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@foxqstm
Created September 26, 2022 09:45
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 105,
"id": "be9b90fd",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"UpDiffAve 0.7440049999999999\n",
"DownDiffAve -0.7440050000000002\n",
"UpSig 0.38695782389686934\n",
"DownSig 0.3869578238968696\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"aveMean -0.018441176470588017\n",
"aveSig 0.7121628337455929\n",
"[2.1208743363512053, 0.0, 0.0, 0.0, 0.0, -1.368946401416886, 0.0, 0.0, 0.0, 0.0, -0.6854372395551707, 0.0, 0.0, 0.0, 0.0, 0.22614881370485543, 0.0, 0.0, 0.0, 0.0, 0.6813206565380161, 0.0, 0.0, 0.0, 0.0, -0.3609105141212909, 0.0, 0.0, 0.0, 0.0, -0.6039399210845614, 0.0, 0.0, 0.0, 0.0, -0.6468329722375856, 0.0, 0.0, 0.0, 0.0, -0.750343249750366, 0.0, 0.0, 0.0, 0.0, 0.6060842897554307, 0.0, 0.0, 0.0, 0.0, -2.727684422325519, 0.0, 0.0, 0.0, 0.0, -0.6443107632803627, 0.0, 0.0, 0.0, 0.0, 1.7868919558792742, 0.0, 0.0, 0.0, 0.0, 1.8449173270979706, 0.0, 0.0, 0.0, 0.0, -1.0435062333337397, 0.0, 0.0, 0.0, 0.0, -1.8672808928588698, 0.0, 0.0, 0.0, 0.0, 0.4693534035658767, 0.0, 0.0, 0.0, 0.0, 0.12452386710836498, 0.0, 0.0, 0.0, 0.0, -0.18046148149201557, 0.0, 0.0, 0.0, 0.0, 0.26212973983316273, 0.0, 0.0, 0.0, 0.0]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Vcu6YmBiTKafo6GgSEhLyrW9ZSU5OVqedRo4cSdeuXQE5UiNJkiRJj63w8HAAAgMDM51bsGABer2etm3bqiMhyshOQfvwww8JDQ2lfPnyfPvtt5QpUwaQIzWSJEmS9NhSKuxWrFjR5LjBYFCnnkaNGkWNGjWAwjEFtW/fPmbMmAHAvHnz8PHxoXTp0oAcqZEkSZKkx5YS1CgVdxU7duwgLCwMHx8fBg4cmG9BjVarJTY21uL527dvM2TIEIQQvPDCC/Ts2RNABjWSJEmS9DhLTk7m7t27QOag5pdffgHgueeew8PDI8+Cmr179/LBBx/Qv39/atSogYeHByVLlmT06NHo9XqTtnq9nueee47IyEhq1KihJgkDj8z0k6woLEmSJEl5QBmlKVasGD4+Purx27dvs3r1asA49QRQvXp1wH7LuoUQfP3117z77rtmz8+bN4+4uDh+//13nJ2dAfjss8/YunUrHh4erFq1Ci8vL7V9kR2p2bNnD3379iUgIACNRsOaNWssth09ejQajUadmwO4e/cu48aNUyPGihUrMn78eOLi4rJ87tSpU9FoNCYvJXKUJEmSpMIm49RTxho1ixcvJj09naZNm9KwYUMAdaTm0qVL5LbQv06n4/XXX1cDmqeffpqZM2eydetWoqOjWbFiBc7OzixfvpwBAwaQmprK5s2b+fTTTwGYM2cOderUMbmnEtTcvn070whPYWLzSE1SUhINGjTgxRdf5Omnn7bYbs2aNRw+fDhTBcXo6Giio6P55ptvqF27NuHh4YwZM4bo6GhWrlyZ5bPr1KnDtm3b1K8LahdQSZIkScpOREQEYDr1JIRQE4Qzbk5ZuXJlHB0dSUxMJDo62ux2CtZISkpi8ODBrFu3Do1Gw3fffceECRNM2gwcOBBPT08GDBjAunXr6N69OyEhIQghGD16NMOGDct035IlS6LRaNDr9dy5c4dSpUrlqH95zeagpmfPnmrikCVRUVGMHTuWzZs307t3b5NzdevWZdWqVerXVapU4X//+x/PP/88Op0OJyfLXXJycpKjM5IkSdIjwVyScEREBBcuXMDZ2ZkhQ4aox11cXAgKCiI0NJRLly7lKKiJjY2lR48eBAcH4+bmxh9//GFx8KFnz55s2rSJPn36sGfPHgAaN25sMrOSkbOzM/7+/sTGxnLz5s1CG9TYPVHYYDAwbNgwJk2alGn4yhJlg6qsAhowrt8PCAggKCiIwYMHm5RuNker1RIfH2/ykiRJkqT8YC6oUerWVKxYMdPGjLlNFp42bRrBwcH4+/uzY8eOLGdTADp06MD27dvx9/enVKlSrFy5MsudwpUpqMKcLGz3oObLL7/EycmJ8ePHW9X+zp07fPbZZ4wePTrLdi1atGDx4sVs3ryZX375hRs3btC6dWvu3Llj8Zrp06fj4+Ojvh7OPpckSZKkvGJppAYy162B3Ac1GzduBIxJwK1atbLqmubNm3P9+nVCQ0MJCgrKsq0yU1KYk4XtGtQEBwczc+ZMFi5caHbjrofFx8fTu3dvateuzZQpU7Js27NnT55++mnq1atH165dWb9+PQCLFi2yeM3kyZOJi4tTX8o/MEmSJEnKa+YK71kqxgemycK2unbtGpcuXcLR0VHd0sBa7u7uJiudLHkUVkDZNajZu3cvt27domLFijg5OeHk5ER4eDgTJ07MVCI6ISGBHj16UKxYMVavXq0uKbOWp6cn9erVy7KktKurK97e3iYvSZIkScprQogsR2rMzRwoy7pzMlKzZcsWAFq1apVnn3WPQq0au9apGTZsWKYIsXv37gwbNowXX3xRPRYfH0/37t1xdXXl33//zXIOzxKtVsv58+dp165drvstSZIkSfYUFxdHYmIiYBrAWDNSExYWhlarxdXV1ernKUFNt27dctzn7DwKIzU2BzWJiYnqrqNg/OafPHkSPz8/KlasiL+/v0l7Z2dnypQpo/5lJSQk0K1bN5KTk/njjz9MEnhLliypLtPu0qUL/fv3Z+zYsQC8/fbb9O3bl4oVK3Lr1i2mTZtGfHw8I0aMyNk7lyRJkqQ8ogQvfn5+eHh4qMezyqkpU6YMXl5eJCQkcOXKFWrXrm3Vs3Q6Hdu3bwdkUGPz9NOxY8do1KgRjRo1AuCtt96iUaNGfPzxx1ZdHxwczOHDhzlz5gxVq1albNmy6itjzsuVK1dM9qeIjIxkyJAh1KhRgwEDBuDi4sKhQ4eoVKmSrW9BkiRJkvKUpT2fspp+0mg0FisLL1y4ECcnJ5OSKIpjx45x//59fH19adq0qV36b06RnH7q2LGjTdUOr127lqPrH75u2bJlVj9TkiRJkgqSuaAmPj5erZ5vaTVujRo1CA4ONsmr0ev1TJ06Fb1er+7j5ODwYExCmXrq2rVrnhalLZIjNZIkSZIkZc1cUKMc8/X1tbjayNyy7vXr16v1bS5evMiGDRtMrsmPfBp4NLZKkEGNJEmSJNmZuWmmrJKEFeamn2bPng1A8eLFAfj222/Vc3FxcRw6dAiAJ554wh5dt0jZKsFgMJikhxQmMqiRJEmSJDuztfCe4uGRmkuXLrF161Z1A2lHR0d27drF8ePHAdi5cyd6vZ7q1atnKp1ib05OTpQoUQIovFNQMqiRJEmSJDuztUaNQhmpiY2N5e7du/z0008A9O7dm/bt2/PMM88A8N133wH5N/WkKOxbJcigRpIkSZLsSAhBZGQkYH01YYWnpyfly5cH4Pjx4yxcuBCA119/HYCJEycCsHz5ciIjI/M9qMlqq4QXX3yRiRMnEh0dnS99MUcGNZIkSZJkR7dv30ar1aLRaEx227Zm+gkejNZMmTKFuLg4qlatqgYtTZo0oUOHDuh0Ot58802uXLmCk5MTHTt2zJs38xBLK6CSk5NZvHgx3333nVXbJOUVGdRIkiRJkh0pIzKlS5fGxcVFPW7N9BM8yKs5cOAAAK+99prJEu633noLgJUrVwLQunVrq/ZusgdL00+nT5/GYDBQpkwZypYtmy99MUcGNZIkSZJkR+byaQwGg9kpKXOUoAaMm02+8MILJuf79OmjjuZA/k09geXppxMnTgCohXkLigxqJEmSJMmOzAU1t27dIi0tDY1GQ0BAQJbXZwxYnnvuOXUpt8LBwYE333xT/To/gxpL008yqJEkSZKkIiirwnsBAQE4OztneX3NmjXVPysJwg8bPnw4derUoWnTpjRu3Di3Xbaapa0SlCXmBR3U2HWXbkmSJEl63OW0Ro0iKCiIDz/8EHd3dxo2bGi2jYeHB6dPnzbJtckP5kZq0tPTOXPmDCCDGkmSJEkqUnJaoyajzz77LNs2+R3QgOlWCTqdDicnJ86fP09aWho+Pj5Urlw53/uUkZx+kiRJkiQ7yukWCY+CkiVL4uDggBBC3SpByadp2LBhgS7nBhnUSJIkSZLd6PV6tfhcxgDGlumnwszR0THTVgmFJZ8GZFAjSZIkSXYTExODXq/HyclJTaoF26efCrOHa9UUlpVPIIMaSZIkSbKbjKucHB0dMx1/1EdqwLRWjcFg4OTJk4AMaiRJkiSpSDGXJKzVatVRjaIQ1GRcAXX16lUSEhJwc3OjVq1aBdwzGdRIkiRJkt2YC2qioqIAcHNzw9/fv0D6ZU8Zp5+UfJp69erh5FTwC6plUCNJkiRJdpJdjZqCXh1kDxmnnwpTPg3IOjWSJEmSZDf2qFFT2GWcflKWdReWoEaO1EiSJElSDmzZsoX27dsza9YsUlNTgay3SCgK+TRgfvopP7dqyIoMaiRJkiTJRjqdjtGjR7N3717Gjx9PlSpVmD17NuHh4UDOt0h4FCjTT5cuXeL27ds4OjpSr169Au6VkZx+kiRJkiQbLV26lGvXruHn54eHhweRkZGMGzdOPZ8xgDE3evMoU0Zq0tLSAOMGnO7u7gXZJZUcqZEkSZIkGxgMBqZPnw7ApEmTCA0N5aeffqJ8+fIA+Pj4qFV3oeiN1JQoUcJk36nCkk8DMqiRJEmSJJv8888/nD9/Hh8fH1599VVcXV159dVXCQ0NZfHixaxevdpklVNRC2ocHR0pWbKk+nVhCmrk9JMkSZIkWUkIweeffw7A2LFj8fHxUc+5uroybNgwk/ZxcXEkJCQARWf6CYxTUMreT4UlSRjkSI0kSZIkWW3r1q0cO3YMd3d33njjjWzbK6M0/v7+eHh45HX38k3Gfa0aNmxYcB15iAxqJEmSJMlKyijNK6+8YjIFY0lRq1GjUJKFg4KC8PX1LdjOZCCDGkmSJEmywv79+9m9ezfOzs68/fbbVl1T1GrUKJSgpjDl04AMaiRJkiTJKsoozYgRI9SVTllJS0vjwIEDQNELagYOHEj9+vUZNWpUQXfFhM1BzZ49e+jbty8BAQFoNBrWrFljse3o0aPRaDTMmDHD5LhWq2XcuHGUKFECT09PnnzySSIjI7N99k8//URQUBBubm40adKEvXv32tp9SZIkSbJZeHg4GzZswMHBgXfeeSfLtlqtljlz5lCtWjV+//13wFjLpShp0aIFp06dokePHgXdFRM2BzVJSUk0aNCA2bNnZ9luzZo1HD58mICAgEznJkyYwOrVq1m2bBn79u0jMTGRPn36oNfrLd5v+fLlTJgwgQ8++IATJ07Qrl07evbsqc5XSpIkSVJe2bdvHwDNmjWjWrVqZtsIIZg3bx5VqlTh1VdfJSIigjJlyvDdd98xevTo/Ozu40vkAiBWr16d6XhkZKQoV66cOHv2rKhUqZL4/vvv1XP3798Xzs7OYtmyZeqxqKgo4eDgIDZt2mTxWc2bNxdjxowxOVazZk3x3nvvWd3fuLg4AYi4uDirr5EkSZKk119/XQBiwoQJZs/rdDoxZswYAQhABAQEiB9++EEkJyfnc0+LJms/v+2eU2MwGBg2bBiTJk2iTp06mc4HBweTnp5Ot27d1GMBAQHUrVtXnXt8WFpaGsHBwSbXAHTr1s3iNWAcAoyPjzd5SZIkSZKtlM+aVq1aZTqXkpLCwIEDmTNnDhqNhunTp3PlyhXGjRtXaLYPeFzYPaj58ssvcXJyYvz48WbP37hxAxcXF4oXL25yvHTp0ty4ccPsNbGxsej1ejXb2pprAKZPn46Pj4/6KmpL6iRJkqS8l5iYyOnTpwFo3bq1ybl79+7RvXt31qxZg4uLC3/99Rfvvfcebm5uBdHVx55dg5rg4GBmzpzJwoULTUpEW0MIke01D5/P7prJkycTFxenvpSldZIkSZJkraNHj6LX6ylfvrzJqqfo6Gjat2/P3r178fb2ZvPmzQwcOLAAeyrZNajZu3cvt27domLFijg5OeHk5ER4eDgTJ04kMDAQMFYhTEtL4969eybX3rp1K9NIjKJEiRI4OjpmGpXJ6howlqz29vY2eUmSJEmSLQ4ePAhkHqX58MMPOXv2LAEBAezdu5eOHTsWQO+kjOwa1AwbNozTp09z8uRJ9RUQEMCkSZPYvHkzAE2aNMHZ2ZmtW7eq18XExHD27NlM/2AULi4uNGnSxOQaMJartnSNJEmSJNmDuXwaIYT6mbRgwQLq169fIH2TTNm8oWViYiKhoaHq12FhYZw8eRI/Pz8qVqyIv7+/SXtnZ2fKlClDjRo1AOOW7CNHjmTixIn4+/vj5+fH22+/Tb169ejatat6XZcuXejfvz9jx44F4K233mLYsGE0bdqUVq1aMW/ePCIiIhgzZkyO3rgkSZIkZUcIwaFDhwDTkZqwsDAiIyNxdnambdu2BdU96SE2BzXHjh2jU6dO6tdvvfUWYKywuHDhQqvu8f333+Pk5MQzzzxDSkoKXbp0YeHChTg6Oqptrly5QmxsrPr1s88+y507d/j000+JiYmhbt26bNiwgUqVKtn6FiRJkiTJKpcvX+bOnTu4ubmZbNy4a9cuwFiErihtVPmoszmo6dixI0IIq9tfu3Yt0zE3NzdmzZrFrFmzbLrutdde47XXXrP62ZIkSZKUG8rUU5MmTXBxcVGPK0FNhw4dCqJbkgVy7ydJkiRJssBckrAQgt27dwPI5OBCRgY1kiRJkmSBuSTha9euERERgbOzs9lifFLBkUGNJEmPnF9++YV33nmH1NTUgu6KVITFxcUREhICmAY1ytRTs2bN8PT0LIiuSRbYnFMjSZJUkLRaLa+//jrp6emcOXOGv//+W5ail/LE4cOHEUIQFBREmTJl1ONKUCOnngofOVIjSdIj5cKFC6SnpwOwadMm+vXrR3JycgH3SiqKLBXdk/k0hZcMaiRJeqQoe/AEBgbi6enJ1q1b6du3L0lJSQXcM6moUYKah/NpwsPDcXJyksVfCyEZ1EiS9EhRgpo+ffqwefNmvLy82LFjB7179yYxMbGAeycVFQaDQS26J/NpHh0yqJEk6ZGiBDX169enTZs2bNmyBW9vb3bv3s24ceMKuHfSoyghIYFt27Zx4MABtFotAOfPnycuLg4PDw+TLRDk1FPhJhOFJUl6pGQMagBatmzJ2rVr6dChA7///jsffPABVatWLcguSoVceno6mzZtYvfu3ezevZvjx49jMBgA40bIzZo1o1ixYgA0b94cJ6cHH5Wy6F7hJoMaSZIeGbdu3eLGjRtoNBrq1KmjHm/fvj29evViw4YN/O9//2PBggUF2EupsHv77bf54YcfTI4FBgaSlJTE7du32bdvn3o849RTeHg4165dw9HRkTZt2uRbfyXryeknSZIeGWfOnAGgSpUq6m/Sio8//hiA33//nStXruT4GWFhYaSlpeW8k1Kht23bNgCefvpp/vjjDyIiIggLC+PmzZtcunSJ3377jZEjR9KrVy9effVV9Tpl6injSI5UuMigRpKkR8bDU08ZtWjRgu7du6PX65k+fXqO7v/HH39QuXJl3nnnnVz1Uyq8EhISOH/+PAA//vgjzz33HBUqVABAo9FQrVo1XnzxRX799VfWr1+vngM59fQokEGNJEmPjKyCGoApU6YAsGjRIrOb4mYlOTmZd999F4A///wTvV6f845Khdbx48cRQlChQgVKly5t07Wy6F7hJ4MaSZIeGadOnQIsBzWtWrXiiSeeQKfT8fnnn9t07xkzZhAdHQ1AbGwsR44cyV1npULp6NGjADRt2tSm606ePElYWJjMpynkZFAjSdIjQafTqfvwWApq4MFozYIFCwgPD7fq3rGxsXz55ZcAlC1bFoB169blprtSIaUENc2aNbPpOmUUb+DAgXh5edm9X5J9yKBGkqRHwqVLl0hLS8PT05OgoCCL7dq0aUPnzp3R6XRW59ZMmzaN+Ph4GjVqpAY3MqgpmnIS1GzZsoUtW7bg7Oxs8wiglL9kUCNJ0iNByaepV68eDg5Z/+hSRmvmz5/PF198gU6ns9j26tWr/PTTTwB8+eWX9OrVCwcHB06fPk1ERISdei8VBrGxsYSFhQHWTz/p9XomTZoEwNixY6lcuXKe9U/KPRnUSJL0SFCCmgYNGmTbtn379jz//PPodDomT55My5Yt1esf9uGHH5Kens4TTzzBE088gb+/v7qnz/r16+33BqQCd+zYMQCqVauGr6+vVdcsXryY06dP4+vry4cffpiHvZPsQQY1kiQ9ErJb+fSwxYsXs3DhQnx9fQkODqZJkyZMmTKFkJAQoqKiSEpKIjg4mKVLl6LRaNRpJzDuKwVyCqqosXXqKTk5WQ1kPvzwQ/z8/PKsb5J9yKBGkqRHgq1BjUajYcSIEZw7d45+/fqh0+n49NNPqVu3LuXLl6dYsWLqFMRzzz1Ho0aN1GuVoGb79u1y9+8iRBmpsTao+e6774iOjiYwMJCxY8fmZdckO5FBjSRJhd69e/e4fv06YMypedjFixdp2bIlq1evznSubNmyrF69mmXLllGvXj38/f1N9vLx8fHhs88+M7mmdu3aBAUFodVq2b59u53fjVRQbBmpuXnzpjp6N336dFxdXfO0b5J9yKBGkqRCT9keoVKlSvj4+GQ6P2fOHA4fPsyIESOIjIzMdF6j0fDss89y+vRpYmNjSUtLIzExkcjISCIiIggMDMzUXk5BFS1RUVHExMTg6OhoMipnTmxsLIMHDyYxMZFmzZrx7LPP5lMvpdySQY0kSYVedlNPyp48CQkJjBkzBiFElvfTaDR4enpSrlw5vL29zbbJGNRkdz+p8FNGaerUqYOHh4fFdidOnKBp06bs2rULT09PZs2ahUajya9uSrkkgxpJkgq9rIKauLg4Tp48CYCzszPr169n2bJluX5mhw4d8PT0JCYmhhMnTuT6flLBsqaS8O+//07r1q0JDw+nSpUqHDp0iBYtWuRXFyU7kEGNJEmFXlZBzb59+xBCULVqVT766CMAxo8fT2xsbK6e6erqSrdu3QA5BVUUZJVPI4Rg4sSJDB8+nNTUVHr16sWxY8eoW7dufndTyiUZ1EiSVKgZDAY1p8ZcUKNMPXXo0IF3332XunXrEhsby4QJE3L9bJlXUzQIIbJc+fTPP//w3XffAfDxxx+zdu1aq+vYSIWLDGokSSrUrl69SnJyMm5ublStWjXT+T179gDGoMbFxYX58+fj4ODAn3/+mW3xvOTkZO7du2fxfK9evQDjb/k3btzIxbuQCtKVK1e4d+8eLi4umVbP6fV6PvjgAwAmT57MJ598km3Faqnwkn9zkiQVasrO3HXq1DFZig2QmJio/gbevn17AJo3b86bb74JwJgxY0hMTDR73/T0dNq0aUNQUJDFjS/LlClDw4YNgQfBk/ToUaaeGjZsiIuLi8m5P/74g3PnzlG8eHHeeeedguieZEcyqJEkqdBKSkri008/BcwneB44cAC9Xk+lSpWoVKmSevzTTz8lKCiIyMhIdVrhYQsXLuTkyZPExcUxc+ZMi31o164dYMzdkR5NlvJptFqtuk/Ye++9J6ecigAZ1EiSVGAiIiJ46aWX2LVrV6ZzQghefPFFTp8+TenSpc3uu5Nx6ikjDw8PdYfur7/+mps3b5qcT0lJ4ZNPPlG//uWXX7h//77ZPsqg5tFnKaiZN28e4eHhlC1bVlYMLiJsDmr27NlD3759CQgIQKPRsGbNGpPzU6dOpWbNmnh6elK8eHG6du3K4cOH1fPXrl1Do9GYfa1YscLic6dOnZqpfZkyZWztviRJhcgPP/zAggUL6Nq1KzNmzDCpB/PFF1+wYsUKnJ2dWbVqFeXLl890vZIkrEw9ZTRo0CCaNm1KYmKiOtqj+Omnn4iKiqJChQrUrl2bxMREfvnlF7N9bNOmDWCcBouPj8/xe5Vsl5KSwoEDB5g5cybPP/88NWrUoFSpUiafKdnR6XQcP34cMA1qEhMTmTZtGmDc1T2r2jXSI0TYaMOGDeKDDz4Qq1atEoBYvXq1yfk///xTbN26VVy5ckWcPXtWjBw5Unh7e4tbt24JIYTQ6XQiJibG5PXJJ58IT09PkZCQYPG5U6ZMEXXq1DG5TrmnteLi4gQg4uLibH3bkiTlgRYtWghAfQ0bNkwkJyeL9evXC41GIwAxd+5cs9cmJycLFxcXAYjLly+bbbNjxw4BCCcnJ3Hp0iUhhPHngL+/vwDE/PnzxW+//SYAUa5cOaHVas3ep3LlygIQmzZtss8bl7J1+fJlERAQYPLvQ3nVr19fpKenW3WfjRs3CkAUK1ZM6HQ69fi0adMEIKpWrSrS0tLy6m1IdmLt57fNQY3JxWaCGksd2bZtm8U2DRs2FC+99FKW95kyZYpo0KBBDnqZuS8yqJGkgpeUlCScnZ0FIN555x3h6OgoANGoUSPh4+MjADFmzBiL1+/cuVMAIiAgQBgMBovtevXqJQAxcOBAIYTxZwkgatasKdLT00VqaqooU6aMAMTixYvN3mP48OECEB9++GHu3rRkFb1eLzp06CAA4e/vL/r06SM++eQTsXr1auHn5ycAMXPmzGzvk5aWJmrXri0AMWHCBPV4bGys8Pb2FoBYsmRJXr4VyU4KRVCj1WrF119/LXx8fMTt27fNtjl27JgAxP79+7N81pQpU4SHh4coW7asCAwMFM8++6y4cuVKltekpqaKuLg49XX9+nUZ1EhSIbFr1y6ToGT79u3qCAog2rZta3HkRAghpk6dKgAxePDgLJ9z+vRpddRn7dq1olixYgIQK1asUNv873//E4Bo0KCB2QBp3rx5AhAdO3bM+RuWrPbzzz8LQHh4eIirV6+anJs7d64AhLe3t4iJicnyPj/88IMARIkSJcTdu3fV4x988IH6963X6/PkPUj2VaBBzdq1a4Wnp6fQaDQiICBAHDlyxOI9Xn31VVGrVq1sn7VhwwaxcuVKcfr0abF161bRoUMHUbp0aREbG2vxGuU3sodfMqiRpIKnBBKDBg1Sj4WFhYm2bduKBg0aiBs3bmR5fadOnQQgfv7552yf9eKLLwpAHRlq0qSJSfBy584d4eHhIQCxdevWTNefO3dOAMLd3T3LQCtj+4YNG4pff/0127aSqfDwcOHl5WVxNEan04mmTZsKQAwfPtzifW7fvi18fX0FIObMmWNyrlGjRgIQf/zxh937L+WNAg1qEhMTxeXLl8XBgwfFSy+9JAIDA8XNmzcztUtOThY+Pj7im2++sfnZiYmJonTp0uLbb7+12EaO1EhS4dWzZ0+LH1xZTScJYfx/283NTQDi3Llz2T7r+vXrantAbN68OVObsWPHCkD06NHDbH+UUaSDBw9m+SyDwSA6d+4sAFGxYsVs34v0gMFgED169BCAaN26tcVRlCNHjqijb3v27DHb5tVXX1XzbzLm0iQkJAgHBwcBiOvXr+fJ+5Dsr1BMPymqVq0qPv/880zHFy9eLJydnW1O+FV07do1yzn3h8mcGkkqHPR6vZo3c+zYMZuv37dvnwBEyZIlrQ4a3nvvPQGITp06mb0mNDRU/bA7c+ZMpvP9+vUTgPj666+zfM66detMRoZPnDhhVf8kIRYtWiQA4erqKs6fP59l21deeUUAol69epmShk+dOqX+Xe7cudPk3Pbt29WAU3p0WPv5nS91aoQQaLXaTMfnz5/Pk08+ScmSJW2+p1ar5fz585QtW9YeXZQkKR+FhIQQFxeHp6cnDRo0sPn6jEu5NRqNVdd8+umnLF68mOXLl5u9pkqVKvTv3x+AH3/8MdP5tm3bAlnXq9HpdEyaNAkw7hgOZCp7IZl348YNdb+uKVOmULNmzSzbf/755/j5+XHmzBkmTZrE8ePH0Wq1CCGYMGECBoOBgQMH0rFjR5PrDhw4ADxYqi8VLTYHNYmJiZw8eZKTJ08CEBYWxsmTJ4mIiCApKYn333+fQ4cOER4ezvHjx3n55ZeJjIxk0KBBJvcJDQ1lz549vPzyy2af06VLF2bPnq1+/fbbb7N7927CwsI4fPgwAwcOJD4+nhEjRtj6FiRJKmD79+8HoGXLlpm2PrBGVvVpLHF2dmbYsGFZ/hI1ZMgQAHXrhYwyBjUiQz2djObPn8/58+fx9/fn66+/BoybJUrZ++ijj7h37x6NGzfm7bffzra9v7+/WmBxxowZNGnShGLFilGzZk127tyJm5ub+neQkfJvr3Xr1vZ9A1LhYOsQkLKM8uHXiBEjREpKiujfv78ICAgQLi4uomzZsuLJJ580myg8efJkUb58eYtzppUqVRJTpkxRv3722WdF2bJlhbOzswgICBADBgwQISEhNvVdTj9JUuHw3HPPCcDk/3FrRUVFqfkxJ0+etGu/QkJC1JomD09RabVa4e7ubjGPJz4+XpQqVUoA4ocffhC3b99Wp0DCwsLs2s+iKDAwUABi48aNVl+j1+vF999/L7p06aIu9VZeH330kdn2yrRncHCwPbsv5bF8yal51MigRpIKB+UDbMuWLTZfO2rUKAGIVq1a2T0JV6vVqvVyzCWRduzYUQBi3rx5mc59+OGHAhDVqlVTV0gptVasqanyOLt165YajNy7dy9H9zAYDCIiIkL8+++/YtGiRWaL8509e1ZdKm5t8T6pcChUOTWSJBUO6enpbNmyhaSkpALrQ1RUFNeuXcPBwYGWLVvadO25c+eYP38+AN98843V+TTWcnFxoUqVKgBcuHAh03lLeTWRkZF8++23AHz11VfqTtD9+vUDZF5NdpTpvurVq+d4U0mNRkOFChXo27cvw4cPNzutqeTTtGjRIkfTnlLhJ4MaSXqMTJo0ie7du9OwYUMOHTpUIH1QchoaNGiAl5eXTde+9957GAwGBgwYkGc5EbVq1QLg/Pnzmc6ZC2ri4+N59dVXSUlJoV27dmogAw+Cmj179nD37t086W9RYGnDSXtTghqZT1N0yaBGkh4Td+/eVTdtDA0NpW3btnzyySfodLp87YcS1Ni6+mT37t2sXbsWR0dHNUE0LyirbsyN1LRq1QoHBweuXr1KdHQ069evp06dOqxbtw5HR0e+/fZbk9GjypUrU79+ffR6PevXr8+zPj/qZFAj2YsMaiTpMTFv3jySk5OpV68eQ4cORa/XM3XqVNq2bUtoaGi+9UMZ5VBGPaxhMBjUFTGjR4+mevXqedI3yHqkxtvbm/r16wPQu3dv+vTpQ2RkJJUrV2br1q1mP5TlFFTWhBD5EtTcvn2bS5cuAcbgVCqaZFAjSY+BtLQ0Zs2aBRjLI/z555/8+eef+Pj4cPjwYdq1a0dKSkqe9yMhIUEtB2HLSM2KFSs4duwYxYoVY8qUKXnUO6OsRmoA2rVrB8DJkydxcHDg7bff5syZM3Tq1Mls+6eeegqAzZs358v3+FETGRnJzZs3cXR0pGHDhnn2nIMHDwJQu3ZtihcvnmfPkQqWDGokqYCFhYUxYcIEXnrpJZ5//nkGDRpEv379mDFjht2esWLFCqKjoylTpgyDBw8GYOjQoZw+fZpy5cpx48YNNm3aZLfnWXL48GEMBgOVKlWifPnyVl2j1WqZPHkyAO+++y6lSpXKyy6qQU1MTAxxcXGZzisjL/Xr1+fw4cN8/fXXeHh4WLxfo0aNqFChAklJSWzfvj1vOv0IU0Zp6tatm+n7uHnzZovBpa3k1NNjIn8WYxUOckm3VBg9//zzZms/AWLv3r25vr/BYBCNGzcWgJg2bVqm8xMnTrRqt2t7UHbWHjp0qFXt79+/L/r37y8AUbZsWZGYmJjHPTQqW7asAMShQ4fMno+JiTHZTyg7yr5SL7/8sr26WGRMnjzZ7Pfm6NGjAhCBgYF2Wbrfrl07AYjffvst1/eS8p9c0i1JjwjlN8hXX32Vb7/9ltmzZ/Pkk08CqOXec2Pv3r0cP34cNzc3Ro8enen8M888A8DatWvzfHrElnyakydP0rRpU1avXo2zszM//vgjnp6eedo/RVZ5NQBlypTB0dHR6vspozv//vsver0+9x0sQizl06xduxaAa9eucfz48Vw9Iy0tTX2OHKkp4vIpyCoU5EiNVNhYKjp28+ZN4eXlJQCxaNGiXD1D2Yhx9OjRZs8bDAZRqVIlAYhVq1bl6llZuXz5slqR99SpUxbbGQwG8csvvwhXV1d148HDhw/nWb/Mee211wQg3n33XbvcLy0tLVcbeBZVBoNB+Pr6mq3w26JFiyyrA9vi8OHDAhB+fn5y1/RHlBypkaRHwOHDhwFjHkfGomOlSpXio48+AmDy5MkkJibm6P6hoaH8+++/AOpmgQ/TaDTqaM1ff/2Vo+dkJykpif79+5OSkkKbNm2oW7eu2XZCCF599VVGjRqFVquld+/enDhxgubNm+dJvyzJbqTGVs7OzmoSrL3uWRSEhoZy//59XF1dqVevnnr87t276sgK5H7/rIz5NPYu2CgVLjKokaQCpAQ15irrjh8/nsqVKxMdHc1XX32Vo/vPnDkTIQS9evXKctdjZcPZtWvXkpycnKNnWSKE4OWXX+bs2bOULl2av/76CwcH8z965s+fz9y5c3FwcGD69On8+++/+Pn52bU/1shuBVROVKtWDYDLly/b7Z6POiVwadiwobqrOcC2bdswGAxUrFgRR0dHTp8+zbVr13L8nJzWRpIePTKokaQCpFT1bdGiRaZzrq6u6i7DX3/9NRERETbdOyEhgQULFgDw5ptvZtm2adOmBAYGkpyczMaNG7O9965du6hVqxZ///13tm1nzJjBsmXLcHJyYsWKFQQEBJhtd/HiRd544w0AvvjiC9577z2LwU9eU0Zqrly5Qlpams3Xp6amEhYWZpIPpQQ1+VkTqLCzlE+zefNmAAYMGKDmXykjjtkRQnDz5k2uXbvG5cuXCQkJkTtzP07yYSqs0JA5NVJhotfrhbe3twDEiRMnzLYxGAzqpojWrhhSLF26VACiatWqVuURvPPOOwIQzzzzTJbtDAaDaNSokbox4NmzZy223blzp7pB5A8//GCxnVarFU2aNBGA6NKli9Dr9dn2Ny8ZDAY1pykkJCTb9hcuXBAffPCBeOqpp0S1atXU3bknTJigtvn7778FIJo1a5aXXX+ktGnTJlPemMFgEOXLl1d37P7222/VfxdZMRgMYsuWLaJ58+ZmVxI6OTmJpKSkvH5LUh6Ru3SbIYMaqTA5d+6cVTsGHz9+XGg0GgGIgwcPWn3/AQMGCEBMnjzZqvbKEloPD48sl05v2bLF5MOiRo0aIj4+PlO7q1evipIlSwpADBs2LMvASgmo/Pz8RGRkpFX9zWvNmjUTgFi5cmWW7cLDw9Uk4IdfjRo1UtudPn1aAMLX11cmqwoh0tPT1cTxc+fOqcdDQkIEIFxdXUVSUpIIDQ1VgxJLO3jv3btXtG/fXv2+azQa4e7uLnx8fESJEiVEQECA3ZK+pYIhgxozZFAjFSa//fabAET79u2zbTtixAgBiOHDh1t174SEBOHm5mZ2VYklBoNBBAUFCUD89ddfFtt17dpVAOK5554T5cqVU0d3Mn5Qb9myRfj7+wtANGzYMMvfkLdv364GbatXr7aqr/lh+PDhFmv7KHQ6nfphWq9ePTFjxgyxdetWsW3bNjWAUSQlJakfurdv386Pt1ConTp1SgDCy8vLZGTuu+++E4B44okn1GO1a9cWgFiyZInJPRITE0Xfvn3V76urq6uYMGGCuHHjRr69Dyl/yKDGDBnUSIXJ6NGjBSAmTZqUbds9e/YIQPj4+AitVptt++XLlwtAVK5c2aZRgXfffVcAYtCgQWbPHzt2TADC0dFRhIWFif379wsnJycBiFmzZgm9Xi8+//xzdfqlSZMm4vr16xafFxsbKwICAgQgXnnlFav7mR8+//xzNXjLrk2xYsVEaGioejwhIcHsUn1lWuXAgQN52fVHwq+//ioA0bFjR5Pj3bt3F4D45ptv1GNKgb5nn33WpO2LL76ojuK88sorIiIiIl/6LuU/GdSYIYMaqTBp0KCB1bVh9Hq9WuV2/fr12bYfNGiQAMQ777xjU5+Cg4MFINzd3c1OQT3zzDOZ8nu+//57AQhnZ2fRpUsX9cN85MiRIiUlJcvnKR9WNWrUyLdqwdZavXq1GpiZc+TIETWgW7BgQabzytTb8ePH1WOdOnWyS+2hosBcUJ+cnKyOMJ45c0Y9fvDgQQEIb29vNahfuHChAISDg4PYvn17vvdfyl8yqDFDBjVSYZGYmKiOZlibQ/L6668LQLz44otZtktKShIeHh4CEEePHrWpXwaDQVSuXFkA4tdffzU5Fxoaqvb55MmTJtcMHDhQDWZcXFzEvHnzsn2WXq9Xi/5lNd1VUM6fPy8A4enpmSlxOSEhQVStWtXs1JtCSVjNGLS+8sorAhAffvhhnve/sFO27sj4d79582YBiICAAJPvqV6vF6VLlxaA2LJliwgJCVH/jX/66acF0X0pn8nie5JUiB07dgyDwUD58uUpV66cVdcotWTWrFlDenq6xXYbN24kOTmZwMBAmjRpYlO/NBoNzz//PACvvPIKX331FUIIAL755hsMBgM9evSgQYMGJtfMnz+fZs2aUb16dfbt28eoUaOyfdbBgwcJDw/Hy8uLPn362NTP/FClShWcnJxISkoiKirK5Nwbb7xBaGgoFSpUYM6cOWYLugUFBQHGDUsVslaNUWpqKqdPnwaM5QQUW7ZsAaBbt24m31MHBwf69u0LwNKlSxk0aBDJycl07dqV999/Px97LhV2MqiRpAKgFN0zV5/GkrZt21K6dGnu3bvHjh07LLZbsWIFAAMHDsxR9dTJkyfzwgsvYDAYePfddxk4cCChoaFqzZt333030zXe3t4cPnyYCxcuZKo5Ysmff/4JGGuRuLu729zPvObs7EzVqlUB0yrAf/75J7/99hsajYbff/+d4sWLm71eBjWW/fvvv+h0Ovz9/QkMDFSPK/VpunfvnukaZf+sBQsWcO7cOcqUKcMff/xh0x5cUtEngxpJKgA5CWocHR0ZMGAA8CBweVhKSgrr1q0DHozsPCy7LRfc3Nz47bffmDNnDs7Ozvz999/Uq1cPrVZL8+bN6dChg9nrNBqN1UFUenq6uiXD0KFDrbqmIChF+JTKwocOHWLkyJEAvP/++xa/F5B1UBMaGqqOgD1ubt26xdixYwEYPXq0+m8mKiqKs2fPotFoeOKJJzJd16VLFzw8PADjyM2SJUsoXbp0/nVceiTIoEaSCoBSSdjc9ghZUQKV1atXm52C2rRpE0lJSVSsWNHsiMncuXPx8vJixIgRpKamWnyORqNh9OjR7N27l3Llyqlt3333XbvsnbNlyxbu3LlD6dKl6dy5c67vl1eU7RLOnz9PREQETz31FFqtln79+vHpp59mea25oKZy5cpoNBri4+O5fft23nW8kBJC8Morr3D79m3q16/Pxx9/rJ5Tpp6aNm2Kv79/pmvd3d156qmnAJg6dSqdOnXKlz5Lj5j8SPApLGSisFQYXL9+XV0Wba5+i8FgEJ9//rnZZNv09HR1Vc2WLVsynR8yZIgAxFtvvWX2WmVJMSCaN28uoqKisu3vzZs3xdChQ8WLL74odDqdle8ya0OHDhWAGD9+vF3ul1cWL16sVgFWVqvVr19fJCQkZHvt5cuX1ZVkGZNeK1asKACxb9++vOx6oaSsWHJ2djZJNhdCiMGDB2ebRB0XFycOHDggixc+huTqJzNkUCMVBitWrMhUbTYjZfmqg4OD2Q9PZSnsw3VdUlJSRLFixSzWQVHK9BcvXlwUL15cAKJs2bLi8OHD9nljVkpMTFRXruT3s2115MgRkwrBpUqVEteuXbPqWq1WqxYVjImJUY8ry97NLQMvysLDw9VtQT7//HOTcwaDQZQqVUoAYteuXQXUQ6kwk6ufJCmP3L17l9mzZ9OkSRPc3NzYs2ePTddnl0+zbNkyAAwGg7pCJKOBAwcC8Pfff6PT6dTjf//9N4mJiZQvX97svX/88UfAmMdw9OhRateuTUxMDO3bt1efaU9arZY//viDmzdvmhz/559/SE5OpkqVKlYnFReUjDubu7i4sGbNGipVqmTVtS4uLpQvXx4omGRhIQRnzpxhxowZ9O3blxIlSqgbhuY3g8HASy+9RHx8PC1btmTSpEkm58+dO8etW7dwd3e3eUpWkkzkT4xVOMiRGik39uzZI5599lnh4uJi8tu7rRtNtmvXTgBi4cKFmc7p9Xq1wi7/Vel9WHp6uroFwfbt28WVK1fU6RxAvPnmm5muUWquODg4qCMNcXFxaol5Z2dnm0rLnz17VvTu3VscO3bMYpuxY8eqo0EZ6+X07t1bAOKjjz6y+nkFSSnR//vvv9t8rbKFwp9//qkeUzZotFS12R7mzp2rjnw8/Fq8eHGePdeSH3/8UZ2Ku3TpUqbzP/zwQ6atESQpIzn9ZIYMaqScWrBggckHQ4MGDcSECRME/+3vk5aWZva6qKgoMW3aNPHGG2+IESNGiKeeekoNis6fP5+p/e7du02e89JLL5m978svvywAUb16deHs7Ky2HzJkiNl/3+PHjxeAePLJJ02O6/V6tQjajz/+aPX3o1+/fuoUmrn8htu3b6ubFSofZsuXLxe3b99Wq/Cae/+F0bVr13I8Tabs2ZVx/6h///1XgHFPrLyQcSrHw8NDdO/eXXz11VfijTfeUIsJXrx4MU+ebak/yp5iM2bMMNvmqaeeEoCYPn16vvVLerTIoMYMGdRIObF8+XK1ku7gwYPVsvc6nU5N2t2xY4fZa59++mmzvy2XL18+U5VaIYR49dVX1dENJWgwR6m8qry6detmcePKhIQENZdh06ZNmc5//fXXAqzbWFMIIW7cuKEGJoBYu3ZtpjZTp05VP7h79eqltlVGqRo3bmzVsx51yvdh5MiR6rGMlYrzIuH17NmzAhBubm4mW0/odDrRoUMH9d9Vamqq3Z9tjrJfmIeHh9nEeJ1OJ3x9fQUgDh06lC99kh49MqgxQwY1kq3Wrl2rfoC//PLLmT6ElA31JkyYkOna2NhYdRRlwoQJ4osvvhBz5swRS5cuNbvxXsaVTXPnzlWnhcxtYJmWlib69Okj2rVrJ7Zu3Zrle5gzZ44ARNWqVc0GUuHh4QIQGo3GqtVQ33zzjdqe/1YGZfy+JCUliRIlSghALFu2TOh0OvHmm2+aBGEZNyssyhYtWiQA0blzZ/WYVqtVg+To6Gi7P3PWrFkCEF26dMl0LjIyUp26fOONN0zORUdHi0WLFplszGkP77zzjgDjdhLmKPuNeXl5ifT0dLs+Wyo6ZFBjhgxqJFts27ZNuLq6qnkz5pYzK5seBgUFZQp4Zs+eneVoy8O2bt0qAOHv7y/S0tLUFUoZN0S0lcFgEPXr1xeA+Pbbby22a926dZbTAxnvp+SYfPrpp+oqpg0bNqhtfvrpJwGIwMBAkw+pX375RTg5OQlXV1er97t61Cm7qwcFBZkcV6Zj9uzZY/dnDhgwINOUV0br1q1Tg8ulS5eKxYsXiyeeeEINtNq1a2e3vhgMBhEYGCgAsXLlSrNtlJHCPn362O25UtGTZ0HN7t27RZ8+fdTh8dWrV5ucnzJliqhRo4bw8PAQvr6+okuXLpmGFJUh0Iyvh7eUN+fHH38UgYGBwtXVVTRu3NjmHwgyqJGsdejQIfUDu1+/fhZzZhITE9XA5+zZsybnlA0NswsUFCNHjhSAGD16tBBCiM6dOwvIvLGkLfbu3avmtNy9e9diu5kzZwpAtGzZMsv7HT58WJ3auH//vpg4caIARIsWLYTBYBA6nU5UqVJFAOKHH37IdH1ISIg4ceJEjt/PoyZjTaKMAV63bt0EIObPn2/X5+n1euHn5ycAsX//fovtHh45y/jy9va227TY0aNHs5x6EkKInj17CkB89913dnmmVDTlWVCzYcMG8cEHH4hVq1aZDWr+/PNPsXXrVnHlyhVx9uxZMXLkSOHt7S1u3bqltunQoYMYNWqUiImJUV/379/P8rnLli0Tzs7O4pdffhHnzp0Tb7zxhvD09BTh4eFW910GNZK1lJGLbt26ZZt7oKzmyVh7Q8mbcHJyEjdv3sz2eVqtVh2ZUfJz3n77bQGI119/PcfvQyloljGnw5yoqCh1OimrOixjxowRgHjuueeEEELExMQINzc3AcZigEoNHj8/P5N8jseVXq9XE8PDwsLU46+99poAxHvvvWfX5508eVLN17EUiAshRGpqqhp0V6tWTXzyySfizJkzamBz+/Ztu/Rn0qRJWf7SmpaWJjw9PQWQqRifJGWUL9NP5oIaSx3Ztm2beqxDhw6Z5nOz07x5czFmzBiTYzVr1rTph4IMaiRrnDt3Tv3t2pqcByX/JeMox+TJkwUg+vbta9UzlSmBMmXKqNNcf/75pwBE69atc/Q+oqKi1JweS0nEGSkjqF999ZXZ88nJycLHxyfT/8/Kqpo2bdqoH5SPynLt/FCtWjWTYFUIIb7//nsBiKefftquz1Lu271792zbJiUliQsXLpiMyigVp+2RsGswGESlSpUEIFatWmW2zYEDB9QpV3P5XpKkKBTF99LS0pg3bx4+Pj40aNDA5Nyff/5JiRIlqFOnDm+//TYJCQlZ3ic4OJhu3bqZHO/WrRsHDhyweJ1WqyU+Pt7kJUnZ+e233wDo1asXZcuWzbZ9nz59AGNRvRs3bqDX6/n9998BGD58uFXPXL58OWDc20nZdbhx48YAnDx5Er1eb9ubAGbOnEl6ejpt27ZV75WVwYMHA1gsxLd69Wri4uKoVKmSyb4777zzDq6uruzfv58jR47g5uamblgo5e9u3Tt37gSwal8kDw8PatSoYbKXV5UqVQDjhpu5dezYMcLDw/H09KRnz55m2yi7zXfs2BEHB1kLVsq9PPlXtG7dOooVK4abmxvff/89W7dupUSJEur55557jqVLl7Jr1y4++ugjVq1ape4+bE5sbCx6vT7TjqylS5fmxo0bFq+bPn06Pj4+6qtChQq5f3NSkZaens7ixYsB1N2YsxMQEECzZs0QQrB+/Xp27dpFZGQkvr6+asCTldTUVNasWQPAs88+qx6vVq0aHh4eJCcn2/zhFxcXx5w5cwBj0GGNp59+GkdHR44fP272Q00J9l544QWTD6CAgABGjRqlfj1ixAhKlSplU3+LsvzarVuv16vVrXO62aMS1Fy5ciXX/VF2Ye/bty/u7u5m2yhBTWHe1FR6tORJUNOpUydOnjzJgQMH6NGjB8888wy3bt1Sz48aNYquXbtSt25dBg8ezMqVK9m2bRvHjx/P8r4P7w4shMhyx+DJkycTFxenvq5fv567NyYVeevWrePWrVuULl2aXr16WX1d3759Afj3339ZtGgRYBz5cHNzy/bajRs3kpCQQIUKFWjVqpV63NHRUR3hPHHihC1vg3nz5hEfH0/t2rXp3bu3VdeULFlS/XBRRo4U4eHh6gfQCy+8kOnad999F1dXVxwdHZk4caJNfS3qlKDm6tWrJsccHR1JTk4mOjraLs85deoU9+/fx8vLy6qROXPsFdQIIdSg5plnnjHbJjU1lf379wMyqJHsJ0+CGk9PT6pWrUrLli2ZP38+Tk5OzJ8/32L7xo0b4+zsbPG30RIlSuDo6JhpVEb58LHE1dUVb29vk5ckZUX5dzpixAicnZ2tvu7JJ58EYOvWraxatQqwbuopISGBjz76CDD+8H94CF75cMou4M9Iq9UyY8YMACZNmmTTsL4yBfVwULNo0SKEEHTu3JnAwMBM15UvX569e/eye/dudRRCMqpcuTJgOlLj7Oysfh/tNQWlTD21b98eJyenHN2jatWqQO6nn44cOUJERATFihWjR48eZtscPHgQrVZL2bJlqVGjRq6eJ0mKfJnEFEKg1Wotng8JCSE9Pd1i/oKLiwtNmjRh69atJse3bt1K69at7dpX6fEVFRXFxo0bAXjppZdsurZ+/fpUrFiRlJQUkpOTqVatWrYb8wkhePHFFwkJCaFs2bK8/fbbmdo0atQIsG2kZsmSJURHRxMQEMDQoUNteh/9+/fH2dmZM2fO8Pnnn/PGG2/QvXt3vv76ayDr70uzZs1o06aNTc97HJibfgL759XYkk9jib1GalasWAFkPfWUsb9ZjbhLkk1szUBOSEgQJ06cECdOnFBrC5w4cUKEh4eLxMREMXnyZHHw4EFx7do1ERwcLEaOHClcXV3VGh6hoaHik08+EUePHhVhYWFi/fr1ombNmqJRo0Ymxc06d+5sspmfsqR7/vz54ty5c2LChAnC09Mzy+WnD5Orn6Ss/O9//xOAaNu2bY6uVzZwBMRnn31m9fOcnZ3FgQMHzLZRqq0WL17cqtoher1e1KpVSwDi66+/tvk9CPFgifrDr/Lly1usNSJZFhsbq34Pk5OT1ePjxo0TgHjnnXdy/Yz09HTh5eVl9Uo3S+7du6f2NSEhIUf3MBgMokKFCgIQf//9t8V2bdq0yXUdJunxkWdLunfu3Gn2B96IESNESkqK6N+/vwgICBAuLi6ibNmy4sknnxRHjhxRr4+IiBDt27cXfn5+wsXFRVSpUkWMHz9e3Llzx+Q5lSpVElOmTDE59uOPP4pKlSoJFxcX0bhxY7F7926b+i6DGskSvV6vFo1bsGBBju6xZcsW9f+H7ILt9evXq3Vh5s2bZ7FdamqquizbmgD+n3/+UQuo5fTf+aFDh0SLFi1Enz59xNtvvy1+/fVXsW/fPll3JocMBoMacJw7d049ruxM3a9fv1w/QymK6Ovra7bytTmzZs0Sffr0EfHx8SbHlW0Uclo35siRIwIQxYoVMwniMkpISFC3H7l69WqOniM9XuQ2CWbIoEYSwlgF+Pz58yY//JVg3cvLK8cf3unp6eKVV16xWJ5ecenSJbXeyyuvvJLtfRs2bGhVTSghHvz2++6771rbbSkfKFtVrF+/Xj2m7MheunRpmyr4KpWbM/riiy9sCpDmzZunBuArVqwwOafUGrJUWyY706dPF4B46qmnLLZZuXKlAONWGpJkjUJRp0aSCotr167x448/0qtXL/z9/alVqxalSpVi8ODBLFiwgB9++AEwJsp6enrm6BlOTk7MnTuXDz74wGIbvV7PgAEDiIuLo1WrVupzs6Lk1WSXLLxt2zb279+Pi4sLb7zxhm2dl/KUubya5s2b4+rqys2bN7l06ZLV9xo5ciRubm4MHz6cM2fOALbl02zcuJFXX31V/ToqKsrkfG7zanbt2pVtX5SyCRlLGEiSXeRTkFUoyJGax09SUpK65UHGl1K6/uGXPSqpZiUkJETdC8eaHbGFeLDrsqUN/+7duyfeeOMN4ejoaNWWCFL+mzBhggDExIkTTY4rVZznzp1r1X10Op26J5ny6tGjh7rVwKlTp7K8/tixY2pb5b+TJk0yafPRRx9ZPYr4sIzbHljqy61bt9Spp5CQEJufIT2e5EiNJAH79u3jwIEDODg40K5dO7788ktCQkJISkpi//79fPTRRzRv3hyNRkP79u1p3rx5nvYnIiICMP42HBAQYNU1llZAGQwGFi5cSI0aNZg5c6Y6CqSsVJIKD0sroDp27Ag8GN3IzsWLF0lOTsbDw0MtAbBp0yaSkpLw9/enbt26Fq+9du0avXv3Jikpia5duzJ58mSATHVycjNSc/To0Wz7snTpUnQ6HU2bNqV27do2P0OSspKzYgaS9Ig4efIkAAMHDsxUe6V169a0bt2aTz/9lMTERNzc3PJ8aalSALJixYpWX9OgQQM0Gg1RUVHcunWLtLQ0VqxYweLFi9X3V6NGDWbNmsUTTzyRF92WcslSUNOhQwcAdu/enW0xUYDg4GDAGOguX76cq1ev8t1337Fs2TJef/11izWJkpKS6NmzJzdv3qR+/fqsWrWKtWvXAvadflKCs6y2PVCKU44YMcLm+0tSdmRQIxVpyod+w4YNs2xXrFixvO8MD0ZqbAlqihUrRvXq1bl48SIdOnTgwoUL6jlPT0+mTJnCG2+8gYuLi937K9mHpaCmZcuWuLi4EB0dzZUrV9Tid5YoQU3Tpk0BY2G/2bNnM3v27Cyv27BhAxcuXKBMmTJs2LABb29vypUrB2QOapQ+REREkJaWZtO/KyW3RxmBetjZs2c5fvw4zs7OaqFHSbInOf0kFWmnTp0Csg9q8osS1Ni6D5lSWVgJaNq2bcusWbO4evUqkyZNkgFNIadUD75//z73799Xj7u7u6tTnrt37872PkpQ06RJE5uer/y76dGjhxrMKP+Njo422X+qdOnSeHp6YjAYuHbtmtXPSEtLU7c9sJQkrCQI9+7d22Q/QEmyFxnUSEVWSkqK+sO8sAQ1OZl+AuM+Zs8++yzffvstERER7N27l7Fjx8qNIx8RxYoVo2TJkoDpHlBgOgWVFb1er66AszWouXjxIoDJdgRKTldSUhLx8fHqcY1Go27tYMsU1JEjR0hJSaFkyZJmc2V0Oh1//PEHIKeepLwjgxqpyDp79iwGg4GSJUtSpkyZgu4OkLPpJ4B69eqxbNky3nrrLbnb/COqevXqwIMAQ5ExWVhksWO3kiTs6elp815JyjOVPoBx6tLHxwewPAVlyx5QGaeezOUGbd++nZiYGPz9/W3aLFaSbCGDGqnIyphPUxj2ljEYDERGRgK2Tz9Jj75atWoBcP78eZPjrVq1wsnJievXr2c53aNMPTVs2BBHR0ernyuEUOvgPBwMZZyCyignycLZ1adREoSHDBkip0ulPCODGqnIKmz5NLdv30ar1aLRaNQPE+nxoUzJnDt3zuS4p6cnzZo1A7Kegno4SdhaN2/eJD4+Ho1GkykR2VKysK1BjVar5cCBA4D5JOH4+HhWr14NWLd7vSTllAxqCkhEXATPrnyWjZc3FnRXiixrVz7lF2XqKSAgAGdn5wLujZTfLI3UgHV5NTlNElZGaQIDA3F1dTU5p+TV2DL9dOjQIW7dumVy7PDhw6SmplK6dGlq1qyZ6ZoVK1aQmppKrVq1bA7KJMkWMqgpAKm6VPov789fIX/x1pa3spxHl3LGYDCoIzUNGjTI9f0SExMZP348s2bNyvE9lCRhOfX0eFJGai5dukR6errJOWV0w1JQY+8kYUV2009hYWEYDAb1+NatW2nVqhWNGzdWg3TIPp9m6dKlgHGUpjBMBUtFlwxqCsDYDWM5HmP8AXUh9gJnb50t4B4VPVevXiUxMRFXV1ebkyofFh8fT48ePZg1axbjx49n2bJlObpPTpOEpaKhQoUKeHp6otPpMk3rtG7dGkdHR8LCwkyCBUVukoSVkZqMScIKS9NPFSpUwMnJCa1Wa3Ju2rRpavtu3boRGxsLZL33VHx8PHv27AGMRTAlKS/JoCafzT8+n/kn5qNBQw1/4w+nFedWFHCvih5llKZevXo4OeW8xuT9+/fp1q0b+/fvVyukjho1isuXL9t8r5zWqJGKBo1Go05BPZxX4+XlpY7AmButyWmSMGQ9UmNp+snJyUmtraNMQR04cIA9e/bg7OxM+fLluXjxIr169SI2NpZDhw4B5vNptm/fTnp6OtWqVcu2uKAk5ZYMavJRcHQwr294HYDPOn3GR+0/AoxBjZyCsi975NPcvXuXrl27cvjwYfz8/Dh48CDt27cnMTGRZ555htTUVJvul9MaNVLRkdO8mpwmCQMWVz6B5ekneJBXo4wqTZ8+HTBOIW3duhV/f3+OHj1Kq1at0Gq1lC1b1uxo0IYNGwDkMm4pX8igJp/cTbnLwBUD0eq19K3el8ntJtO3Rl9cHV3lFFQeUIKanObTxMbG0rlzZ4KDgylRogQ7d+6kefPmLFmyhBIlSnDy5Eneeustm+4pp58kSyugIOu8mpwmCaenp6tBSVbTTzdu3ECv15ucy7gC6syZM6xbtw6NRsM777xDzZo12bBhA56enupITqdOnTLlywgh2LjRuBiiZ8+eNvVdknJCBjX5QAjB8NXDuXb/GpWLV2Zx/8U4aBzwdvWmR9UegJyCsrfcjNRcvHiRVq1acerUKUqXLs2uXbuoX78+YPwQUKqi/vzzz/z1119W31cmCktZjdS0bdsWBwcHQkNDCQ8PV4/nJkk4LCwMnU6Hh4eH2TICpUqVwsHBAb1en2lFkxLUhIaG8sUXXwDGnBglOGrevDmrV69WV/KZm3o6c+YMUVFRuLu7qyNRkpSXZFCTD34+9jPrL6/H1dGVVc+swtfNVz03qPYgAP4K+UtOQdnJnTt31CJ3SjBirZ07d9KyZUtCQ0MJDAxk9+7d1KlTx6RN9+7def/99wF4+eWXrdofR6vVEhMTA8iRmseZMlJz4cIFk1VFAN7e3rRt2xaA1157Tf15YI8k4WrVqpndNdvJyUmttm1pWfeBAwfU5PjJkyebtHniiSdYt24d48eP5/nnn890f2XqqUuXLri5udnUd0nKCRnU5LGLsRd5e8vbAHzZ9Usalmlocl6Zgrp456KcgrITJUm4SpUqeHt7W33dr7/+Srdu3bh//z6tWrXi8OHDFj9EPvnkE1q0aEFCQoJVq6GUDww3Nze5kd9jLCgoCBcXF1JSUkxGYxQ//vgjrq6ubNiwQd15O6+ShBXZFeCLjo7GYDDQvXt3GjVqlOn6bt26MXPmTNzd3TOdk/k0Un6TQU0eSten8/zq50nRpdAlqAvjWozL1EZOQdmfrfk0Wq2WiRMnMmrUKHQ6HUOHDmXHjh1Zbhbp5OSk5ghYsz9OxqknWafj8eXk5KRO35jLq6lbty7ffPMNAJMmTeLMmTN5liSsUFZAPZwsHBQUZPL1w6M02bl//75aZVjm00j5RQY1eWjanmkciz6Gr5svC59aiIPG/Lfb0hTUrmu7aPZLM+Yfn58v/S0qbMmn2b9/P40aNeK7774DjCMwf/zxh1VD5baUkpdJwpJCmYIyl1cD8Prrr9O7d2+0Wi1Dhw5VAwNb82nA/EaWD7M0UuPu7k758uUB4/5U7du3t+nZW7duRa/XU6tWLXV5uCTlNRnU5JFDkYf4397/AfBz758p713eYtuHp6CEEMw6PIuui7tyLPoYX+7/Mr+6XSRYs+dTXFwcr776Km3btuX8+fOUKlWKVatW8fHHH1s9kpIxkTI7MqiRFJZq1Sg0Gg2//fYbpUuX5uzZsxw9ehTIWVBjzUiNpaAGoE2bNmg0GqZMmWLzCKOcepIKggxq8kBSWhLDVg9DL/QMrTeUwXUHZ9k+4xTU76d/Z+S/Ixm/aTx6YVxiefnuZa7HXc/zfhcFWq1W/bCwFNQcOHCAWrVqMWfOHMCY7HvhwgUGDBhg07OURMqoqKhsa9bIlU+SIruRGjCuSlq4cKH6dU6ShOPj49Xk9KxGaixNPwH88ssvnD9/nu7du9v0bIPBwKZNmwAZ1Ej5SwY1eeCvkL8IvRtKee/y/NjrR6uuUaagvj7wNQtOLsBB48A3T3xD83LNAdgRtiPP+luUnDt3Dp1OR/HixdWh84yEELzyyivExMRQvXp1du3axS+//ELx4sVtflaJEiXw8vJCCEFYWFiWbeVIjaTIuKw7qxWPPXr04I033gCMy6dtTRJWRmlKly6Nj4+PxXZZjdR4eXnlaJuRkydPcuPGDYoVK6au6JKk/CCDmjygrGIaWGugyfLtrChTUADF3Yqz6blNTGw9kS5BXQDYcc1yUBOTEEOaPi13nS4iMubTmBsu37NnDyEhIXh6enL48OFc1c7QaDRW59XIasKSonr16jg4OBAXF6eOpFjy1VdfMXfuXHVU0RbWTD1B1kFNTilTT127dsXFxcVu95Wk7MigJg9cuvvfD5MS1v+G4+3qzf86/4+eVXtydNRRnqjyBIAa1Gy/ut3sb3X7IvZR4fsKjN0w1g49f/Rll0+jLJMdNmwYvr6+6vEFJxawM2ynzc+zNqiR+z5JCldXV/XfTVZTUAAuLi688sorWU4fWWJNkjA8mH66f/8+ycnJNj/HHJlPIxUUGdTkgYux//0w8bftB9HE1hPZ8NwGqvhVUY+1rtAaF0cXohKiuHw38yaKPx/7Gb3Qs/bS2tx1uohQVoqYq6cRGRnJ6tWrAeMKE8Wx6GO89O9L9Fnah/up9216njVBTVxcHPHx8YAMaiSjrLZLsBdrR2p8fHzw8PAAzOfV2Co2NpbDhw8Dcim3lP9kUGNn6fp07ibc5o9an1HPJTDX93N3dqd1hdZA5ryapLQk1lxYA8CNxBvEJGQ9lF3UxcbGcuzYMcBYwfRhc+fORa/X06FDB+rWrase3351OwDJ6cksOLHApmdaswJKmXry9/fH09PTpvtLRVNW2yXYi7UjNRqNxuopKJ1Ox3vvvce6desstnnvvfcwGAw0atTIbF6bJOUlGdTY2dV7V3mmZFeeK92DElFJYIetD9QpqLDtJsf/ufgPyekPhouDY4Jz/axH2bZt2xBCULduXXVIXaHVapk3bx4AY8eaTtXtCt+l/vnHoz9iEKbl67Py8E7GD4vXxrP81HLQyFEa6YG8HqkRQlg9UgNZ79ad0b///suXX35J//792bVrV6bza9euZf78+Wg0GmbMmGFzvyUpt2RQY2eX7lyikptxLxVNihbik3J9z85BnQHYGbbT5AP3zzN/AuCoMa6KCI5+vIOaLVu2AJhdfrpq1Spu3bpFuXLl6Nevn3o8XZ/Ovoh9ADg7OHPl3hU2hW6y+pnKSE1YWFimXY4BPtj+AdNCp0EzmSQsPWDPkZp79+4xZswYdaNVMAYnSUlJODo6Urly5WzvofwSkN1IzZ49ewDjiM3AgQO5evWqei42NpZRo0YB8NZbb9lcrE+S7MHmoGbPnj307duXgIAANBoNa9asMTk/depUatasiaenJ8WLF6dr167q/CrA3bt3GTduHDVq1MDDw4OKFSsyfvx44uLisnzu1KlT0Wg0Ji9lI7bC5OKdi5R3Lf3gwM3YXN+zWUAzPJ09uZNyhzM3zwBwO+k2m0M3AzC6yWjg8R6pEUKwebPx+2EuqFEShMeMGaPuKgzG71liWiJ+7n683syYZzPryCyrn1u+fHmcnZ1JT09XN9HMaHf4buMfqsmRGumBmjVrAnDr1i3u3LmTq3t98MEHzJ07l2HDhjF58mQMBoM6SlO5cmWTf++WWDv9tG+f8RcAb29v7ty5Q79+/UhISEAIwZgxY7h58ya1a9dm2rRpuXpPkpRTNgc1SUlJNGjQQP2QeFj16tWZPXs2Z86cYd++fQQGBtKtWzdu374NGH+DiI6O5ptvvuHMmTMsXLiQTZs2MXLkyGyfXadOHWJiYtTXmTNnbO1+nrsYe5EKrhn2DLp1D8z8Bm8LZ0dn2lcy/tajTEGtOLcCvdDTpGwThtQbAjzeQU1ISAjR0dG4u7vTrl07k3PBwcEcPHgQZ2dn9TdJxa5ruwDoUKkD41qMQ4OGTaGbuHTnklXPdXR0VPfIeXgKKiU9hXO3/5teqAQBFQIevlx6TBUrVkwducvNaE1ISAhz585Vv/7iiy8YNmyY+rPR2hoz1kw/JSQkcOLECcA4KlqmTBnOnj3LsGHD+OOPP1i1ahVOTk78/vvvckduqcDYHNT07NmTadOmWay+OnToULp27UrlypWpU6cO3333HfHx8Zw+fRowbti2atUq+vbtS5UqVejcuTP/+9//WLt2LTqdLstnOzk5UaZMGfVVsmRJW7uf5y7dvfRgpEajMQY0sfdzfV+1Xs1/ycLK1NPQekNpWKYhGjREJ0RzI/FGrp/1KFJGaTp06JDpB+qPPxoLIA4aNIjSpUubnFOCmo6BHalcvDK9q/c2XnPEuqKJYHkF1JlbZ9Sq0LhAesl0q+8pFX32yKuZNGkSBoOB/v37s3DhQpycnFiyZAmTJk0Csk8SVlgz/XTw4EEMBgOBgYG0aNGCNWvW4Orqyj///MMLL7wAwMcff0zjxo1z/H4kKbfyNKcmLS2NefPm4ePjk+WOyXFxcXh7e+Pk5JTl/S5fvkxAQABBQUEMHjzYZD63sLgUe4nyykhNaX/jf2/kfgpKyavZHb6by3cuc+D6ATRoGFx3MMVcilGzhHE4+3HLq4lOiCY5PVnNp+nWrZvJ+Tt37rB06VIgc4JwxnyajoEdARjX3LiT+oKTC0jQJljVB0sroI7HHDf5OtI58/SU9PjKbV7N5s2b2bhxI87Oznz55ZeMGDGCDRs24OXlRVqasRinrSM1WQU1e/fuBVBHQlu0aMEvv/wCGLdFaN68uc07eUuSveVJULNu3TqKFSuGm5sb33//PVu3bqVEiRJm2965c4fPPvuM0aNHZ3nPFi1asHjxYjZv3swvv/zCjRs3aN26dZbz0Vqtlvj4eJNXXopLjcOQloaLgzMCoMJ/OT/3EyBVm6t7NyjTAD93PxLTEpm4ZSIAnYI6EeBl/A2rSYBxs7uHP0gtMQgDSWm5T2IuSJfuXKLyzMrUmFWDXRd3AZnzaRYuXEhqaiqNGjWiZcuWJueCY4JJSk/C392fuqWMS7y7Vu5KDf8aJKQlsPjUYqv6YWkFlBpgJhr/cy4l72qSSI8eZaRGmdKxhU6nY+JE48+BsWPHUq1aNQCeeOIJ9u7dq468tGjRwqr7ZZx+srR1g5JPk3Hbg2HDhvHNN9/Qrl07/vjjj2x/MZWkvJYnQU2nTp04efIkBw4coEePHjzzzDPcunUrU7v4+Hh69+5N7dq1mTJlSpb37NmzJ08//TT16tWja9eurF+/HoBFixZZvGb69On4+Pior7xO1Lx05xIV3IzTGxoXZ/BwA18v48mbuUsGdNA40CmwE4BaaO+5es+p55uUNQY11uTV6Aw6ev7Zk5Jfl1QLBT6K5gXPQ6vXEpkQSdpzafi19VN/+wXjb49KefnXXnst07YJaj5NYAccNMb/FRw0DoxtbhzRmX10dpZ78ygsTT8dv/FfgHnI+J/gW8Gk6rLe+FJ6fChbdOzfvz/bhRIP++233wgJCcHPz4+PPvrI5FyDBg0ICQnh1KlTWY6QZ1S2bFnAOLpu7hfFtLQ0Dh0y/kN+OGdt4sSJ7NmzRw2sJKkg5UlQ4+npSdWqVWnZsiXz58/HycmJ+fPnm7RJSEigR48eFCtWjNWrV1uVof/wM+rVq8fly5mr7ComT55MXFyc+lKKoOWVS3cyTD25/rffiToFdSfXNWuUKSgAV0dXnq71tPq1LUHNB9s/YMuVLaToUlh4cmGu+lRQ0vRpLDplDGj99H7gAne73uWT3Z+oy963bdtGaGgoPj4+DBkyJNM91HyaSh1Njo9oMAIvFy8uxF5g5bmV2fYlY1CjBEFp+jR1pRpnwSHJAa1ey8HrB3PydqUiqFq1atSsWROdTqfuaG2N+Ph4NZD5+OOPzW7G6uvrS/369a2+p4uLi5qjaG4KKjg4mNTUVPz9/dWVW5JUGOVLnRohBFrtg+mX+Ph4unXrhouLC//++2+OMuW1Wi3nz59Xf8Mwx9XVFW9vb5NXXrp45yIVlCRhJagpWRwcHYzTT3GJubp/xqCmd/Xe+Lg92Hm3UdlGaNAQGR/JraTMo2KKfy78w1cHvlK/Xnl+pVWjEYXNvxf/JTY5lgCvAEqtLgX/xQqf7P6Ep/96mo2XNzLjlxkADB8+PFMlX3P5NAovVy9ebfoqACPWjGB/xP4s+xIUFIRGoyEhIYHYWGP+VMitENIN6Xg6eMJ98I83Brdyt3Upo759+wLGonXW+vLLL7l16xbVqlXj1VdftVtfsloBpeTTtG3b1uxGsZJUWNgc1CQmJnLy5El1N+SwsDBOnjxJREQESUlJvP/++xw6dIjw8HCOHz/Oyy+/TGRkJIMGDQKMIzTdunUjKSmJ+fPnEx8fz40bN7hx44ZJ8bIuXbqYLBt/++232b17N2FhYRw+fJiBAwcSHx/PiBEjcvktsB/TkZr/Rp4cHaGkn/HPuaxZU8O/BuW9jWXHM049ARRzKaZuoGkpWfjqvauMWGP8fo1qPAo3JzdC74Zy6uapXPWrIPxy3Jig+HTlp7lw9gIOWx34ocsPODs4s+bCGnot6cXGuhvhTQipF8K6S6Zl3TPm09QpVSfT/ad1nkbvar1J0aXQZ2mfB6MuZri5uakfCMoUlJLbFKAx5jYEYVz2ndVu69LjRwlqNmzYkO3qT4WS+D5t2jS77oCd1QooJZ/m4aknSSpsbA5qjh07RqNGjdQNA9966y0aNWrExx9/jKOjIxcuXODpp5+mevXq9OnTh9u3b7N3717q1DF+cAQHB3P48GHOnDlD1apVKVu2rPrKOD105coV9bdeMG5GOGTIEGrUqMGAAQNwcXHh0KFDVKpUKbffA7sxO1IDUOa/Kahb9yAh58m5Go2GZU8vY1bPWfSv2T/T+cZljUspzU1BpepSGfjXQOK0cbQq34rZvWbTs6pxs7kVISty3KeCcO3+NbZe2QpAuVvGYKJZs2aMazuOvS/u5fn6z1NClAAB+MCO6B30W9ZP3ScLzOfTZOTs6Mxfg/6iTYU23E+9T/c/uhN2L8xinx7Oq1H+DrwSjTlVDX0bAnAk6giJabkbsZOKjlatWuHn58e9e/fUzVizotVqCQ8PB+wfYFhaAWUwGGRQIz0ybA5qOnbsiBAi02vhwoW4ubnx999/ExUVhVarJTo6mn/++YdmzZple70QgsDAQLXdtWvXmDp1qvr1smXLiI6OJi0tjaioKFatWqWuHigMhBDGRGFzQY13MfB0B4MBjp+HC2GgTcvRc9pUbMPY5mPNDgEreTXmVkC9sfENTtw4QQmPEvw16C9cHF0YVNs4erbi3Aq7TkHtCNtBVHzWlUlzY8GJBQgEXYK6cHy78b0qq55alG/Bb31+w3meM0yHKRWnMLTeUAzCwOCVg9Upp53XdgKZ82ky8nD2YO2QtdQtVZeYxBie+P0JbibeNNtWWQGlLOtW/g4ijxmXcbet05ZA30B0Bp3aB0lycnKiV69egHVTUFevXsVgMFCsWDG7V1S3NP107tw57t27h4eHh/rLrCQVVnLvJzuJSogiOT35QeG9jEGNRgP1qj1IGr55B46chWtRua42nJGlZOG/Qv5i3vF5aNCwZMASdQqrT/U+uDq6cvnuZc7csk915h1hO+iyuAuN5jbiQuwFu9wzI71Bz28nfwPgpYYvsXWrccQmY32af/75h5iYGEoXL837z73PoqcW8WSNJ9HqtfRd2peTN05azKd5WHH34mx+fjOBvoFcuXeFbn9043bS7UztMo7U6Aw6dUrv1olb+Pj4MGDAADoHGnOiZF6NlJEteTXKwohq1arZPbfF0vSTkk/TsmVLmxd0SFJ+k0GNnVy6cwkNGso9nFOjcHWBmkHQqKZx5MZggPAYOHkR0q2bS89Oo7LG36Ii4iKITTZO3d1MvMlr618D4IN2H/BElSfU9l6uXvSo2gOw3xTUnGPGJdS3k2/TZXEXrtw1v3t1Tm25soXI+Ej83P2okFSBe/fu4ePjY1KP4+effwZg5MiRuLi44OTgxNKnl9K6Qmvup96n/YL2JKcnU8KjhNl8mocFeAWw5fktlPYszembp+m0qFOmys0Zg5oLsRdI1aXipHeCew8SlTsFGZfky6BGyqh79+44OTlx8eLFLFdzgmlQY2/Kxpc7d+5Ul2+DzKeRHi0yqLGTi7EXKeXih4vDf8WnXCz8RuNdDBrWgNqVwdkJEpPh1EVIy30JfW9Xb6r7G8uiB0cHI4Tg1fWvciflDg1KN+CjDh9lusaeU1CxybFq3kqgbyDRCdF0WdyFiLiIXN03o19P/ArA8PrD2bvT+Btk586d1aJfFy9eZMeOHWg0Gl555RX1OmUqqVaJWiSkGSsFd6hkPp/GnGr+1dj9wm4CvAIIuR1Ch4UdTKbYMgY1ytSTLlIHwriJJqDWGTpx4wT3Uu7Z9L7vp95n2dllpKSn2HSdVPj5+PjQsWNHIPvRGmWjyrwIajp27Ei3bt1ITk6mV69enD17FshcSViSCjMZ1NiJSZKwizM4ZPGt1WiMK6Ia1DC2TUqBkxdynGeTUcYpqGVnl7H6wmqcHJxY+NRCXBwzr5ToW6MvLo4uXLxzkZDbISbntDothyIPsS9iH7uv7WZn2E52hu0kXmu+MvMfp/8g3ZBOk7JNODjyINX9qxMeF06XxV2ITrC8UR4YA6K1F9eandpR3Ey8yb8X/wVgZOOR6tRT165d1Tbz5s0DoE+fPpmSyP3c/dj0/CbKeRlzB7pW7ootapSowZ4X9lDRpyKX7lyi/cL2hN83Jm0qQc3Nmzc5FP7fb7nRxgJrSu5XOe9y1PCvgUEY2BO+x+rnpqSn0HVxV4asGsKw1cMeySX4UtasnYJSRmqs3dPJFo6Ojvz999+0bNmSe/fu0a1bN3bv3s3169dxdHS0ujqxJBUkGdTYidnCe9nxdDeO2ri6QIrWGNik5G47BSWo2RS6ibEbjZVxP2z3IQ3LNDTb3tvVm+5VjEm2GaegLsZepP6c+rSa34p2C9rRcVFHOi/uTOfFnem6uCt6g2kukBCC+SeMBRZHNhpJmWJl2D58O0G+QYTeDaXr4q4WRyeEEDy17CmeXPYkpb8pTYtfW/Dp7k85GnWUs7fO8s+Ff/j+4Pe89O9L6Aw6WpZvSZBnkLpaJGNQs2OHcWpn2LBhZp9V0aci+1/az8+9f+alRi9l9a00q4pfFfa8sIfKxStz9d5V2i9sT0RcBL6+vvj5GZfuHwz/r2hODJnqiCi1hqydglJG25Q8qVXnV7Hg5AKb+y0VbkpQs3fvXu7dszyKl5fTT2Asarp+/Xrq1KlDTEyMmoDfuHFjihUrlifPlCR7kkGNnVhczp0ddzdjYOPmCqlpcOwsHDwFh8/A0bNw/JxNG2Iqe0DtjdjL3ZS7NCzTkPfbvZ/lNRmnoAA2h26mxa8tuHTnEj6uPlTzq0bNEjWpXbI2bk5uHI0+qtaJURyNNgYgbk5uDKlnrN5b3rs824dvp7x3ec7Hnmfanmlmn7/16lb2X9+Pg8YBgeBI1BGm7JpC81+bU+/nejy1/Cne2vIWGy5vAOCVxq+wd+9e0tLSqFixovoDPi0tjZAQ42hT06ZNLb7fSr6VGNN0jNmRK2tU8q3E7hd2U92/OhFxEQxeORidQWdcAaWBs7HGYXs/rR/9+5suvVemoLaFbbNqxOXHoz+y6NQiHDQODK47GIDxG8dz+U7WuRfSoyUoKIg6deqg1+stVhdOTk4mMtK4mi4vtyTw8/Njy5YtBAYGqkVT5dST9KiQQY0daHVart2/lrnwnrXcXI2Bjac7GIQxvyZVC8mpkJAMF6/B9RvZ3gagUZkHSy6dHZxZ2G8hzo5Z9+fJGk/i7ODM+djzTNg0gV5LehGnjaNNhTZcGneJS+Mucf7184S8FsKXXb8E4P3t76vJyADzjxtHaQbWHoivm696PKh4EL/0NQZAs4/OVqdrFEIIPtn9CQDjm48n8s1Ifu37K/1r9sfLxQtfN1+alG3CM3WeYXLbySwZsIQRDUewbds2wDhKo6wCCQkJIT09HV9fX5PyAHmhvHd5Nj+/GW9Xbw5GHuSz3Z8Zp6D8QOegg3QYNWBUpuJonYM64+royrnb57LdgmFP+B7e3PwmAF8/8TV/DviTToGdSEpP4rm/nyNdn/s8LKnwyG4KSikX4Ovri7+/f572JSAggK1bt1KqlPFnWsbRUEkq1MRjJC4uTgAiLi7OrvcNuRUimIr4a8UXQuw6KkRETM5uZDAIkZgsRHyiEPcThLgbJ0RohPGeu44KcS3KqtvUml1LMBXx6a5PrX507z97C6aivl5a85JITU/N1C5dny7q/1xfMBXx8j8vCyGESNQmCq/PvQRTETvDdpp5WwbRaWEnwVTEiNUjTM5tCd0imIpwm+YmouOjM11nSYMGDQQgli5dqh6bP3++AESnTp2sft+5tfTMUsFUhMMnDmL4h8MFdf/7Ho5EhIWFmb1mys4pgqmIgG8DRHxqvNk2EfcjRMmvSgqmIoasHKJ+LyLuR4jiXxQXTEV8sP2DvHpbUgHYv3+/AISPj49IS0vLdH7lypUCEM2bN8+3PkVERIjVq1dn+f+iJOUHaz+/5UiNHVy6Y1yRUNWzovGALdNPGWk0xtEaL0/wKQbFvaFKBQg01o/gWjSERWW7MebCpxYyq+csJrebbPWjn6nzDGDcpfr77t/z65O/4urkmqmdk4MTs3sat6+Yf2I+R6KOsPLcShLSEqhSvAodKnUw87Y06gjP4lOL1S0HRIZRmtFNRlPWq2ym68y5efMmp04Z68B07vxgP6wTJ07QsGp1hvXsk+vNQ601uO5gRjQYgUEYWOe6DoyrYqnkUsniaNG7bd6lSvEqRCdEq+8/o3htPAP+GsDt5Ns0KN2AX5/8Vf1eVPCpwNw+cwH4fO/nNiUcS4VbixYtKFmyJHFxcSZLqhV5nU9jToUKFXjqqafkfk/SI0MGNXZwMfYigO2JwtaqFACVjQXziIiBq5FZfmg3L9ecsc3H4qQsL7fC0HpDmd5lOjtH7GRCywlZ/hBrV6kdw+oPQyB4fcPran7NS41esnhds3LNGFR7EALB5O3GYGt72Hb2X9+Pq6Mr77R5x+q+KsnADRs2pJS/P8Teh0vX+OiJfpz49U9ebN4ezl811gLKB7N6zqKqX1Xu6u+CcacK+jXvZ7G9u7M7s3rOAmDGoRkm+0rdT71Pt9+7cSz6GH7ufqx+djUezh4m1w+qM4gXG76IQPDCmhcyJW1LjyZHR0c6dDD+UrB/f+ZNVAsiqJGkR40MauxAKbzn52Dc58fuQQ1AhTJQ9b+RoMibEGtbnZPsODk48V7b92hfqb1V7b964iu8Xb05Fn1MTfId0SDrzUWndZ6Go8aR9ZfXsyd8j8koTYBXgNV9VfJp+vXqbUyoDgmFmFhK+fiSlJKCAeD2vXwLbLxcvVgyYIlJEDn8ieFZXtOzWk8G1BqAXuh5bcNrCCG4k3yHLou7cDjqMH7ufmwdtpWg4kFmr5/ZYya+br6E3Q/jYORBu74fqeC0adMGMB/U2LtGzewjs3ly6ZPcSb5jl/tJUmEggxo7uHjnIqVd/HD8r5DbqQvnGDduHH/++ad9H1SuFFT8b4rmalS+jUSYU6ZYGT7t+Kn6dc+qPSnnXS7La6r7V2dU41EADF01lH0R+3B1dOXdtu9a/VwhhFqfpn/HLsZqzE6O3PNwpsc74yn3TB9ErSDjVF7sfTh3JV++T83KNWNaJ+PqLjcnN+qXqZ/tNTO6z8DT2ZN9Efv49uC3dFrUieMxxynpUZKdI3aqG5Sa4+XqRe9qvQFMNuqUHm2tW7cG4MCBA5lWx9mzRs2PR35k3MZxrL20ls/3fp7r+0lSYSGDGjsw1qh5UHhv67ZtzJ49mzlz5tj/YRXLGAv2pWoh6pb972+D15u/ToPSDQB4temr2bQ2+rjDx3g4exCVYKzGO6rxKJtGaS5fvsz169dxcXGhdoX/iuuV8mPL1QtsPnKQGrVq4ljKH+pWBQcN3ImDs6Ggz/vAZlKbSUzvMp1FTy3KdsUZGPNjPu7wsfHarZM4c+sMZYqVYdcLu6hfOvug6KmaTwHGoObhD0Dp0dSoUSPc3d25e/cuFy9eVI/Hx8dz86ZxM9XcjtQsPbOUcRvHqV//fOznTNt+SNKjSgY1uWQQBt5r+x4jaz1vPODqwpAhQ9BoNOzbt4/w8PCsb2ArR0cI/G9EJCLGbvtG5YSTgxPbh29n74t76V29t1XXlPUqy5stjcuUXRxdeK/tezY9UxmladOmDc6p/1Vg9vLkxIkTAA92EfbzgbrVjJWd78XDifMQfRt0eZd/4qBx4L2276lJ19aY0HICtUv+V3HYqxy7X9itfp2d7lW64+roypV7Vzh3+1yO+iwVLs7OzjRr1gxALS4JD5ZzlyxZEh8fnxzff1PoJoavGW7Mh2v2Oi3LtyRFl8JX+7/KXcclqZCQQU0uOWgceKvVW4yp9191WlcXypUrp+7lsnTpUvs/tIy/cZWUTg/hWW8/kNf8PfxpW7GtTde82+ZdRjQYwc+9f852yuphSj5NtyeeMNbwAfNBDRhXj9WrBo4Oxq0oLofDoVNw6RokJNn03Lzi4ujCP4P/4b0277HvpX3q3l3W8HL1Urd6sOcU1IHrB+i4sCOHIw/b7Z6S9czl1dgjn+bg9YM8/dfT6Aw6htQdwg89f2Bqh6mAcbQmJiEm552WpEJCBjX2ouzb9F+S8HPPPQdg/7waMOaLVKlg/HP0bWORvkeIl6sXC59aaPM2BTqdjp07dwLQu3NXY66MgwPC3dV8UAPg6wUt6htXj7m7GqehYmLh+HkIjci3pd9ZqepXleldpxPoG2jzteoU1MU1dulLUloSQ1cNZXf4bt7fkXUlailvmAtqcptPE5MQQ+8lvUlOT6ZH1R4sfGohDhoHulXpRqvyrUjVpfLl/i+zvU9yejLLzy4n9G5ojvohSXlNBjX2ov2vuut/1YSffvppXFxcOHv2LKdPn7b/84p7G6dYhDAu8X4MHDt2jLi4OIoXL04dJZ/Gy4PomBhu376No6Mj9erVy3yhs5Nx9VizusZNREsWNx6PugWnL0H6o1uZt2/1vmjQcCz6GNfjruf6flN2TSE8zjhluiNsB1fvXc31PSXbtGrVCjDuOB8ba6zandvl3FuvbuVe6j1qlqjJykEr1S1CNBoNUztOBWBu8FyLozUp6SnMODSDyjMrM3jVYPot6yfzuKRCSQY19qKM1LgZf1j4+vrSu7cxz2TJkiV580ylds2d+3A/IW+eUYgoU0+dO3fGISnFeDDD1FPNmjVxd3e3fAONxjhyU7uK8eXgYPy+BZ9/MJX1iCldrDStKxhXzCg7mOfUiZgTzDg0A4AK3saRwAUn5OaZ+c3Pz49atWoBcPCgcbl+boMapUBoh0od8HTxNDn3ROUnaF2hNam6VL7Y94XJueT0ZGYdnkWVH6rw5uY3uZlkTFY+d/scp2/mwS9rkpRLMqixFyWoybDXjzIFtWTJEgx5sazY0x3KljT++UKYcUNMc4QwLm9Ozd0O4AVN2ROna9euD3JiLOXTZKdkcWhcyzglpU2Dk+eNtW0eQfaYgtIb9IxaOwq90PNMnWf46glj4ujCUwsfieJ+6fp0Fp