diff --git "a/visualization_tests.ipynb" "b/visualization_tests.ipynb" --- "a/visualization_tests.ipynb" +++ "b/visualization_tests.ipynb" @@ -579,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -615,8 +615,42 @@ " else:\n", " ax.text(0.1, y_pos, s, transform=ax.transAxes, fontsize=12)\n", " y_pos -= 0.1 # move down for next item\n", + " plt.tight_layout()\n", + " # If we haven't already shown or saved the plot, then we need to\n", + " # draw the figure first...\n", + " fig.canvas.draw();\n", "\n", - " plt.show()" + " # Now we can save it to a numpy array.\n", + " data = np.frombuffer(fig.canvas.tostring_rgb(), dtype=np.uint8)\n", + " data = data.reshape(fig.canvas.get_width_height()[::-1] + (3,))\n", + " #plt.savefig('tmp.png', format='png')\n", + " return data #plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on method draw in module matplotlib.backends.backend_agg:\n", + "\n", + "draw() method of matplotlib.backends.backend_agg.FigureCanvasAgg instance\n", + " Render the `.Figure`.\n", + " \n", + " This method must walk the artist tree, even if no output is produced,\n", + " because it triggers deferred work that users may want to access\n", + " before saving output to disk. For example computing limits,\n", + " auto-limits, and tick values.\n", + "\n" + ] + } + ], + "source": [ + "help(fig.canvas.draw)" ] }, { @@ -631,37 +665,62 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 111, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "4\n", - "starting video processing\n" + "0.04926657676696777\n", + "0.02422618865966797\n", + "0.021306991577148438\n", + "0.02081775665283203\n", + "0.021498680114746094\n", + "0.02054429054260254\n", + "0.020229339599609375\n", + "0.02010631561279297\n", + "0.020837783813476562\n", + "0.019948959350585938\n", + "0.019978046417236328\n", + "0.0219419002532959\n", + "0.020304441452026367\n", + "0.020141124725341797\n", + "0.020796537399291992\n", + "0.02009749412536621\n", + "0.020014286041259766\n", + "0.020523786544799805\n", + "0.019995927810668945\n", + "0.01991748809814453\n", + "0.021730661392211914\n" ] }, { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_2105580/3696166934.py:18: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", + " fig, ax = plt.subplots()\n" + ] }, { "name": "stdout", "output_type": "stream", "text": [ - "0.031055927276611328\n" + "0.01994943618774414\n", + "0.020702362060546875\n", + "0.020610809326171875\n", + "0.019971847534179688\n", + "0.02004408836364746\n", + "0.0208895206451416\n", + "0.020524024963378906\n", + "0.020197629928588867\n", + "0.0201568603515625\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -669,16 +728,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03136777877807617\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -686,16 +738,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03130054473876953\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -703,16 +748,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03231191635131836\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -720,16 +758,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03153872489929199\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -737,16 +768,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.050234079360961914\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -754,16 +778,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03185892105102539\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -771,16 +788,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030668973922729492\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -788,16 +798,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03081965446472168\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -805,16 +808,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03212308883666992\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -822,16 +818,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.04769563674926758\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -839,16 +828,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030530452728271484\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -856,16 +838,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.049408674240112305\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -873,16 +848,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0321657657623291\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -890,16 +858,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.2505066394805908\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -907,16 +868,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.031249284744262695\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -924,16 +878,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030803442001342773\n" - ] - }, { "data": { - "image/png": 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4hgEiIiKFYxggmbi4OKhUKqSnp1d1V6qESqVCTExMVXeDiOilUmQY0F/wfv31V6PLO3XqhCZNmrzkXv397dy586VcSNetW4dFixa98HaehEqlqtTPTz/9VNVdJSIyYFrVHaD/O3bu3ImlS5e+8ECwbt06nD59GtHR0S+0nScRHx8ve/3VV18hKSnJoNzLy+tldouIqFIYBoieg8GDB8teHzx4EElJSQblpRUUFMDS0vJFdo2IqEKKfEzwpNLT06FSqRAXF2ewrPQz5piYGKhUKpw/fx6DBw+GnZ0dnJyc8L///Q9CCFy9ehX9+vWDra0tatWqhQULFsi29+jRI0yePBm+vr6ws7ODlZUV/P39kZKSYrRPH330EWJjY+Hh4QFzc3P4+fnh8OHDldqv3377DV26dIGFhQXq1auHGTNmoLi42GjdhIQE+Pv7w8rKCjY2NujVqxd+++03aXl4eDiWLl0qHRP9j15xcTEWLVoEHx8faDQa1KxZEyNHjsTdu3eNthUQEAAbGxvY2trCz88P69atA6B7hPP9998jIyNDasPNzU1a9+HDh5gyZQo8PT1hbm6O+vXrY/z48Xj48KGsjYcPH+Jf//oXnJycYGNjg759++LatWtG9/3s2bO4cuVKpY5pefSPn44cOYKOHTvC0tIS//3vfwGUPVbBzc0N4eHhsrKcnBxER0ejfv36MDc3h6enJ+bOnVvmuSMiqoii7wzk5ubi9u3bBuWPHz9+5m0PGjQIXl5emDNnDr7//nvMmDED1atXx8qVK9GlSxfMnTsXa9euxQcffAA/Pz907NgRAHDv3j18/vnneOuttzB8+HDcv38fX3zxBQIDA/HLL7+gefPmsnbWrVuH+/fvY+TIkVCpVJg3bx769++PS5cuoVq1amX278aNG+jcuTOKioowYcIEWFlZITY2FhYWFgZ14+PjERYWhsDAQMydOxcFBQVYvnw5OnTogGPHjsHNzQ0jR47EH3/8YfTWOACMHDkScXFxiIiIwNixY3H58mUsWbIEx44dw88//yz1NS4uDkOHDoWPjw8mTpwIe3t7HDt2DLt27UJoaCgmTZqE3NxcXLt2DQsXLgQAWFtbA9AFjr59+2L//v0YMWIEvLy8cOrUKSxcuBDnz5/Htm3bpP5ERkZizZo1CA0NRbt27fDjjz+iV69eRo+Vl5cXAgICnsvz/uzsbPTo0QMhISEYPHgwatas+UTrFxQUICAgAJmZmRg5ciRcXFyQmpqKiRMn4vr163+5sRRE9DchFGjVqlUCQLk/Pj4+Uv3Lly8LAGLVqlUG2wIgpkyZIr2eMmWKACBGjBghlRUVFYl69eoJlUol5syZI5XfvXtXWFhYiLCwMFndhw8fytq4e/euqFmzphg6dKhBn2rUqCHu3LkjlW/fvl0AEN9++225xyA6OloAEIcOHZLKbt26Jezs7AQAcfnyZSGEEPfv3xf29vZi+PDhsvVv3Lgh7OzsZOWjRo0Sxt5S+/btEwDE2rVrZeW7du2Slefk5AgbGxvRunVrUVhYKKtbXFws/b1Xr17C1dXVoJ34+HhhYmIi9u3bJytfsWKFACB+/vlnIYQQx48fFwBEVFSUrF5oaKjB+RRCd44DAgIM2iuPsWMREBAgAIgVK1YY1DfWrhBCuLq6yt4f06dPF1ZWVuL8+fOyehMmTBBqtVpcuXLlifpJRCSEEIp+TLB06VIkJSUZ/DRr1uyZtx0ZGSn9Xa1Wo2XLlhBCYNiwYVK5vb09GjdujEuXLsnqmpmZAdB90r1z5w6KiorQsmVLHD161KCdQYMGwcHBQXrt7+8PALJtGrNz5060adMGrVq1ksqcnJzw9ttvy+olJSUhJycHb731Fm7fvi39qNVqtG7d2uDxhTEbN26EnZ0dunXrJtuGr68vrK2tpW0kJSXh/v37mDBhAjQajWwbJR85lNeOl5cXXnnlFVk7Xbp0AQCpnZ07dwIAxo4dK1u/rAGJQojnNgvA3NwcERERT73+xo0b4e/vDwcHB9k+du3aFVqtFnv37n0u/SQiZVH0Y4JWrVqhZcuWBuX6X7TPwsXFRfbazs4OGo0Gjo6OBuXZ2dmystWrV2PBggU4e/as7JGFu7t7he3og4GxZ/ElZWRkoHXr1gbljRs3lr1OS0sDAOmCWpqtrW257ei3kZubC2dnZ6PLb926BQC4ePEiADz1tM60tDScOXMGTk5O5baTkZEBExMTeHh4yJaX3vcXoW7dulLYexppaWk4efJkhftIRPQkFB0GKqusT6VarbbMddRqdaXKAN0nT701a9YgPDwcQUFBGDduHJydnaFWqzF79mzpYvmk23wW+kFp8fHxqFWrlsFyU9OK30LFxcVwdnbG2rVrjS4v68L2pIqLi9G0aVN8/PHHRpfXr1//ubTzLIyNyShP6fdYcXExunXrhvHjxxut36hRo6fuGxEpF8NAJeg/befk5MjKMzIynntbmzZtQoMGDbBlyxZZCJkyZcpzbcfV1VX61F/SuXPnZK/1n56dnZ3RtWvXcrdZVmjy8PBAcnIy2rdvX+7FUN/W6dOn4enp+VTtnDhxAq+99lq5jxVcXV1RXFyMixcvyu4GlN73l8nBwcHg/fXo0SNcv35dVubh4YG8vLwKzwUR0ZNQ9JiByrK1tYWjo6PB89hly5Y997b0n/RLfrI/dOgQDhw48Fzb6dmzJw4ePIhffvlFKsvKyjL49B4YGAhbW1vMmjXL6CyLrKws6e9WVlYADENTcHAwtFotpk+fbrB+UVGRVL979+6wsbHB7Nmz8eDBA1m9ksfDysoKubm5BtsKDg5GZmYmPvvsM4NlhYWFyM/PBwD06NEDAPDpp5/K6pQ1Ev95TS0sj4eHh8H7KzY21uDOQHBwMA4cOIDExESDbeTk5KCoqOiF9pOI/m/inYFKioyMxJw5cxAZGYmWLVti7969OH/+/HNvp3fv3tiyZQveeOMN9OrVC5cvX8aKFSvg7e2NvLy859bO+PHjER8fj9dffx3vvfeeNLXQ1dUVJ0+elOrZ2tpi+fLlGDJkCF599VWEhITAyckJV65cwffff4/27dtjyZIlAABfX18AuoF5gYGBUKvVCAkJQUBAAEaOHInZs2fj+PHj6N69O6pVq4a0tDRs3LgRn3zyCQYOHAhbW1ssXLgQkZGR8PPzQ2hoKBwcHHDixAkUFBRg9erVUjvffPMN/v3vf8PPzw/W1tbo06cPhgwZgg0bNuCdd95BSkoK2rdvD61Wi7Nnz2LDhg1ITExEy5Yt0bx5c7z11ltYtmwZcnNz0a5dO/zwww+4cOGC0WP1PKcWliUyMhLvvPMOBgwYgG7duuHEiRNITEw0GGMybtw47NixA71790Z4eDh8fX2Rn5+PU6dOYdOmTUhPTzdYh4ioQlU5laGq6KcWHj582OjygIAA2dRCIYQoKCgQw4YNE3Z2dsLGxkYEBweLW7dulTm1MCsrS7Z+WFiYsLKyqrCt4uJiMWvWLOHq6irMzc1FixYtxHfffSfCwsJk0+n0Uwvnz59vsM3SfSrLyZMnRUBAgNBoNKJu3bpi+vTp4osvvpBNLdRLSUkRgYGBws7OTmg0GuHh4SHCw8PFr7/+KtUpKioSY8aMEU5OTkKlUhlMrYuNjRW+vr7CwsJC2NjYiKZNm4rx48eLP/74Q1Zvx44dol27dsLCwkLY2tqKVq1aifXr10vL8/LyRGhoqLC3txcAZMfl0aNHYu7cucLHx0eYm5sLBwcH4evrK6ZOnSpyc3OleoWFhWLs2LGiRo0awsrKSvTp00dcvXr1hU8tLP2+0tNqteI///mPcHR0FJaWliIwMFBcuHDBYGqhELrpnhMnThSenp7CzMxMODo6inbt2omPPvpIPHr06In6SUQkhBAqIZ7TSDMiIiL6W+KYASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIaBSlCpVIiJianqblQplUqF0aNHv5S2YmJioFKpcPv27Rey/fDwcLi5ub2Qbf/d7Nq1C82bN4dGo4FKpUJOTk5Vd4mIqoAiw0BcXBxUKpXsx9nZGZ07d0ZCQkJVd++ZpaamIiYmhr/Y/wby8vIQHR2NevXqwdzcHF5eXli