\n",
|
||
" \"\"\"Trace l'erreur de convergence du payoff actualisé en fonction de N.\"\"\"\n",
|
||
" errors = []\n",
|
||
" \n",
|
||
" for N in N_list:\n",
|
||
" trajectories = [(t, X) for (t, X) in [euler_maruyama(mu=r, sigma=sigma, T=T, N=N, X0=S0) for _ in range(N_trajectories)]]\n",
|
||
" payoff_BS = compute_payoff_BS()\n",
|
||
" payoffs = compute_payoff(trajectories, B, K)\n",
|
||
" \n",
|
||
" errors.append(np.max(np.abs(payoffs - payoff_BS)))\n",
|
||
" \n",
|
||
" \n",
|
||
" plt.plot(np.log(N_list), np.log(errors), 'o-', label='Erreur numérique')\n",
|
||
" plt.plot(np.log(N_list), 0.5 * np.log(N_list), '--', label='Ordre 1/2')\n",
|
||
" plt.plot(np.log(N_list), np.log(N_list), '--', label='Ordre 1')\n",
|
||
" plt.plot(np.log(N_list), 2*np.log(N_list), '--', label='Ordre 2')\n",
|
||
" plt.xlabel('log(h)')\n",
|
||
" plt.ylabel('log(Erreur)')\n",
|
||
" plt.title('Convergence de l\\'erreur du payoff actualisé')\n",
|
||
" plt.legend()\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plot_payoff_errors()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8005cd64",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Question 2*: On observe que plus le pas de discrétisation est petit, plus l’approximation du payoff se rapproche de sa courbe réelle. Cela permet de mieux capturer les franchissements de barrière pouvant se produire entre deux instants de discrétisation, réduisant ainsi les erreurs liées à la non-détection de ces événements."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.9"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|