9azK2kgl0RaC8Zl3ZD7nNqLt/9b/rKTM6WRqNRc2vmBs/lWPQx5h6bS9+lfSnxVQnGbxpPTGIMFX0q8kvfX3iyxpMA/BXyV476Ikl5SQY19iD+24QS1JEagN69e+Pt7c3169fZt29f3jw7KODBB/Ppiw+CK4VOb1zSHBIKx0Lg1qNZaOvChQscOXIER0dHBvTvD4mZR2psCmrAGBQ2rmWcxjMI48ahBVj7J6f61TBWL951bRf3UnIWmM06MovgmGB8XH2Y2WMmT9V8iuJuxYmMj2TLlS327G6e+GT3J4xYM4Kpu6YWdFfsImNezd27d7l79y6AcSf4HFBGaqr5mQ+KulbuSpsKbdDqtTT7pRlj1o9h3aV1pOhSCPQN5OfeP3N53GVebvwyQ+sOBeCvc3/JKSip0JFBjT2kpT9IOHV5UJ/Ezc2Np59+Gsg8BXX16lVGjBjB9u3bc/dsZ2eoX8MYTKVojTkiSoCVkmpcynw3zvi13gDnw4wf3vrC/9s38UlqkLZ48WIAevbsSSmPYsbvt5MTuLnkPKgB4z3qVjXm3ej1xmfai8EAYZFw5Gyerraq5l+NOiXroDPo2HB5g83XR8RF8OGODwFjpegyxcrg5uTG8/WNZQrmn5hv1/7aW4I2gR+P/ghQZBJYlZGao0ePEhISAhh3zi5WrJjN9xJCcPmO5ZEaMI7WTOs8DQeNAxo0tCrfiv91/h+nxpzi6virjGk6Rs3D6V29N25OboTeDeXUzVM5eXuSlGdkUGMP6sonZ2PeRgbKFNSKFStISzO2O3jwIC1atGDx4sWMHTs297/tuLkYAxtXZ+NKqNOX4PZd4wqf5FRjoNWoJlT6rxrxjf9W/yh5KYVRQpIxIDt9Cb1Ox++//w7AiBEjMkw9eXDv/n2uXbsGGPeCyhGNxph4DQ8CwNxKTDZ+jyNuGIPLW3ftc18LcjoFpdVpGb1uNEnpSbSp0IaXG7+snhvZaCRgzNW5nXTbXl3N1qpzq5h1eBbx2nir2v96/Ffup94HKDJF5KpXr06JEiVITU1l+fLlQM6nnmISY0hKT8JB42Bx2w2AjoEduTT2EjfevsGBkQd4v9371C9dP9N+bsVciqnVrOUUlFTYyKDGHpSVTy6Z93zq2LEjZcuW5e7du2zatIkVK1bQqVMndVXDhQsXCA4Ozn0f3F2NgY2LszFYOXfVOPXk5WmcYvEuZizaV7+6sU1yqvFD9551Hxz5Lva+8b/JqZzavY/IyEh8fX3p27evST7NyZMnAQgKCqJ48eI5f57ffwXNchvUCGEsivhw0JjHAaQS1Gy8vJFUnXVL/K/dv0a7Be3YFLoJZwdn5vWdh4PmwY+EBmUa0KRsE9IN6fx++ve86HYmPxz+gYErBjJ+03gCZwQybc804lIt/52k69P5/tD36tdFJajRaDTqaI1S6yrH+TT/jdIE+Qapoy2WVPGrQinPUtneUykw+VeInIKSChcZ1NjDQyufMnJ0dGTw4MEAvPHGGzzzzDNotVr69u3Lk08aE+7++OMP+/TDw80YtDj/t7FiaX9oWMN0g83i3tCktnEVkMEAZy8XzsDmzn31j4ZI4wfV4MGDcXV1zb7oXk74/TdSk5SSOS/JEiGMIzK37hqLIF4IM+YthUUZz/n7QJ0qD+6bh5qUbUI5r3IkpSex7eq2bNuvvbiWRnMbcTT6KMXdivPP4H/MVjJWRmvmn5if5x9ePx75kTc2vQEY9xa7l3qPj3Z+RODMQD7Z9QmJaYmZrlkespzr8dfxdjX+/cUmx5Kuf3SX6GekBDVKPk1Oa9So+TT+9tvdu3e13rg7uXPl3hVO3Dhht/tKUm7JoMYezKx8ykiZglKmScaPH8/q1at55ZVXAONvYjqdnbY78HQ3Bi31q0ONQOOy5Ye5OBsr7fr/lyBb2AKb1DSTIKBhhUACSpQ0Tj3p9Q/OeXnYL6hxdjaOakH2ozU6HUTeMObKBJ8z7gZ+LRpu3jGOgDk6GL/3dao+mNZKS3+Q65QHNBoN/Wv2B+Cr/V9ZDEB0Bh3vbn2XJ5c9yf3U+7Qo14ITo0/Qs1pPs+2H1BuCm5Mb526f43BU3lUY/unoT4zdOBaA99q8R+SbkSwZsIRaJWpxP/U+U3dP5YnfnyBB+6B0gRBCLe8/qfUkHDWOCAS3k/NvqiwvKcnCilyvfPLL/UaYCk8XT3VrlBUhK+x2X0nKLRnU2IM6UmN+E8PGjRvTuHFjNBoNM2fOZObMmTg6OtKtWzdKlizJrVu31D2N7MLVxfhh+tBcuAkHB2OtlsIY2ChBhbcnN1KScHJ04t1hL9GiRYsHozQuzuCayyThh6lTUBa+D8mpxq0WDp6GK5HGJfKODuDtaRwVCyoHtStD83pQpoTx++/oCG6uxuvzeLRmUptJuDu5szdiL8tDlptt88bGN/jqgDEQGN98PHte3EMl30oW7+nr5svA2gMBmH88bxKG5x6by+sbXgeMwcnnXT7H0cGRIfWGcObVMyx7ehnF3YpzKPIQfZb2ITnd+G9gy5UtnLl1Bk9nT15v9ro6bXIz8Wae9DO/NWnSBGfnBz9Tclujxp4jNQDP1P5vCkqugpIKERnU2INaTdj8SI1Go2H79u1cuXKF8ePHq8ednZ3VqSklETZfmQtsYgtBrRZl6snPl183/APACz16owGTfJqUlBQuXLgA2Cuo+W9U5V585qXdyanGUZno28Zznu5QvRK0agCNakHNIKhYFkr6mayAA6DYfwUB8zioqehTkcltJwPw9pa3SUozXXH1z4V/+OnYTwAsGbCEmT1nZptjAQ+moBadWsQra1/hYuzFbK6w3tIzSxmzfgwAE1tN5MuuX5okpjo6OPJs3WfZMmwL3q7e7Anfw1PLniJVl6oGZ6Maj6K4e3HKFCsDFJ28Gnd3d5o0aQIYf4ZUqVIlR/fJqkZNbvSq1gsPZw+u3rvK8Zjjdr23JOWUDGrs4aF9n8zx9fUlKCjzyoNhw4YBsGbNGhISCqAq8MOBTcgVY12blALaT0pvUKsjR6cl89mc2dy+fw9vV3e4E2eST3P48GH0ej2lSpWibNmyuX+2l6flpd3XoozBTDEP49Rek9rGwoeOjtnf11MJavK+avHbrd8m0DeQqIQopu+brh6Pio/ipX+Ne21Naj2JIfWGWH3PDpU60L9mf9IN6fxy/Bdq/ViLp5Y9xYHrB7K/OAunbpxi5L/GgGl88/F8/cTXmVbaKJoGNGXjcxvxdPZk69WtdFrUiR1hO3DUOPJmK+Ou70UtqIEHU1AVK1bEzc3N5uv1Br26zN1SjZqc8nTxlKugpEJHBjW5JYQxQdfdNcugxpKmTZtSvXp1UlJS+Pvvv/Ogg1ZQApvypY1TJnfuw9EQY40Ve9SzEcJYQyf2vnFl0PmrcPyc8c8Pu//fKImrC78tX0paejrbQ/6rhRFzy2Q5t5Jg3bdvX4sfhjaxtLQ7IelBteEagdlP7T3M08P433xYQu/u7M533b4D4OsDX3Pl7hX0Bj3DVg/jbspdmpRtwrTO02y6p0ajYdUzq9jzwh76Vu+LQPDPxX9o81sbhq4aavXS64zupdxjwF8DSNGl0L1Kd77r/l22f4etK7Rm3dB1uDm5cSjyEGDM+anoUxEomkFNr169gAdJw7a6Hn+dNH0aLo4u6vfJnpRVUCvOrZBTUFKhIIOa3NJojL+5N6+Xo6BGo9GoozV2WwWVEw4Oxp2/lZVRQhhrrBw+A+euwPUbEJdoHEmxhU5nHPk5csZY1TgsyrhaKCHZ+OeHi9L9F0wkujqyaNEiAFwqBfx3Ll7d6iHF2ZG//jL+djh8+PCcv++HmVvaHRZl/G8pP+NIja08M0w/5cMP/qdqPkXXyl1J06cxcctEvjnwDTuv7cTT2ZMlTy+xasrpYRqNhnaV2vHvkH8599o5RjYaiaPGkaVnl9JobiOORB2x+l4GYeD51c9z9d5VAn0DWfL0EhwdrBjxwlhLZc2za3BxdEGDhrdbva2eK4pBTefOnTl27Bg//fRTjq5X8mmqFK9i9ffYFsoUVNj9MNZdWperewkhuJP8aFY8lwoPm4OaPXv20LdvXwICAtBoNKxZs8bk/NSpU6lZsyaenp4UL16crl27cviw6aoJrVbLuHHjKFGiBJ6enjz55JNERma/0/RPP/1EUFAQbm5uNGnShL1799ra/UJJWR21fft2oqKiCrYznu7GIK1OFeMS9XSdcZTiaiScvAD7TxiXL1sjVQsnLxoDBI3GeO9SfsaEWiV/JfQ6CEFYWBiTJ0/m5nnjD+FnXxtNaGgonp6edOv35IMRFAB3V9asW0tCQgKBgYG0bdvWfu//4aXd9+KNL43GWOcnJ9xdjUGj4b8Rq4dp04yrqey0Ak6j0TCzx0wcNY78c/Ef3t/xPgCzes6yS15FrZK1+PXJX9n74l4q+VTi6r2rtPmtDV/v/xqDyD7o/Wz3Z2y4vAE3Jzf+fuZv/Nz9bHp+96rdOTTyEDtH7KRBmQbq8dKepQG4kVR0ghowJgz7+vrm6NrsKgnnloezB8PqG38pG7RiEJtCN+XoPkIInl/9PCW+LmFTgCxJD7M5qElKSqJBgwbMnj3b7Pnq1asze/Zszpw5w759+wgMDKRbt27cvv1gmeWECRNYvXo1y5YtY9++fSQmJtKnTx/0WUx1LF++nAkTJvDBBx9w4sQJ2rVrR8+ePYmIiLD1LeSL5cuXW50jExQURNu2bRFCqIW2CpRGAyWKQ7O6xgAnqBz4+xrzTYQwJstmN+KQkAQnLhiDA6WicdM6UKuyMaG2WqDxgz4+EW7fZcyYMaxbvoLSPsVJTk1l96kT1KtXj5kzZxpLwweUfHBvL09124Thw4fjYG7Zek49vLRbGaUpW9IYnOSEEtCB+byaq5HG1VQhV+w2klO7ZG0mNH+DGVUn8lGlkTxT5xleaPiCXe6taFWhFSfHnGRQ7UHoDDre2fYOfZb0MVtPRrHh8gY+2f0JAHN6z6FR2ZwleDcq24gOgR1MjikjNUVl9ZM9ZLfnkz3M7DGTfjX6odVr6besH2svrrX5HivPrWTJGeNWMvsi8mifPOnxIHIBEKtXr86yTVxcnADEtm3bhBBC3L9/Xzg7O4tly5apbaKiooSDg4PYtGmTxfs0b95cjBkzxuRYzZo1xXvvvWd1f5W+xMXFWX1NTnz++ecCED179hTp6elWXTNnzhwBiPr16+dp33JFpxNi11HjK1Vrud3tu0LsCTa2O3pWiJRU8+2uRQmx66gwHDgpSvmXEO8NfUGIXUfFvT1HREpKimlbvV6IAyeF2HVUxIVcEg4ODgIQly9ftt/7U4RFGvv+3/PEnmAhtGm5u+eFMOO9rkaaHtfrhdh7/MH39cr13D1HodOLtBMh6n3v37lhn/uaYTAYxLxj84T7NHfBVESb+W3E/ZT7mdr9c+Ef4fk/T8FUxGvrXrN7P3aF7RJMRdSYVcPu935U9fyjp2Aq4pej84z/9u7H58lz0nRpYuBfAwVTEU6fOomVISutvjY2KVaU+rqUYCqCqYg3N72ZJ32UHm3Wfn7naU5NWloa8+bNw8fHhwYNjMPEwcHBpKen061bN7VdQEAAdevW5cAB86sp0tLSCA4ONrkGoFu3bhavKUhdu3bF3d2djRs3Mm7cOKsS6J555hlcXFw4ffo0x48X0uWRjo4PRhwsbdCYlGIccTAYjFNGDWs+qNPysPJlwM0FTVo6Y/sNpG+b9gD4VqmUeaWHgwNUqwT+vvyxdQMGg4HWrVvneNfiLCl5NUqxvPKlMy/TtpWlZd1xicZkbIf/kmSv33iQlJxTej2cvYxz3INRIZ+EvNvAVKPRMKrJKHa9sAtfN1/2X99P19+7cjfFWAlXCME3B77hqWVPkZSeRLcq3fi+x/fZ3NV2RTGnJreUkZrmHjWNifnnruZJXpezozNLn17K0HpD0Rl0PLvyWf6353/q87Py5ub/t3fe8U1V/R//3CRt0pnuBR2UVShltCzZSwQZ4mCqgIjKoyCKMsRHRX0Ut4ggKgKKgCAKivxQKVAoS0ZLoaUIdNABLd27SZrk/P44vTdJm7RJm07O+/XKi/bec+89OQ25n/udLyOnPEf4PaMkw+rzY9w7NImoOXjwIBwdHSGTyfD5558jMjISHh4eAIDs7GzY2trW6tPj7e2N7GzjX0Z5eXnQaDTw9vY2+xiAxu6UlJQYvJqDAQMGYNeuXeA4Dl9//TU+/fTTeo9xdXUVOnqbM77F4F0zpSbSk/kAW7kjrVosqSM4USwCgv0BAMtnPYFBPULpdjcX4+M9XEBCO+PrLbQInFUDhPVxcqDduwH6r79P489pyv3E1+TxcqfiCQCupwIVDcyUUmuAKzdpWrxYpHPbNVYomcHADgMRNS8KHvYeuHjnIkZ9PwqZJZl45o9nsDxyOQgI/tP/Pzg4+2CDgpXrgxc1xcpiVFa14matzYRKo8KtolsAgABZ9WdYVdVkRTYlIgm2T9uOuX3mQkM0+G/Uf9F9Q3d0/bIrlv65FEdSjtSKuTp08xB+vPIjRJwIK4euBABkFDNRw2g4TSJqRo8ejbi4OJw5cwYTJkzAjBkzkJOTU+cxhJB6Uzpr7q/vmLVr10Iulwsvf39/899EI5k2bRo++4ym1i5fvhx799ZfSvzVV2kmx549e5CWltak82swTtXZP6YsNSXV8RTuLualPXu44N/s25DZSiEWiejN30gPLZ7Lly8jPj4eUqkUM2bMsGzu5sJxgKcL/TnQt25hZi58WrdCRYUHQJ+Y+cad7i5AcEcqBjVaau2yNJ1eVUU7tJeUUasaHw/FcdRC1Awp5X19+uLE/BPwcfRBfE48Oq/vjC2XtkDEibB+wnpsfHAjbMSNtHqZwFnqDJmEWvjulrO4mtTCVGiIBg42DpBzell72XlNdk2xSIxtD23D15O+xrjgcbAR2SCpIAnrz6/H/T/ej54be2JzzGYo1AqUKEuw6CAtvPjSoJfwaA/6UMcsNYzG0CSixsHBAV26dMHgwYOxZcsWSCQSbKl+uvbx8YFKpUJhoeGTY05OTi1LDI+HhwfEYnEtq0xdxwDAa6+9huLiYuGVkdG8/1mWLl2KJUuWAKBF9s6ePVvn+PDwcIwdOxYajQbr1q1rhhk2AMFSU17bjE0IdacAtCu4OXAc3vhhM9Sa6swfd3mdw/kA4alTpzauK3d9dPanwc0d6u9YbBY2Ep0LixcXfIaViANcnaj46NlZ10X9+i3zXAVKFZCUTtPvS8upCOvTjf4NJBJd5lgzWGsAGqQcPT8a/s7+UGlUcLJ1wsHZB7Fk0BLr1BMyAcdxugwo5oISKgl3de8Krkovsy6viGY1NhEiToTn+j+HyCcjkb8iH/tn7sfCfgshl8pxPf86nj34LALXBWLSrknIKMlAsGsw3h3zLvzl9KEzqzSr3TQlZTQ/zVKnhhACpZKmsvL9TPR7HWVlZSEhIcFkgSlbW1tERETU6o8UGRlZZ1EqqVQKZ2dng1dzwnEcPv/8c0yZMgVKpRJTp04VmlqaYvny5QCAzZs31xJ+NSGE4PDhw5g+fbpws29yHOzozVetoVYHfSqV9MuS43QWnXqorKzE/sN/4Y0t30AtEdOeSSZQq9XYuXMngCZ0PfGIxVQUWPMm7FjDBcW7nlyddZWJbW2osOE4KkJu12HhrFQCN25RMXM7h8YxOdnTOCZefAI0jR4AcguapU4OQG+kpxecxpsj3sS5hedMNsy0NiwDSodB5pN+M1VCaK2oZsBJ6oRpIdOweepmZLycgc8f+BwB8gDklOcIWU7fTfkO9jb28HLwgo3IBgQEWWVGCnMyGGZgsagpKytDXFwc4uLiAACpqamIi4tDeno6ysvLsXr1avzzzz9IS0tDbGwsFi5ciMzMTEyfPh0AIJfL8fTTT+OVV17B0aNHcenSJTzxxBMICwvDuHHjhOuMHTvWIG182bJl+O6777B161Zcu3YNL7/8MtLT07Fo0aJGLkHTIhaL8dNPPyEiIgJ5eXl4+OGHUVFhulz++PHj0bt3b5SXl2PTpk1GxxBCEBkZiWHDhuGBBx7AL7/8gnnz5mH16tXQ1uxZZG1EIt3NuayGC0qw0jgY7w5uhNjYWGg0Gnx/7C+Ih/QF7EyXgj98+DBycnLg6emJBx54oAGTb2FqVhbmRY27i+E4uSN1RQE03bvESIp0YQlw8SqQlUdvUnwMU78euvgdHnc5FUkVCvpqJvzl/nh79Nvo4dmj2a7Z1oOFS5QlQm2ZxmJQo6aqWtTIqy2oTeiCMoWT1AkvDX4JyS8m46dHf8L9wfdj7di1GN1pNABq4enoTD/3LK6G0VAsFjUXL15Ev379hAaCy5YtQ79+/fDmm29CLBbj33//xaOPPopu3bph8uTJyM3NxcmTJxEaGiqc4/PPP8e0adMwY8YMDB06FPb29vjjjz8g1uujk5ycjLw83X+8mTNnYt26dXjnnXfQt29fREdH49ChQwgMNN1huLXg4OCA/fv3w8vLC3FxcVi4cKHJjCiO4wRrzfr166FQGN6ETp8+jeHDhwuZXzKZDJMm0f4ra9euxdy5c6FSqWqd16o4VlsBavZHKrHQ9QTg/HlaaGvgwIF1uiZOnjyJpUuXAgDmzJlj0L24zcCLjbJqtxMfbF1T1ADU7eXpSgVLYoqhu6CgmDYf1WrpWvftTq0zbnLjliWJRJfR1UxP6C1FWxc103ZPQ7cN3fC/6P81uu3AjQIjlpqOPvQzUlZBXy2ARCTBrF6zcPjJw1g1bJXBPkHUsLgaRgOxWNSMGjUKhJBar++//x4ymQz79u3D7du3oVQqcefOHfz+++8YMGCAwTlkMhm+/PJL5Ofno6KiAn/88UetIN5bt25hzZo1Btuef/553Lp1C0qlEjExMRgxYoTl77iF8Pf3x969eyGRSPDTTz8JQcTGmDlzJvz9/XH37l2he7dCocCrr76K4cOH4/Tp05BKpVi6dClSUlJw8OBBbNu2DRKJBDt37sSECRNQVFTUdG+Gdy3V/FIsri42KLdc1AwaNMjo/qKiIjz33HMYMWIEkpKS4OPjI4ibNod+u4T86iwxJwfj6eIcB3QLogX/lCrg3+pU3LxC2nZCS6gY6tMNkDvVf23P6vij3MJmc0G1BG1Z1BBChGq6b0S9gfm/z4dSbaQCtZkIlhq3boCqWhQ72Oni1rJbX0sCPq6mtVpqylRljfqbMJoe1vupGRkxYgQ+/5zW51ixYgWOHDlidJyNjQ1efpl2Hv70009x8eJFRERE4NNPPwUhBPPnz0dKSgrWrVsndKeeP38+/u///g9OTk6IiorCsGHDUFxcbPT8jUY/rZu/QaqqdC0AGmipqcn+/fvRo0cPfPvttwCAZ555BomJiUa7nbcJ7GVUrGg0wJ3qWBljVhoeiZjG14g42vcqMVlXZ8TTFegZbLabT8hGq1QYZkGpqmiD0bh/aQPTgmLrNDFtapQqo53kBVHTBlsl5JTnoLyKWj/FnBjbL2/H+B3jhXo/llBRVSFYO7q5dqZWPQCwleji1nLyddtbCf7O1aKmFVpqcspz0GV9F4z4fgRr3tmKYaKmmXnhhRcwf/58aLVazJw5E6mpqUbHLVy4EHK5HNevX8eAAQOQmJgIb29vHDhwANu2bYOfn1+tY8aPH4/o6Gj4+vri6tWrJltZNBoHO3qj1Wh0QoZ3PTnY0UwfM8jNzUVKSgoA2q1cnytXruDRRx9FdnY2unfvjhMnTuDbb79t2oynpkYkosIG0AkLD5e6j3G0p0UHAZq1Qgjg7U7bTVjSHkIi1j2h51bfJItLgZhE6pIqLqMNTONvAqfjaIuLFnJP1ItWS+d3MbGWsGnL2U/JhckAgAB5AP5vzv/BydYJ0WnRGPzdYESnRUOtNT9jKbmAnstV5go3cbUlTyyiAelucmodrFIbNm5tBbRmUbP98