+fHml1y8uLsa8efPg7u4OjUaDZs2aYf369ZVaNzs7G8HBwbCwsMDSpUsRHx8PKyurp92VMv3xxx+IiYnB8ePHn/u2iej5MK3qDlSladOmwd3dHUII3Lx5E3FxcejZsye+/fZb9O7dW6pXWFgIU9O/z6FKTU3F1KlTER4eDnt7+6ruzl/OZ599huLi4qruBrRaLQIDA/Hrr79i1KhRaNiwIRITExEVFYW7d+/iv//9b4XbmDRpEubMmYPhw4fDz88P27dvR2hoKFQqFUJCQspd9/Dhw7h//z6mT5+Orl27Pq/dMvDHH39g6tSpcHNzQ/PmzV9YO0T09P4+V7gXoEePHmjZsqX0etiwYahZsybWr18vCwMajaYquqc4+fn5L+STaWnVqlV74W1UxpYtW5CamoovvvgCQ4cOBQC8++67GDhwIKZPn47IyEg4OzuXuX5mZiYWLFiAUaNGYcmSJQCAyMhIBAQEYNy4cXjzzTehVqvLXP/WrVsAwMBIRMp8TFAWe3t7WFhYGNwFMDZm4KeffkLLli2h0Wjg4eGBlStXSs+6SyosLMTYsWPh6OgIGxsb9O3bF5mZmUa3mZmZiaFDh6JmzZowNzeHj48PvvzyS4N+Ll68GD4+PrC0tISDgwNatmyJdevWAdA9bx83bhwAwN3dXXoMkp6eXuZ+p6WlYcCAAahVqxY0Gg3q1auHkJAQ5ObmGtTdtm0bmjRpIvVv165dsuUZGRmIiopC48aNYWFhgRo1auDNN980aF//qGbPnj2IioqCs7Mz6tWrV2YfMzIy4OnpiSZNmuDmzZtl1rt//z6io6Ph5uYGc3NzODs7o1u3bjh69KhUp/SYgU6dOhk8NtL/xMXFSfVycnIQHR2N+vXrw9zcHJ6enpg7d67BXYbr16/j7NmzePz4cZn9BIB9+/YBgMEn+JCQEDx48ADbt28vd/3t27fj8ePHiIqKkspUKhXeffddXLt2DQcOHChz3U6dOiEsLAwA4OfnB5VKhfDwcGn5oUOH8Prrr8POzg6WlpYICAjAzz//bLCdit6zP/30E/z8/AAAERERRo8rEVU9Rd8ZyM3Nxe3btyGEwK1bt7B48WLk5eVh8ODB5a537NgxvP7666hduzamTp0KrVaLadOmwcnJyaBueHg4NmzYgCFDhqBNmzbYs2cPevXqZVDv5s2baNOmjTRQz8nJCQkJCRg2bBju3buH6OhoALpb3GPHjsXAgQPx3nvv4cGDBzh58iQOHTqE0NBQ9O/fH+fPn8f69euxcOFCODo6AoDRvgHAo0ePEBgYiIcPH2LMmDGoVasWMjMz8d133yEnJwd2dnZS3f3792PLli2IioqCjY0NPv30UwwYMABXrlxBjRo1AOhuPaempiIkJAT16tVDeno6li9fjk6dOuH333+HpaWlrP2oqCg4OTlh8uTJyM/PN9rHixcvokuXLqhevTqSkpKkfTLmnXfewaZNmzB69Gh4e3sjOzsb+/fvx5kzZ/Dqq68aXWfSpEmIjIyUla1ZswaJiYnSJ/OCggIEBAQgMzMTI0eOhIuLC1JTUzFx4kRcv34dixYtktadOHEiVq9ejcuXL5c7UPHhw4dQq9UwMzOTleuP0ZEjRzB8+PAy1z927BisrKzg5eUlK2/VqpW0vEOHDmXuc+PGjREbGys9LvPw8AAA/Pjjj+jRowd8fX0xZcoUmJiYYNWqVejSpQv27dsnbb8y71kvLy9MmzYNkydPxogRI+Dv7w8AaNeuXZn7RURVQCjQqlWrBACDH3NzcxEXF2dQH4CYMmWK9LpPnz7C0tJSZGZmSmVpaWnC1NRUlDykR44cEQBEdHS0bHvh4eEG2xw2bJioXbu2uH37tqxuSEiIsLOzEwUFBUIIIfr16yd8fHzK3b/58+cLAOLy5csVHQpx7NgxAUBs3Lix3HoAhJmZmbhw4YJUduLECQFALF68WCrT97OkAwcOCADiq6++ksr056BDhw6iqKhIVn/KlCkCgMjKyhJnzpwRderUEX5+fuLOnTsV7o+dnZ0YNWpUuXXCwsKEq6trmct//vlnUa1aNTF06FCpbPr06cLKykqcP39eVnfChAlCrVaLK1euyLZfmeO/YMECAUDs27fPYJsARO/evctdv1evXqJBgwYG5fn5+QKAmDBhQrnr68/B4cOHpbLi4mLRsGFDERgYKIqLi6XygoIC4e7uLrp16yaVVfY9e/jwYQFArFq1qtz+EFHVUfRjgqVLlyIpKQlJSUlYs2