nbcLb+L87fP43r+9ZaeDsMETNQ0MxzHYdOmTRgwYAAKCgqwevVqo+OcnJzwn//8R/j9scceQ0JCAqZMmVLn+fv27YuPP/4YAPDFF1+gsrIJapNwnK5bNV+vxtJUbgAXLlwAAHTv3r1Ww779+/eDEIKxY8ciLi6uTbka60Q/iFdmqxM5deHjQXtPAYCvB9A9qGFZWZ58FlQhkHkXuHyDWmrsZUDXACqWpLZUOJWU0erGrZH8Ymqp0Wrp+9CjLWc/pRRSgd/ZtTMe6PIATi84jQB5AG4W3MTI70fC82NPzNg7A1svba1XtAmZT/rp3HwcGsfpMuJamQuKj6nJLKm/wXFzQgjB1ktbhd8PJx9uwdkw6oKJmhZAJpPhf//7HwBaTM4Uq1evxiuvvIKff/4ZP//8s1CVuT5mzpyJwMBA5Obm4vvvv7fGlGujX68G0IkaK8XT/PnnnwCA2bNn126Z0JZx1Et1N7dAIUBFx+DeNM6moWnm7nJqYatUAskZ1W4sNyC8B+DnBYR0AgaFAb2qW08UlrTO+JvsXL2f8wzSlfVjatqai4C3rgS7BgMAwrzDcG7hOTzZ+0m42bmhSFGEvYl78fSBp9F5fWecyTDdIoavUdPNXS+eRj92i3dB5RcBsYlAzFXgQgJ9taCYba0xNedun8O1vGvC70zUtF6YqGkhunalXXOTk5NNdid3cnLCJ598gunTp1tUtEwikeCVV14BAHzyySdQq5ug0JZ+XI1Go3NVWCBqzp07B6B2PE1+fr4geCZMmND4ubYm9C01dcXT1ITjqBWlMYjFuhYUHAd08Qd6dNLVyOG3uzpTV0WVuvW5oJQqGl8E0J5iWqKLTwLg7UjdT5XqSpSqSltihg2Gdz91du0sbPNx9MH2h7cj59UcnH36LN4a+RZCPUNRUVWB2b/ORmGl8VpWvKWGBglXiz5bPbewg53u/2ppBc3I41P+TZURaAZ499Pd8rutKiB3SywtHhvhGwEAiLoV1armx9DBRE0LERAQABsbG6hUKmRmWt/UumDBAri7uyMlJQX79u2z+vkNMqBKqqsL29qYfeMlhJgMEj58+DAIIQgLC0OHDh2sOu0Wx8mexsLY2lgkAK1GkB91M/XpDnTwNm71EYl0VYhbWcyFUF9F7khbQADA7VwhuNnexh7OUjr3thZXw7ufeEuNPmKRGIM7DsaaUWtw5ukz6OzaGenF6Xjmj2dqWaRyy3NxIu0EAOp+0omaGll2oV3oq1cXWuOodzfAozpm7UZaiwQRe9h7CK0ubpfebvbrG6NcVY7dV3cDAD4Z/wm8HbxRUVWBs5l1V4hntAxM1LQQYrEYwcH0yyspKcnq53dwcBBaNHz44YfWN8XbyejTvFYLZFW7A+TmV+BNSUlBQUEBbG1t0bt3b4N9f/31FwBg4sTmqULbrNjYABE9aZE8SwJ9rYWDHXUz1SeoXKuDinmrSGuAEF0MiI8HzQCTSQG12iA2pK2mdQuWGrfOdY5zljrjp0d/gkQkwa/XfsXm2M3CvoziDAzfNhwphSnwtPfEuOBxusJ7NWs72UhooLq7Cw0ednUGugXQ7eWVLeKG4jiu1RXg+yXxF5SpytDZtTNGBo7E+M7jATAXVGuFiZoWpEsXGrvQFKIGABYvXgx7e3vExsbi6NGj1j25frAw31OoAa6nfv36QSqVCtu1Wq0gatqd64nHXlZn085WgVu1paakjIqG1kBRKaBQUjHt6Uo/g3xn88xsIf6nLWZAVVRVCPPVdz+ZYkCHAVg7di0AYOlfS3E15yqu513H0K1DcT3/Ovyd/XFqwSl42HsYj6kxhY0N7XsGAGlZDe8W3whaW7Dw1jgaILyg3wJwHMdETSuHiZoWpKlFjbu7OxYuXAiAWmusjn5/IQBwNqMIXDWmXE+XLl1CTk4OHB0dMXTo0EZPkdFAZFJdZlZhK4lN4V1PXm66OCAfd1oxWaESxHVbzIDiXU8uMhe42plXtmDZfcvwQOcHoFAr8OjPj2L4tuHIKMlAd/fuOL3gNA0SBozH1NSFlxsVtYQA19PqDxbXanWd561Aa0rrvpl/E9Fp0RBxIsztQ/vNjQum7Xxis2KRW55b1+GMFoCJmhaEDxa+edM6vV6MsWzZMojFYhw5cgQxMTHWPbm+qBHr9YQyA1OihrfSjBs3Dra2rdya0d5pqbiagmJaO0f/ZqpW02rKgGHTU7EY6FCd7p5BrTVt0f2kn85tLiJOhB+m/QBvB29cz7+O3IpchPuG4+RTJ4UsIgCmY2pMwXG0NpJIRC11WXo3bkKogCksAW7dAS5fp3WNzsTpMiAbiSBqWoH7aVvcNgDAA50fECxIPo4+6OPdBwQER1KMF1BltBxM1LQgTW2pAYDAwEDMmjULAIT6NVZDX9RY0NG6qqoKsbGxAGqnc/Op3O3W9dSW4PtFNVdqt1YLJKXTAoB8lWO+SOHdAprp5GBX20Lo50VvwGUVQFFpmxQ1NdO5zcXb0Rs7HtkBBxsHjAseh6h5UfB08NQNIMRyUQNQS11wdSB2UgZw9jJw6hIQHQOcvgRcuQGk3aEuQa2WXifVOoG9Qlp3C1tq1Fo1frj8AwDqetJHcEGl3DsuKEIICioLkJibiGOpx7Arfhc+O/sZjqZYObShkZhpj2Q0BbyoSU5OhlarhaiJAkeXL1+OnTt34tdff8Xt27etl1Eks6WVatUai4ruXb58GUqlEi4uLsIaAEBhYSHOnqUZBUzUtALkTrSujVJFU31rdv+uSXIGzULqGmh5LR2FkraA4OseiUQ0qy4mEQjw0fXK8vGofW5bG+qGupML3M1vk60SGmKp4RkXPA45y3Ngb2Nfe6dGoxOkljaB9fMCcgqptUavFhAAuuYuTjSOzk5GhWhxKVBUArg4W/we9Gkt7qe/k/7GndI78LD3wNTuUw32je88Hh+f+RiHk2mmpiUlN9oiGq0GI78fidMZp2vte2HACxgbPLYFZmUcZqlpQQIDAyGRSKBQKHDnzh2Lj09JScGSJUvg4+OD9957z+S4Pn36YMSIEVCr1UIfJavAcTQFlOPqL/evx4kTNN10yJAhBl8GR44cgVarRY8ePdpE9/V2j1ika5ZZnwuqUkGr+2bl6RqbmktBMRUvpeVUJId2AQb0osUCCaEBq2UV9HPm7Wb8HPw8K5VtMlCYz3yy1FLDY1TQALogYbGY/j0tgeOA3l1pB/jwnvRvcl8fYFg/WgiyRzAVPq7OtNI1QF1SjaQ1BAr/efNPzP99PgDg8bDHYSs2dIUPCxgGmUSGO6V3kJib2AIzbF4iUyIFQeMqc0UPjx4YHTQas3vNRn+//vUc3bwwUdOCSCQSoTmjJXE1586dw/Tp09G1a1ds2LABd+/exccffwyl0nQxqMWLFwMAvvnmG6hUqsZNXJ+uAfSLztHEl6oRjh07BgAYO9ZQ3fOup3aZyt1W0XdB1YV+6neOmQ0Yq9S0Hkr8TWrtc7SnN08PF2oFDO1Cm3byvcQ8XExbG/hsMqWybbqfzEznthhLg4RrIhZTa4yTPQ0ct7Wh22paJgJ86bbisvo/K/XAu5/yKvJQWdW82VcqjQqvHn4VD+56EHkVeejr0xevDXut1jiZRIaRgSMBWJ4FVa4qR8S3ERj9w2hUVLWy4pYm+DaGPgy/OPBFFKwsQOILiTg27xh2PboL8/vOb9nJ1YCJmhbG0ria5557DoMHD8Yvv/wCrVaLiRMnwtvbG8XFxTh82PR/rmnTpsHPzw93797Fr7/+apW5A6BuAjMbWAI0niY6OhoAMGbMGGE7IaR916dpq/Cp3UWldXfv1rfk5BbWXbiNVFcBPh+vC0L19QT6hQB2uvR+cBxt4zCgF62t0y3I9Dn5oo/KKvhUW2rult2FlrSuLtTG0Gg1uFV0C0DDLTUmaUg8TUOQ2uqsNWl3GhaDVakEbt+Fq9RFsDw1pbWmVFmK/Ip85JTnILssG1fuXsGwrcPw6dlPAQBLBi7B2afPClWqa9LQuJptcdsQmxWL47eO49k/njVaQyy3PBcP7HgA3p94I2RDCO7bch8e3PkgFvy+AOnF6Ra+08aRVZqFA9cPAACejXi2Wa/dEJioaWEsETWHDx/Gt99+C5FIhKeeegrx8fE4dOiQEAj8888/mzzWxsYGixYtAgB8+eWXVph5w7h48SLKysrg5uZmUHTvypUryMrKgr29PYYPH95i82PUwE6ma3JZZMKtpNXq9olE1Opiyl1VUkZ7Dd1Mp+Mc7Gh1426BposR2khoFWSJ2Ph+gN60q60HXhIXAICGaFBQaabVqAW5XXobKo0KNiIbIZ7EapgqvNcU6FtrTH1WTEEIcDUJSMoAl1fU5HE17598H84fOMPjYw94f+IN30990efrPrhw5wJcZa7YP3M/1k9cL1Q3NgYvak7cOgGFWmFynD5qrVoQTQCwM34nvjxv+H2cX5GPcT+Ow+Hkw8gpz8H1/Ov4J/Mf/Jn0J7bFbcNbx99qwDtuOFsvbYWGaDDUfyhCvUKb9doNgYmaFsZcUaNSqfDiiy8CAF588UVs3boVvXr1AkAbWALA77//DoXC9H+uZ555BjY2Njh79qz107vNhHc9jRo1yiAwmnc9jRkzxqAYH6OF4bj6XVDFZVTY2NoAftWZN3eNiAmlimbNlFVSgdLFn1ZXdjG/vlGd86x2QdmotLToHNqGC4oPEg5yCYJYVIdwawjNZakBqq011X9/S601RaW6TLeKyiZtbFmqLMWHpw3rdnHgIObEGNtpLOIWxWFayLR6zxPqGQo/Jz9UqivxXex30Gjrr9Xza+KvuFV0Cx72Hnh/zPsAgFcOv4LoNGq9LlIUYfyO8bhy9wp8HH1wdO5RHJ93HPtn7heKLe69uhdlqubpzaUlWqFidVuw0gBM1LQ45taq+eKLL3D9+nV4eXlhzZo1BvsGDRoEf39/lJaWCi4cY/j4+GD69OkAgI0bNzZu4g0kKioKgKHrCQD+/vtvACzrqVXiVk+9Gn67qzPg5U5/zi+qXYk47Q6g0dLYmQG9TPeeaiiyajGsVLWpuJqGpnObhVBNuJkSXQN8dNaazLs0cDghCfjnCk0F57PbapKpVyhRoWrSYOEfLv+AEmUJurp1RdUbVdC+qYX2LS3Ub6pxZO4RBMgDzDoPx3F4OORhAMCSP5cgZGMINl3YZDJOhhCCj858RMcPXIJVw1ZhTtgcqLVqTN87Hddyr2HCjgmIzYqFp70njs49ijGdxmBk0EhMC5mGlUNXopt7N5RXlWPv1b3WWYx6iEyORFpxGlxkLpjec3qzXLOxMFHTwuhbakz1Z7pz5w7eeecdALQysFwuN9gvEokEsbJnz546r8cHDO/atQv5+fl1jrU2CoUCp0/TCHp9UaNQKIRU7nHjxjXrnBhm4OJMb1SVSuPdm3lR4yanBRjtZfQpPa9IN6a8kmZGAdRC0xSWAz6uRqFqUxlQjUnnrpfmtNQA9G/AW+tSMqmQzS+iVjq1BrhppEJxhcJQMFcqm8z9pCVarD+3HgDw4qAXIRFJGpWO/eG4D7F62Gq4ylyRVJCE5w89j4DPA7Dun3W1vs+PpR5DbFYs7G3s8cKAF8BxHDZP2Yze3r2RU56D3l/3xrnb5+Bm54Yjc4+gp2dPg+M5jsP8PvMBAN9f/r7Bc66JWqvG7F9n46HdD9WqkPxNzDcAgLm958LOxvziqi0JEzUtTGBgIMRiMSorK5GVlWV0zIoVK1BWVobBgwdj7ty5RsfwLqg//vgDFRWmI+oHDx6M8PBwKJVKbNmypfFvwAL++ecfKBQK+Pj4ICQkRNh+9uxZKJVK+Pr6olu3bs06J4YZSMS6VOqaTQ4V1TVsAGqp4ThaZh8A7uqJZr4wm7uLLv3a2vAZUArjGVDJBcmYsXcGfr5qOvasJWhsOnedNGdMDU+ALxW3DnY0FqqzP+0ELhYBpRWGnwsAuF1tpZHq/n5NJWr+vPknbhbchLPUGfP6zGv0+RxsHfDe2PeQ/nI61k9YjyCXIORX5uPlv1/G6qOrDYTNx2do8dMFfRfA3Z5aNO1t7LF/5n64ylyh1qrhInNB5JOR6O3d2+j1nuzzJEScCNFp0YKFr7GsP7ceuxN248D1Axjx/QjB5dfWAoR5mKhpYWxtbYWaLMbiak6dOoWdO3eC4zhs2LDBZIG+AQMGICgoCOXl5UJ8ijE4jhOsNV999RU0dWW0WBk+nmbMmDEGT0e8S2r06NHtvohVm6UjFQnIK9KJGAAorH7CdnbQZcHxLqiiUvqEXlRKn9YBXZXapqAO9xP/NLo3cS9m/jITb0a9af3O9Q1EsNRYO50baH5LDX+tiFCgfyjNWuvoTcVsoB/dn5Kpc01W6XVYD+4ozDmgiVolfHHuCwDAwn4L4SS1nrh2tHXEkkFLcHPJTXw0jrqYPjj9AVYeWQlCCC5nX8bfyX9DxImw7L5lBscGuwbjj9l/YEboDEQ+GYlw33CT1+no3BH3B98PAPg+7nuz5nY15yqu5V4zui+jOANvRr0JAHCydcK/ef/Spqh517EtblubChDmYaKmFWAqrkaj0QgC5JlnnkFERITJc3AchxkzZgCo3wU1a9YsuLm5IS0tDfPnz7du3Zo60Bc1+uiLGkYrxcFOFzCsH//A16dx1XOJ2kmpyAFozZqU6rgIX0/AvglN2NLalpq75XSuH5/+GBfuXIBUTIXPu9HvYs6+OWZnrTQlTWapIaT5Y2rqooMX/WxUqWlBRYCm9Gu19PPl6SpkwAXLqPitz1JTpakyO3U/MTcRkSmREHEiLB64uHHvxQQSkQTLhy7HhokbAFDrzKuHXxViaWaEzkAn1061jhsaMBR7HttjViE7vi7MD5d/qPN9qzQqrIxcibBNYejzdR/8lVQ73vLFv15EeVU5hgUMQ8LzCeju3h0ZJRkYvm04Nl6gcZdtyUoDMFHTKjCVAbVnzx5cvnwZrq6udVYM5uFFzcGDB1FebiIgD4CdnR02bNgAsViMHTt24MEHH0RxcdM2LSwvL8e5c+cAGIqaiooKYfuoUaOadA6MRuJfba3JzqMWAK1WlxHFBxPz8NaatDs0OFQkAoL8mnZ+gqWmCr4OOktNQk4C1pxYAwD4ZvI32Dp1KyQiCXYn7MaYH8YgpzynaedVB0WKIiHt3OqiRq3XIqE5LTWmEImALtVBuLdzaJXo29Vr39HbIIPNz4Z+fooURQaZPlGpURjzwxiEbAiB+0fusP2fLXw+9cGEHfUnGPCxNFO7TzUqLKzJCwNfwKZJmwAAn/3zGXbF7wIALB+yvNHnnhYyDS4yF2SUZOBY6jGjY67lXsOg7wbhozMfgYCgSluFh/c8jBO3TghjDlw/gN/+/Q0SkQSbJm1CgDwAJ586iXDfcORW5OJO6Z02FSDMw0RNK8CUqOFjXpYuXQoPD49ax9UkPDwcwcHBqKysxMGDB+scO3v2bBw8eBAODg44evQohg8fjszMpit0derUKajVagQGBgpVlAHgzJkzqKqqQseOHdG5cxOY3xnWQ+5Im0kSQm9GpeW0IJ9EUrvJpKcr/VdT/STp79MMBeCqa9UQggA7XwA0e+ap35+CSqPC5G6TMbfPXDzV7ykcfuIwXGWuOJt5FvdtuQ8lysZVwW0ovOvJ28Ebjrbm908zC971JBGbrgHU3LjJde0v4m/SOdpIdHFY1cLUQSuBky11D/EZUBnFGZi2ZxqibkXhev51gxpEkSmRwloao6CyANsvbwcALB20tCneWS0W9V+Ebyfr2tKMCx5Xp2vJXGQSGWb3mg1A10WchxCCjec3IvzbcMRlx8Hdzh17p+/FlG5ToFArMPmnyTiXeQ7lqnIs+XMJAOCV+15BLy9aHsTTwRNR86KEaskL+i5oMwHCPK3kk35vY0zU3Lp1C8eOHaMR7/Pnm3UejuOEgOG6CvHxTJgwAdHR0fD29kZ8fDzuu+8+rF69GvPnz8f999+Pnj17IiIiArdvN777rjmuJxZP08rhOJ215k4OrRwMUCuNsSaTvLvK1gbwN16V1erzk1Lh5GdDHwL+zfsXF+9chIvMBd9M/kb4jI3uNBpnnz4Lf2d/pBSmYOulrU0/PyM0bTp3C8TTmENnf/q34ufHd1kHdBWlK5UGtWoIIVhwYAFKlCUY1GEQouZFIeE/Cch5NQejg6jbev+1/SYv+V3sd6hUV6KPdx/hht0cPBPxDLZP245w33B8MPYDq52Xd0Htu7YPRYoiAMDJtJO4b8t9WPznYijUCkzoMgHx/4nHYz0fw8/Tf8bYTmNRpirDhJ0TsOAArUwcKA/EGyPeMDi3s9QZh588jMgnI/He2Po9BK0NJmpaAfoxNXzw4vfffw+A9keypLkj74I6dOgQSkvrr+oZHh6Of/75ByEhIcjMzMTatWvxww8/4MiRI7h27RpiY2Px4Ycf1nue+mDxNO0EDxd641FrdK4DVxNdmQN86NiuAbRfUHNQXbjRU2w4p/UT1sPPydD91d2jO/474r90/7n1ZhVPszZNGiRcVR1PY0Ebk2bBTkbdTQAVN3wKOKCXwaYyyID6+uLXOJJyBHYSO2x/eDtGBY1CqFcoPB088WiPRwEA+/7dZ/Ryaq0aG87TGJelg5Y2+8PTk32eRMyzMYjwMx0TaSkD/Aagp2dPKNQKfHjqQ0zbPQ0jvh+Bc7fPwcHGAesnrMehOYfg60QtljKJDL/P+h1D/YeiSFEkZABufHAjHGwdap3fVmyLccHj6qyo3FphoqYVEBQUBJFIhPLycty9exdarVYQNQsWLLDoXH369EHXrl2hUCiEgnbmXP/06dNYuXIlXnjhBbz//vv44YcfsH499UF/9913yMvLs2ge+hQWFiI2NhaAoXgpKyvDhQsXam1ntGI4TndD4nGTGx8rdwIGhtFO7s1F9U3RkUgh5qiQmtJtCp7o/YTR4U/0fgJudm5ILUoV0lcbQmphKk6nn7b4OCFI2OUestQAQKAv4ONBBa/+/Pi4KL207uO3juPVyFcBAB+M+wDd3A3LPvDVf89knEFWae2yGL//+zsySjLgYe+B2WGzrf9eWgCO4/BU36cA0Cyr36//DjEnxnMRzyHpxSQsGbSklnhzsHXA/835P8EF9nDIw5jUbZJ5FyQESEymFcHr6uvWCmCiphUglUoREEAD6JKSkhAVFYW0tDTI5XJMmzbNonNxHIdJk+gH1VxRAwBubm744IMPsGHDBrz22muYO3cuFi9ejPDwcFRWVmLDhg0WzUOf6OhoaLVadO/eHR066FJ69eNsgoKCGnx+RjPj7aF7+ne0b103zWpRI1Kq8EiPR9DVrauB26km9jb2WBRBe6KtO7fO6Bgt0aJKU1XnZSftmoTh24bjn8x/LJpugyw1lQogt6D+NgStWdSIxUD3IF1bBR49UcNXFf7xyo+oqKrAqKBRRrOWOjh3wOCOgwEAv/37W639Gy7Q765nw59tk5YHUzzR+wmh8efU7lMR/594fD35ayHzzxhymRxR86Kw+9Hd2PnITvMvplRRd3NhSe06Q60MJmpaCfpxNdu20eCv2bNnw87O8iCtBx54AADw119/NaoWB8dxWLVqFQDaBLOujKq6MNUagbme2ihikS62hg/wbC0IN0UVfp7+M64vvi6Y4E3x/IDnIRFJEJ0WjdisWIN95apyDN82HB0+64C8CuPWysySTFzLuwYCgk0XN1k0XYvTuQmhT8uJKUDcdUChND22JQrvNRb+76fWINhZ53Z3tHXEtoe2QcQZv2U9EvIIgNouqPi78Th+6zjEnBiL+i9qmjm3ED6OPji/8Dxin43F77N+Rw/PHmYd5yx1xsxeMy0LANZvb5Ge1aqtNUzUtBL4uJqYmBj8+uuvACx3PfGMHDkSMpkMmZmZuHbNeNElc3nkkUfQpUsXFBQU4LvvvrP4eIVCIQQtjx071mDf8ePHATBR0ybp6E37N9V0RbU0eq0SAJgVP9HBuQNmhNJYtHX/rBO2a4kWc3+bizMZZ5BbkYvI5Eijx5/NOCv8/PPVn1FYWWjWVFUaFdKL0wFY0CIht1B4bygpA2ISgTwT12vNlhpTSMQ0mw5AFztdD6bPH/gcQS5BJg97uAftwRSVGmWQFcXXWpkWMk0IPG5PhHqFop9vv6a/UKlelXqFitafaqUwUdNK4C01W7ZsgUKhQGhoKPr3r78QkzHs7OwwYsQIAJa5oIwhFovx6qvUn/3pp5+iqqpuM3xNfvjhB2RlZaFjx46YMmWKsL2kpEToFM5ETRuE42iPp9aWsSbUqlFa1CX65cEvAwB2J+wW4jLWHF+Dfdd0T/58J+WanMk4I/ysUCuE1OH6SC9Oh5ZoYSexq9NlYADfUsDHg6bRqzXA1WTaU6nm03NrKrxnCXZUmPZ1CUFv795Y0HcBnu73dJ2HdHHrgjCvMGiIBn9c/wMAUFhZiB+v/AiANpBkNALeUuNQbd1Jz7KsC3szYrGoiY6OxpQpU+Dn5weO4/Dbb78J+6qqqrBy5UqEhYXBwcEBfn5+mDt3Lu7cuSOMuXXrFjiOM/rau9d059E1a9bUGu/jY+YXQRuAFzWVlZUAqJWmMVH6+i6oxjJv3jx4e3sjIyMDP/30k9nHqdVqIXNq+fLlsLW1FfadPHkSGo0GnTt3hr9/+3uCYrQQ1Snd0BJd9o8Z9Pfrj6H+Q1GlrcJXF77C7oTdeDf6XQAQrDjR6SZETSYVNUP9hwIAvo39tk63b0VVBQ7dPCSUpw92DTbv/3pJGVBSToVkpw5A3+56Kfa5wL+phuPboqUGEISpnUaEy4suY8tDW8xan0d6GLqgvo/7HhVVFejl1QsjAkc03XzbO4ToLDVdA6g1rVKpK+nQyrBY1JSXl6NPnz5GA0crKioQGxuLN954A7Gxsdi3bx9u3LiBqVOnCmP8/f2RlZVl8Hr77bfh4OCAiRMn1nnt0NBQg+Pi4+MtnX6rhRc1ACCRSPDEE8azNcxlwgRaYTM6OloQSg1FJpPhpZdeAgB89NFH0FY/ESYlJeGTTz7BihUrjKaP79mzB6mpqfDw8MDChQsN9vHxNKyKMMOqiEQ6YVNXvIkRXhr8EgAaWPrU7zSzZPmQ5dj4IHVhJOYm1upiXFlVKcThbHxwI+xt7JGYm4jTGbUzoQ4nH8aEHRPg9qEbJu2ahJ8S6AMCH+RaL5nVKfReblSoiES0X1Iv6rpGbiHthg7QGxEv6tqoqBHcbGbCi5q/k/5GibJEcD0tGVg7E4hhAZVKWmRTxFHrIO9yTrvTKq01FtslJ06caFJ8yOVyREYa+p2//PJLDBw4EOnp6QgICIBYLK5lYdm/fz9mzpwJR8e6K2pKJJJ2ZZ3RJziYPq0RQjB58mR4eXk16nw9evRAx44dkZmZiRMnTggih2f79u34+++/sX79eri7u9d7vkWLFuH999/H1atXMX/+fFy6dAkJCQnC/mvXruG3336DuLoeiVarxdq1awEAL7/8Muzt7Q3Ox4KEGU2GVAooq+hN0UQJHWNMC5mGQHkg0orTAACTu03G2rFrIRaJEeoZiqu5V3Eq/ZQQvwEAF+9chFqrhq+jL3p798as0FnYGrcV38R8g2EBw4RxJ9NOYvKuyajSUutJgDwAE7tMxMQuE/Fg1wfrn5xSRTOegNpxTO5ymjafV0i7qId0og0j+RtOa6tTUx98rZpKy0RpmFcYOrt2RnJhMpb+tRTJhclwkbng8bDHm2CS9xC868nRngrpDl5Axl3a2Da/qHlLNphBk8fUFBcXg+M4uLi4GN0fExODuLg4PP103T5TgBan8/PzQ6dOnTBr1iykpJguiw0ASqUSJSUlBq/WikwmE9oENDRAWB+O4wQXVM24moyMDDz77LPYtWsXnn76abMypFxcXLBoEc0e+PHHH5GQkACJRIIxY8ZAJpPh4MGDeP3114XxBw8exNWrV+Hs7Iznn3/e4FyFhYW4dOkSACZqGE0Af1NUWvakLxFJBGtNqGcodj6yE2IRFem8+6JmXA0fTzPEfwg4jhOa/+29ulcIWE0tTMUjPz+CKm0VHur+EK4+fxW3lt7C15O/xkMhD8FGbIYlhS90KHeiN5ea8G6onAJqoeLjaVpTiwRz0UvrtgSO4wRrDd/BekHfBUaLyzEsgBc1fCsUiYQKG4A2Jm1l1pom/bQrFAqsWrUKc+bMgbOz8UemLVu2oEePHhgyZEid5xo0aJBgXdi8eTOys7MxZMgQ5Oebzplfu3Yt5HK58GrtsRvbt2/H5s2bMXnyZKucj7fO1BQ1b775JpRK+oXx+++/Y9Mm89JQV6xYgfHjx+PRRx/Fjh07kJOTg6NHjwo9qj788EP8+OOPIIQIDTiff/75WoL2l19+ASEE3bt3h59fEzc5ZNx7CFVpLbspAsCLg17EL9N/wYn5J+As1X1nCaKmRlwNH08zxJ9+fw3sMBB9vPtAqVFi++XtKFWWYuruqciryEOEbwR2PboLPT17WuYO0WhoN2sA6GjCguvsALg40RtM5t22G08DGLqfLLxh8qIGADhweH7A83WMZphFTVED0M+hSESbkhY0bTNkiyGNAADZv3+/0X0qlYo89NBDpF+/fqS4uNjomIqKCiKXy8knn3xi8bXLysqIt7c3+fTTT02OUSgUpLi4WHhlZGQQACbn094oKCggIpGIACBpaWmEEEKuXLlCOI4jAMhTTz1FABCpVEquXLnSqGutXr1aONf7779PABCZTEays7MNxmk0GtK9e3cCgHz22WeNuiaDYZTbOYQcv0DIlRtWO2VmcSbBGhDR2yJSVFlECCFEq9USj488CNaAnM04K4z96vxXBGtAQjaEkMm7JhOsAfH9xJdkFmc27OK379L3888VQrRa0+Pyi+i46BhCMquPifu3YddsSTQaOvfjFwhRqiw7VKshfp/6EawBmbRzUhNN8B5Cq6Wfp+MXCCmvMNyXlN6sn7Hi4mKz7t9NYqmpqqrCjBkzkJqaisjISJNWml9++QUVFRWYO3euxddwcHBAWFgYbt68aXKMVCqFs7OzwetewtXVFYMH0yBE3lqzcuVKEEIwffp0bNmyBQ8++CCUSiVmz56NioqKuk5XJ++++y4eeughKJVKrF69GgCwcOFCeHsb+v8PHjyI69evQy6X1woeZjCsQgPdT3XRwbkDOrt2hpZoBZdTcmEy8iryIBVL0c9HVytkTtgc2NvY49+8f3HwxkHIJDL8Nus3dHDuYOr0piFEFyDcwavuFHpXZ+qa0mppyi3QNi01IpFu3hZa20ScCMsGL4OLzEXo69UmIIRWim4OV05FJZB627xA7PJK+nkSi2nPLn38fYAAX6BnE7T4aARWFzW8oLl58yaOHDlSZxDqli1bMHXqVHh6epocYwqlUolr167B17fuaqH3OvpxNVFRUfjzzz8hkUjw/vvvg+M4bNu2DT4+Prh69SpeeeWVBl9HJBJhx44dCAsLA0CDuvn6Nvp88sknAGjgsZOTU4Ovx2CYRD8mw4o3iZpxNby46e/XH1KJVBgnl8kxu5eux9DWqVsxsMNA8y5CCDX3Z2QDCTeBM3H0ZicW09o0daHfRZ13P7W1IGGeBmZAAcArQ15B4cpC87PKeMoqGnS9RqPWAPE3gfMJtFp0A9ymZpOdB8Rco6I34SagqacysOB6sq8tqG1taGmBVlax2mJRU1ZWhri4OMTFxQEAUlNTERcXh/T0dKjVajz22GO4ePEidu7cCY1Gg+zsbGRnZ0OlMvywJCUlITo62uTT+tixYw3Sxl999VWcOHECqampOHfuHB577DGUlJRg3rx5lr6Fewpe1Bw5cgTLly8HADz33HNCCrmXlxe2b6fFwr7++mvs22e80605ODo64sCBAxg6dCjefvvtWt3Fz507h5MnT8LGxgYvvvhig6/DYNQJX1VYo6U3DCtRM65GP0i4JiuHrkSoZyg+uf8Ty5ooXksBYq8BKZlAfjGdv1gEdPGnQb/14emqs1QBbdNSA9Du7kDT3uD1KSyh1ZkvJNB6QMZQa4Abt4Bbt60nlhUqIO5fen0AKCoFLlylgeHWtNpoNLSO0fVbuiKN5ZVASkbdx/H1aZzaTrC1xTL+4sWLBhkry5YtA0ALtK1ZswYHDtBOt3379jU4LioqyqAmydatW9GhQweMHz/e6HWSk5MNOkNnZmZi9uzZyMvLg6enJwYPHox//vmn1o2TYUj//v3h5uaGgoICxMTEwNHREW+++abBmPvvvx8rVqzARx99hFWrVuHhhx9ucF2HoKAgnDp1yug+3krz+OOPswBhRtMhFlELRZWa3hStZK0YGTgSAHDh9gVUVFXUKWq6undFwvMJtbbXSZVaV9DMTU4Df+VOxp+STcFxQEcfIIm2X2izoqYRwd4Wo9ECN2gaP7RaajXp090wy6yqim7nb/IVCpo635jMstIKai1RVdG/U5cAWjG6uIz+/XILgK6Bja/cXVZBxXKFgv4e5Ac4OtBr38mlnzNPEz3c9C01bQSOkFaWj9WElJSUQC6Xo7i4+J6Kr5k1axb27NkDAHjnnXfwxhtv1BpTWloKLy8vKBQKXLx4EREREVadQ3JyMrp16watVouEhASEhoZa9fwMhgGx1+gXcmhnq9XRIIQgYF0AMksysX/mfjyy5xEQEGS/kg1vRyv0wMrJB66l0pvYgF4NP49GC5y7QkVS72401qatkZ1HrQouTlRgNCUpmdTdZ2tDrXyl5VQI9wuhcSQKFRB/g4oCiZiuLyF0XUM7U9dgXShVugwhjqMvtYZeV6ulf++wrtTlRggVGvw+gAo8V2fAxZn+a65IL6ugbiZeKNvaAD2C6Zrqv2+xGIjoqbOO8Wi1wKlLdE6DwnQuwRbC3Pt3GytgwGgIfLFEHx8fwbJWEycnJ6E3kyWtEMzl888/h1arxcSJE5mgYTQ9wpN+PTESicnA2ctAcobuSVYfVRW9weYWguM4wQX10emPQEAQ7BpsHUEDUHcTALi7NO48YhHQqwutNuzSRuPWGhFTA63W+N/SGHz8EkCtImFdaX+jKjVw+QZ1C8X9S88ntaFCp1cXaqEpLKExMKbacajVVDicT6CWoBtpVKj9m0otMVot/fv0C9G9X46jAeH9Q2lRRY6ja5CVR60tZy/X30yyuJRalWISdYLGwwXo39Pw8xDkR0sBaDTAteTavcPKKqigsZHoXLptgDYaRcawhDlz5iAzMxPjx4+Hg4Np3+js2bOxd+9e7NmzBx999BFEViralZeXh61btwKAENfDYDQpUjPcFyVlui/9zLv0JXcCvN3pcQXF9Iudp38oRgSMwK74XTibSTtzG3M9NQhCgILquAo3eePP5+xIX20V/Qw2Qixzv1y/RW/8IZ3o39IUWi2NkQFoLJKHC/25dzcqZCqVVLQA1IrRuxsVH/Z29OeEm7QX1+Xr9DoyKZ231Ba4m0+tJHxMl6M93U60tC8ZIYDcEQj0M+7CspPS9hcaDY2zKSyhrwoFbV7q4mTctZieRTObeDzdgAAf4wUbRSJquYlJpK6wlNs0dotHiKexwP3ZCmCi5h7AxsbGoNqvKSZOnAhnZ2dkZmbi9OnTGD58eKOvrdVq8e6776KyshLh4eGs1xOjeTDnSZ+v0uviRL/gC4rpU25xjT5mIo7eiErLazVGHNLRSqKmpJw+2UvE9GZ3ryO1pTdSQqiwMdf1UVyms2QkZ1Crl6kA68y7QFkl3d8lQLfd1qZa2Fyn13a0pxYcfREhd6Rusfib1QG3mcavYS8DOnXUWV0sRSym78Hdha5FbCKdc3IGFSQG771UJ2i83Wm6tb2s5hkNkUmB7p2Aq0k0nsdGAgRWZxQbK7rXBmDuJ4aATCbDI4/QipzWcEGlpKRg7NixWL9+PQBg1apVrLEco3mor1aNqkpnpQnuSG9ag8LoF7qjPX1y7x4E3NcH8K0uOVFWiRCPEHjY61KrrWapyS+i/7o28ObX3uA4PWubmS4oQujNnqdKTZsuGqNCAdyq3tfZv7bVQyalbqGugVS8GLOKONrTMQG+1CLi5KCLd5Ha0s9P/1BqAbLG35TjgG5B9OecAsNKvmo1jccCaMPTkE71CxoeDxcgqLqG0q3buuwuJmoY7YHZs2n66d69e1FVVdWgc2i1WmzYsAFhYWE4fvw47O3tsWHDBjz22GPWnCqDYZr6+gfdyaVf3M4Oui9tmZR+uUf0BHp2pnVhbG10pvvyCoO4GkdbR/TyakRArz78DcrdCq6n9oKlGVC5hfRGLBLpbv63c2rH16jVNJaKD/Y15aKS2gJ+nnWn0suktFZLz2AgvAcwpC8wPJwKZB8P6wtUJwdd36WbadQ9RQiN1+EtWl0bkBEc6EvfB0D7OSVn6taNiRpGW2bMmDHw9PREXl4ejh49arCPEILIyEiD7tw19x8/fhyjRo3CkiVLUFFRgZEjRyI+Ph4vvPACs9Iwmg/+KV+tqV2rRqvV9VLqYEaQr4Md/besEiAEo4NoSYuh/kOFhpeNQqGiLgwAcGuDmUpNhSW1arRanQsowAfw9aBrSYiha0ijBeKT6Hrb2gDdAq0vPESiprW2depAP98KFRUg1YHs4DigRyfz6hkZI8CXWi0B6ooC6HXaWFkAJmoYBkgkEkyfPh1AbRfUf//7X4wfPx5hYWHo378/Nm7ciIKCAqjVauzZswcDBw7E6NGjcfLkScE6c+zYMQQHt64y2ox7AIlYJ2ySMwwLmeUW6mqD8MGhdWFfLWrUakBVhWcjnsXasWuxfuJ668yVt9I4O7S66qwtiiUZUJl3qaXC1gboWC1UO/vTG31+EV1jQmgGUUkZjVXh06jbGmIx0LU6BigjG0iqdrkF+TU+ONzfxzC+qA3Vp+FhdWoYtTh16hSGDx8OJycn3L17F3Z2dvj444+xYsUKAFT4qNU0jdHW1haenp64fZsGqMlkMjz11FNYsWIFgoKCWuotMBj0ZpaQRH8O8qOZJoCuho3+tvq4kEDN8WFdrZOdpE/8TXrTDeqgC9Jk0LiRaynUUhbauXbvIR5VFU2b1mhoHIt+O4mkDGp1sJdR0ZidT4VO725tN92dJzFZFxfm4kTfk7UsRFm5NOaoa6B5wr8ZMPf+zbKfGLUYMmQI/P39kZGRgUOHDqGgoEAQNB988AEWLFiAXbt2Ydu2bbh8+TJu374NDw8PLF68GM8//3yDenkxGFbH3YU+dSal0y9oOyl9Mi8tp1/+vhZ8Th3sqKgpq7CuqNFoacouwOJpasIHupZXUtFiL6Nr7+pMrRUcAE4E3MmhgsbRvnZ8TJAvLWpYodDFiPQMbvuCBqCWqKJS+lkO6WRdl5evp2X/P1oRzFLDMMqKFSvw8ccfo2vXrkhKSgIhBKtWrcLatWsNxl26dAkZGRkYN24c7O3bnqmScQ+QnEHdExxHb3yl5fTmF9LJ/HOkZdGsEC+32qm0jSG/mNY7kdoAg3qzzCd9CKHxIjkFOuFXF6aqJ9/JpUG1AI2haaM3a6Oo1QC4hsfRtCHMvX8zUcMwyqVLlxAeHi78vmjRInz11Vcs2JfR9iCEmurzinTb+vWg7ghz4V1ZDnY0Tdda3EyjN11fD13GDqM2ajUtTphfRK1lfAE7/uXlZhgLog8hVJTKbOvvdM5otTD3E6NR9O3bFz169MC1a9cwZ84cbNy4kQkaRtuEN89fvkGtNE4OlgkaQJcBVaGgmTbWqLZNiK41gptL48/XnpFIqHDxMtF4sS44jsZPMe4JmKhhGIXjOPz88884c+YMnnrqKau1TGAwWgSxGAjrAmTmNOzGKLWlJn61hgobY2XnLaVCQTN2OA5wbQcxHgxGK4CJGoZJevXqhV69rFRcjMFoaWxsdAXGLIXjqLWmuIwGrlpD1PC1cvjAVwaD0WjY4zeDwWCYg0O1kNFvctlQVFW08zKgqxDLYDAaDRM1DAaDYQ6O1XE1fPXfxpB5l8bmONkbz9hhMBgNgokaBoPBMAehXUIjLTVqNc14AmhpehaAz2BYDSZqGAwGwxx4UVNF2yU0mNu5tFicvYwWCGQwGFaDiRoGg8EwB7FY12SxodYajUbXLJBZaRgMq8NEDYPBYJgLHyzc0LiarDxq6ZFJG5ZazmAw6oSJGgaDwTAXh0YEC2u1tKsyQLshMysNg2F1mKhhMBgMc3FsRLDw3Xwai2NrA/i41z+ewWBYDCu+x2AwGObCu59qtksoqwAUSsDFuXZzQbUaSM+madwA4O9tnTYLDAajFkzUMBgMhrnIbAGxCNBogUolbZ+Qehu4k0P3izia0eTtDrg4Adn5QNodGkcD0Jo07alLNIPRymCihsFgMMyFb5dQUk4tL4XFgLI6vVtqS3s55RbSF8fRppUATd8O7gi4yVksDYPRhDBRw2AwGJbgaE9FTXZ1mwOZFOgWSC0zZRU0diangFpnbCS0Q7SvJxMzDEYzwEQNg8FgWIJ+M0t/HyDQV9eQ0smBvjr70wwpOylrVslgNCNM1DAYDIYleLsDWgLIHU136+Y463TyZjAYFsFEDYPBYFiCSMQ6azMYrRSWV8hgMBgMBqNdYLGoiY6OxpQpU+Dn5weO4/Dbb78J+6qqqrBy5UqEhYXBwcEBfn5+mDt3Lu7cuWNwjlGjRoHjOIPXrFmz6r32V199hU6dOkEmkyEiIgInT560dPoMBoPBYDDaKRaLmvLycvTp0wcbNmyota+iogKxsbF44403EBsbi3379uHGjRuYOnVqrbHPPPMMsrKyhNc333xT53X37NmDl156Ca+//jouXbqE4cOHY+LEiUhPT7f0LTAYDAaDwWiHcITwhRQacDDHYf/+/Zg2bZrJMRcuXMDAgQORlpaGgIAAANRS07dvX6xbt87saw0aNAjh4eHYtGmTsK1Hjx6YNm0a1q5da9Y5SkpKIJfLUVxcDGdnZ7OvzWAwGAwGo+Uw9/7d5DE1xcXF4DgOLi4uBtt37twJDw8PhIaG4tVXX0VpaanJc6hUKsTExGD8+PEG28ePH48zZ86YPE6pVKKkpMTgxWAwGAwGo33SpNlPCoUCq1atwpw5cwyU1eOPP45OnTrBx8cHCQkJeO2113D58mVERkYaPU9eXh40Gg28vb0Ntnt7eyM7O9vk9deuXYu3337bOm+GwWAwGAxGq6bJRE1VVRVmzZoFrVaLr776ymDfM888I/zcq1cvdO3aFf3790dsbCzCw8NNnpOrUZGTEFJrmz6vvfYali1bJvxeUlICf39/S98Kg8FgMBiMNkCTiJqqqirMmDEDqampOHbsWL3xK+Hh4bCxscHNmzeNihoPDw+IxeJaVpmcnJxa1ht9pFIppFJpw94Eg8FgMBiMNoXVY2p4QXPz5k0cOXIE7u7u9R5z9epVVFVVwdfX1+h+W1tbRERE1HJPRUZGYsiQIVaZN4PBYDAYjLaNxZaasrIyJCUlCb+npqYiLi4Obm5u8PPzw2OPPYbY2FgcPHgQGo1GsK64ubnB1tYWycnJ2LlzJx588EF4eHggMTERr7zyCvr164ehQ4cK5x07diwefvhhLF68GACwbNkyPPnkk+jfvz/uu+8+fPvtt0hPT8eiRYsauwYMBoPBYDDaARaLmosXL2L06NHC73zMyrx587BmzRocOHAAANC3b1+D46KiojBq1CjY2tri6NGj+OKLL1BWVgZ/f39MmjQJb731FsR6jd+Sk5ORl5cn/D5z5kzk5+fjnXfeQVZWFnr16oVDhw4hMDDQ0rfAYDAYDAajHdKoOjVtDVanhsFgMBiMtkerqVPDYDAYDAaD0RzcU126eaMUK8LHYDAYDEbbgb9v1+dcuqdEDV+1mNWqYTAYDAaj7VFaWgq5XG5y/z0VU6PVanHnzh04OTnVWbTPUviifhkZGSxWpwlh69x8sLVuHtg6Nw9snZuHplxnQghKS0vh5+cHkch05Mw9ZakRiUTo2LFjk53f2dmZ/YdpBtg6Nx9srZsHts7NA1vn5qGp1rkuCw0PCxRmMBgMBoPRLmCihsFgMBgMRruAiRorIJVK8dZbb7E+U00MW+fmg61188DWuXlg69w8tIZ1vqcChRkMBoPBYLRfmKWGwWAwGAxGu4CJGgaDwWAwGO0CJmoYDAaDwWC0C5ioYTAYDAaD0S5gosYKfPXVV+jUqRNkMhkiIiJw8uTJlp5Sm2Xt2rUYMGAAnJyc4OXlhWnTpuH69esGYwghWLNmDfz8/GBnZ4dRo0bh6tWrLTTj9sHatWvBcRxeeuklYRtbZ+tx+/ZtPPHEE3B3d4e9vT369u2LmJgYYT9b68ajVqvx3//+F506dYKdnR2Cg4PxzjvvQKvVCmPYOltOdHQ0pkyZAj8/P3Ach99++81gvzlrqlQqsWTJEnh4eMDBwQFTp05FZmZm00yYMBrF7t27iY2NDdm8eTNJTEwkS5cuJQ4ODiQtLa2lp9YmeeCBB8i2bdtIQkICiYuLI5MmTSIBAQGkrKxMGPPBBx8QJycn8uuvv5L4+Hgyc+ZM4uvrS0pKSlpw5m2X8+fPk6CgINK7d2+ydOlSYTtbZ+tQUFBAAgMDyfz588m5c+dIamoqOXLkCElKShLGsLVuPP/73/+Iu7s7OXjwIElNTSV79+4ljo6OZN26dcIYts6Wc+jQIfL666+TX3/9lQAg+/fvN9hvzpouWrSIdOjQgURGRpLY2FgyevRo0qdPH6JWq60+XyZqGsnAgQPJokWLDLaFhISQVatWtdCM2hc5OTkEADlx4gQhhBCtVkt8fHzIBx98IIxRKBRELpeTr7/+uqWm2WYpLS0lXbt2JZGRkWTkyJGCqGHrbD1WrlxJhg0bZnI/W2vrMGnSJLJgwQKDbY888gh54oknCCFsna1BTVFjzpoWFRURGxsbsnv3bmHM7du3iUgkIn/99ZfV58jcT41ApVIhJiYG48ePN9g+fvx4nDlzpoVm1b4oLi4GALi5uQEAUlNTkZ2dbbDmUqkUI0eOZGveAF544QVMmjQJ48aNM9jO1tl6HDhwAP3798f06dPh5eWFfv36YfPmzcJ+ttbWYdiwYTh69Chu3LgBALh8+TJOnTqFBx98EABb56bAnDWNiYlBVVWVwRg/Pz/06tWrSdb9nmpoaW3y8vKg0Wjg7e1tsN3b2xvZ2dktNKv2AyEEy5Ytw7Bhw9CrVy8AENbV2JqnpaU1+xzbMrt370ZMTAwuXrxYax9bZ+uRkpKCTZs2YdmyZVi9ejXOnz+PF198EVKpFHPnzmVrbSVWrlyJ4uJihISEQCwWQ6PR4L333sPs2bMBsM90U2DOmmZnZ8PW1haurq61xjTFfZKJGivAcZzB74SQWtsYlrN48WJcuXIFp06dqrWPrXnjyMjIwNKlS3H48GHIZDKT49g6Nx6tVov+/fvj/fffBwD069cPV69exaZNmzB37lxhHFvrxrFnzx7s2LEDu3btQmhoKOLi4vDSSy/Bz88P8+bNE8axdbY+DVnTplp35n5qBB4eHhCLxbXUZk5OTi3lyrCMJUuW4MCBA4iKikLHjh2F7T4+PgDA1ryRxMTEICcnBxEREZBIJJBIJDhx4gTWr18PiUQirCVb58bj6+uLnj17Gmzr0aMH0tPTAbDPtLVYvnw5Vq1ahVmzZiEsLAxPPvkkXn75ZaxduxYAW+emwJw19fHxgUqlQmFhockx1oSJmkZga2uLiIgIREZGGmyPjIzEkCFDWmhWbRtCCBYvXox9+/bh2LFj6NSpk8H+Tp06wcfHx2DNVSoVTpw4wdbcAsaOHYv4+HjExcUJr/79++Pxxx9HXFwcgoOD2TpbiaFDh9YqS3Djxg0EBgYCYJ9pa1FRUQGRyPCWJhaLhZRuts7Wx5w1jYiIgI2NjcGYrKwsJCQkNM26Wz30+B6DT+nesmULSUxMJC+99BJxcHAgt27daumptUn+85//ELlcTo4fP06ysrKEV0VFhTDmgw8+IHK5nOzbt4/Ex8eT2bNns7RMK6Cf/UQIW2drcf78eSKRSMh7771Hbt68SXbu3Ens7e3Jjh07hDFsrRvPvHnzSIcOHYSU7n379hEPDw+yYsUKYQxbZ8spLS0lly5dIpcuXSIAyGeffUYuXboklC0xZ00XLVpEOnbsSI4cOUJiY2PJmDFjWEp3a2bjxo0kMDCQ2NrakvDwcCH9mGE5AIy+tm3bJozRarXkrbfeIj4+PkQqlZIRI0aQ+Pj4lpt0O6GmqGHrbD3++OMP0qtXLyKVSklISAj59ttvDfaztW48JSUlZOnSpSQgIIDIZDISHBxMXn/9daJUKoUxbJ0tJyoqyuh38rx58wgh5q1pZWUlWbx4MXFzcyN2dnZk8uTJJD09vUnmyxFCiPXtPwwGg8FgMBjNC4upYTAYDAaD0S5goobBYDAYDEa7gIkaBoPBYDAY7QImahgMBoPBYLQLmKhhMBgMBoPRLmCihsFgMBgMRruAiRoGg8FgMBjtAiZqGAwGg8FgtAuYqGEwGAwGg9EuYKKGwWAwGAxGu4CJGgaDwWAwGO0CJmoYDAaDwWC0C/4fX7dF+5tn/xcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pseudoPoint 0.69\n",
"pseudoScore 0.4401572000000016\n",
"point 0.37\n",
"Score -0.22453759999999984\n"
]
}
],
"source": [
"import csv\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import random\n",
"import math\n",
"\n",
"def rand2d(N,aveSig):\n",
" dist=[]\n",
" x=0\n",
" y=0\n",
" for i in range(N):\n",
" x=np.random.normal(0,aveSig)\n",
" y=np.random.normal(0,aveSig)\n",
" sig=np.random.normal(0,1) \n",
"# dist.append(sig*math.sqrt(x**2+y**2))\n",
" dist.append(sig*math.sqrt(y**2))\n",
" \n",
" return dist\n",
"\n",
"\n",
"def calculate_mean(data):#https://qiita.com/JunJun0706/items/9d1befb90a823c466c32\n",
"\n",
" s = sum(data)\n",
" N = len(data)\n",
" mean =s/N\n",
"\n",
" return mean\n",
"\n",
"#平均からの偏差を求める\n",
"def find_difference(data):#https://qiita.com/JunJun0706/items/9d1befb90a823c466c32\n",
"\n",
" mean = calculate_mean(data)\n",
" diff = []\n",
"\n",
" for num in data:\n",
" diff.append(num-mean)\n",
" return diff\n",
"\n",
"def calculate_variance(data):#https://qiita.com/JunJun0706/items/9d1befb90a823c466c32\n",
"\n",
" diff = find_difference(data)\n",
" #差の2乗を求める\n",
" squared_diff = []\n",
" for d in diff:\n",
" squared_diff.append(d**2)\n",
"\n",
" #分散を求める\n",
" sum_squared_diff = sum(squared_diff)\n",
" variance = sum_squared_diff/len(data)\n",
" return variance\n",
"\n",
"csv_file= open(\"./USDJPY_1664100989583.csv\", \"r\", encoding=\"ms932\", errors=\"\", newline=\"\" )\n",
"#リスト形式\n",
"f = csv.reader(csv_file, delimiter=\",\", doublequote=True, lineterminator=\"\\r\\n\", quotechar='\"', skipinitialspace=True)\n",
"\n",
"\n",
"cnt=0\n",
"day=[]\n",
"data1=[]\n",
"data2=[]\n",
"data3=[]\n",
"data4=[]\n",
"for row in f:\n",
" #rowはList\n",
" #row[0]で必要な項目を取得することができる\n",
" day.append(float(row[0]))\n",
" data1.append(float(row[1]))\n",
" data2.append(float(row[2]))\n",
" data3.append(float(row[3]))\n",
" data4.append(float(row[4]))\n",
"\n",
"N=100\n",
"daycut=[]\n",
"data1cut=[]\n",
"data2cut=[]\n",
"data3cut=[]\n",
"data4cut=[]\n",
"for i in range(N):\n",
" daycut.append(day[i])\n",
" data1cut.append(data1[i])\n",
" data2cut.append(data2[i])\n",
" data3cut.append(data3[i])\n",
" data4cut.append(data4[i])\n",
" \n",
" \n",
"#print(data2)\n",
"#plt.plot(daycut,data1cut,marker='o',color=\"black\")\n",
"plt.plot(daycut,data2cut,color=\"red\")\n",
"plt.plot(daycut,data3cut,color=\"blue\")\n",
"#plt.plot(daycut,data4cut,marker='o',color=\"green\")\n",
"\n",
"average=[]\n",
"for i in range(N):\n",
" average.append((data2[i]+data3[i])/2)\n",
" \n",
"plt.plot(daycut,average,color=\"black\")\n",
"plt.savefig(\"original.png\") \n",
"plt.show()\n",
"\n",
"diff=[]\n",
"dataUpDiff=[]\n",
"dataDownDiff=[]\n",
"for i in range(N):\n",
" dataUpDiff.append(data2[i]-average[i])\n",
" dataDownDiff.append(data3[i]-average[i])\n",
"\n",
" \n",
"#plt.plot(daycut,dataUpDiff,color=\"red\")\n",
"#plt.plot(daycut,dataDownDiff,color=\"blue\")\n",
"#plt.show()\n",
"aveUp=calculate_mean(dataUpDiff)\n",
"aveDown=calculate_mean(dataDownDiff)\n",
"print('UpDiffAve',aveUp)\n",
"print('DownDiffAve',aveDown)\n",
"varUp=calculate_variance(dataUpDiff)\n",
"varDown=calculate_variance(dataDownDiff)\n",
"\n",
"stdUp=varUp**0.5\n",
"stdDown=varDown**0.5\n",
"\n",
"print('UpSig',stdUp)\n",
"print('DownSig',stdDown)\n",
"\n",
"GaussUp=[]\n",
"GaussDown=[]\n",
"for i in range(N):\n",
" mx=np.random.normal(aveUp,stdUp)\n",
" mn=np.random.normal(aveDown,stdDown)\n",
" GaussUp.append(max(mx,mn))\n",
" GaussDown.append(min(mx,mn))\n",
" \n",
"pseudoDataUp=[]\n",
"pseudoDataDown=[] \n",
"for i in range(N):\n",
" pseudoDataUp.append(average[i]+GaussUp[i])\n",
" pseudoDataDown.append(average[i]+GaussDown[i])\n",
" \n",
"plt.plot(daycut,data2cut,color=\"black\")\n",
"plt.plot(daycut,data3cut,color=\"black\")\n",
"plt.plot(daycut,pseudoDataUp,color=\"green\")\n",
"plt.plot(daycut,pseudoDataDown,color=\"pink\")\n",
"plt.savefig(\"pseudo.png\")\n",
"plt.show()\n",
"\n",
"avediff=[]\n",
"for i in range(N-1):\n",
" avediff.append(average[i+1]-average[i])\n",
"\n",
"M=3\n",
"aveMeanDiff=[0]*M\n",
"for i in range(0,(N-1)//M):\n",
" aveMD=0\n",
" for j in range(M):\n",
" aveMD+=(average[i*M-j+1]-average[i*M-j])/M\n",
" aveMeanDiff.append(aveMD)\n",
" \n",
"#plt.plot(range(len(aveMeanDiff)),aveMeanDiff,color=\"black\")\n",
"#plt.show()\n",
"\n",
"\n",
"aveMean=calculate_mean(aveMeanDiff)\n",
"aveSig=calculate_variance(aveMeanDiff)**0.5\n",
"print('aveMean',aveMean)\n",
"print('aveSig',aveSig)\n",
"#print(average[N-1]-average[0])\n",
"\n",
"Drift=0.5\n",
"RateDrift=0\n",
"\n",
"newave=[average[0]]\n",
"smooth=2.5\n",
"step=5\n",
"rdsub=rand2d(N//step,aveSig*smooth)\n",
"rdlist=[]\n",
"for r in rdsub:\n",
" for i in range(step):\n",
" if i==0:\n",
" rdlist.append(r)\n",
" else:\n",
" rdlist.append(float(0.0000000000000000000000))\n",
"print(rdlist)\n",
"for i in range(N):\n",
"#for i in range(N//M):\n",
"# RateDown=random.random()\n",
"# RateUp=1-RateDown\n",
"# rd=(average[N-1]-average[0])/M*Drift+np.random.normal(0,aveSig)\n",
"# rd=np.random.normal(0,aveSig)\n",
" rd=rdlist[i]\n",
"# if i>2:\n",
"# Drift=newave[i-1]-newave[i-2]\n",
"# rd=Drift+np.random.normal(0,aveSig)\n",
"# rd=random.uniform(RateDown*aveMean,RateUp*aveMean)\n",
"# if(rd>=0):\n",
"# rd=RateDrift+random.uniform(RateDown*aveMean,RateUp*aveMean)\n",
"# else:\n",
"# rd=-RateDrift+random.uniform(RateDown*aveMean,RateUp*aveMean)\n",
"# for j in range(M):\n",
"# newave.append(rdOld+rd)\n",
"# newave.append(rdOld*math.exp(rd))\n",
" if i>0:\n",
" newave.append(newave[i]+rd)\n",
" else:\n",
" newave.append(average[0]+rd)\n",
"# rdOld=newave[i]\n",
" \n",
"plt.plot(range(len(newave)),newave,color=\"black\")\n",
"plt.show()\n",
"\n",
"pseudoDataNewUp=[]\n",
"pseudoDataNewDown=[] \n",
"for i in range(N):\n",
" pseudoDataNewUp.append(newave[i]+GaussUp[i])\n",
" pseudoDataNewDown.append(newave[i]+GaussDown[i])\n",
" \n",
"plt.plot(daycut,data2cut,color=\"black\")\n",
"plt.plot(daycut,data3cut,color=\"black\")\n",
"plt.plot(range(len(pseudoDataUp)),pseudoDataNewUp,color=\"green\")\n",
"plt.plot(range(len(pseudoDataDown)),pseudoDataNewDown,color=\"pink\")\n",
"plt.savefig(\"pseudoNew.png\")\n",
"plt.show()\n",
"\n",
"UD=[]\n",
"for i in range(N-1):\n",
" if data2cut[i+1]-data2cut[i]>=0:\n",
" UD.append(1)\n",
" else:\n",
" UD.append(-1)\n",
" \n",
"pseudoUD=[]\n",
"for i in range(N-1):\n",
" if pseudoDataUp[i+1]-pseudoDataUp[i]>0:\n",
" pseudoUD.append(1)\n",
" else:\n",
" pseudoUD.append(-1)\n",
"\n",
"newUD=[]\n",
"for i in range(N-1):\n",
" if pseudoDataNewUp[i+1]-pseudoDataNewUp[i]>=0:\n",
" newUD.append(1)\n",
" else:\n",
" newUD.append(-1)\n",
"\n",
"tsr=0.02\n",
"pseudoPoint=0\n",
"pseudoScore=0\n",
"for i in range(N-1):\n",
" if UD[i]==pseudoUD[i]:\n",
" pseudoPoint+=1\n",
" pseudoScore+=(abs(data2cut[i+1]-data2cut[i]))*(1-tsr)\n",
" else:\n",
" pseudoScore-=(abs(data2cut[i+1]-data2cut[i]))*(1-tsr)\n",
"print('pseudoPoint',pseudoPoint/N) \n",
"print('pseudoScore',pseudoScore/N)\n",
"\n",
"point=0\n",
"Score=0\n",
"for i in range(N-1):\n",
" if UD[i]==newUD[i]:\n",
" point+=1\n",
" Score+=(abs(data2cut[i+1]-data2cut[i]))*(1-tsr)\n",
" else:\n",
" Score-=(abs(data2cut[i+1]-data2cut[i]))*(1-tsr)\n",
" \n",
"print('point',point/N)\n",
"print('Score',Score/N)\n"
]
}
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