YNOnfujMjISGzZsqXMdbRaLZKTkxEUFIQ6depI5Z6enujRo4esrv4WesnbuAAwZswY2WshBDZv3ow+ffpACIHbt29LP4GBgcjNzZVuc9vb2+PatWs4fPjwM+27nv6Tf2JiIgoKCsqt27VrV+nTIwA0a9YMtra2uHTpklRmYWEh/f3x48fIzs6Gp6cn7O3tZbfq9YYPH17mc+3Tp08jICAAbm5uSE5OhoODQ4X7Y29vj0OHDuGPP/6osK4xN27cwMCBA9G8eXMsW7ZMKt+4cSP8/f3h4OAgOz9du3aFVqvF3r17pbpxcXEQQlQ4fTE0NBR2dnYYOnQokpKSkJ6ejtjYWKndwsLCctcvLCyEubm5Qbl+jEtF6xtz/PhxpKWlITQ0FNnZ2dJ+5ufn47XXXsPevXtRXFz8RO9ZIvrrU/RjglatWskGEL711lto0aIFRo8ejd69exvcvgV0g64KCwvh6elpsKx0WUZGBkxMTODu7l5uvaysLOTk5CA2NhaxsbFG+6of7PWf//wHycnJaNWqFTw9PdG9e3eEhoaiffv2ldvpUtzd3fHvf/8bH3/8MdauXQt/f3/07dsXgwcPlj0iAAAXFxeD9R0cHHD37l3pdWFhIWbPno1Vq1YhMzMTQghpmbExCKWPTUl9+vRBzZo1kZiYCGtr60rtz7x58xAWFob69evD19cXPXv2xD//+U80aNCgwnWLiooQHBwMrVaLLVu2yC60aWlpOHnyZJmPW/Tn50nUqlULO3bswJAhQ9C9e3cAgK2tLRYvXoywsLAK99nCwgIPHz40KH/w4IG0/EmlpaUBgDSewJjc3Fw8fvy40u9ZIvrrU3QYKM3ExASdO3fGJ598grS0NPj4+LyUdvUD0AYPHlzmL+FmzZoBALy8vHDu3Dl899132LVrFzZv3oxly5Zh8uTJmDp16lO1v2DBAoSHh2P79u3YvXs3xo4di9mzZ+PgwYOyQX1lfYIvecEfM2YMVq1ahejoaLRt2xZ2dnbSNDdj0/nKu2ANGDAAq1evxtq1azFy5MhK7UtwcDD8/f2xdetW7N69G/Pnz8fcuXOxZcsWgzs3pY0bNw4HDhxAcnKywWDG4uJidOvWDePHjze6bqNGjSrVv9I6duyIS5cu4dSpU8jPz8c//vEP6a5GRdusXbs2UlJSIISQDVy9fv06AMjuXFWW/hzNnz+/zGmA1tbWyM7OBlC59ywR/fUxDJRSVFQEQPdlMMY4OztDo9HgwoULBstKl7m6uqK4uBiXL19Gw4YNy6zn5OQEGxsbaLXaSs33trKywqBBgzBo0CA8evQI/fv3x8yZMzFx4kTpm+SeVNOmTdG0aVN8+OGHSE1NRfv27bFixQrMmDHjibazadMmhIWFYcGCBVLZgwcPnuoLkObPnw9TU1NpwGJoaGil1qtduzaioqIQFRWFW7du4dVXX8XMmTPLDQNff/01Fi1ahEWLFiEgIMBguYeHB/Ly8l7IfHy1Wi278CYnJwNAhW01b94cn3/+Oc6cOQNvb2+p/NChQ9LyJ6V/DGRra1tu+0/ynn2a9yMRvVyKHjNQ2uPHj7F7926YmZkZjNDWU6vV6Nq1K7Zt2yZ7Ln3hwgWDby8MDAwEANmzZ0A3NbD0NgcMGIDNmzfj9OnTBm1mZWVJf9d/ItMzMzODt7c3hBDSVDb9XP3KXIDv3bsnBSC9pk2bwsTExOgt6Iqo1WrZnQJAt79arfaJt6VSqRAbG4uBAwciLCwMO3bsKLe+Vqs1eBTh7OyMOnXqlLsvp0+fRmRkJAYPHoz33nvPaJ3g4GAcOHAAiYmJBstycnJkx7CyUwuNycrKwty5c9GsWTPZRTY3Nxdnz56V7V+/fv1QrVo12ftLCIEVK1agbt26TzVi39fXFx4eHvjoo4+MBmL9e/FJ3rNP8n4koqqh6DsDCQkJOHv2LADd881169YhLS0NEyZMgK2tbZnrxcTEYPfu3Wjfvj3effddaLVaLFmyBE2aNJF95aqvry8GDBiARYsWITs7W5paeP78eQDyT0xz5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr16wsbGR2gV008dCQkJQrVo19OnTx+gX+vz4448YPXo03nzzTTRq1AhFRUWIj4+Xftk/qd69eyM+Ph52dnbw9vaWbrvrpx4+KRMTE6xZswZBQUEIDg7Gzp070aVLF6N179+/j3r16mHgwIH4xz/+AWtrayQnJ+Pw4cOyOxWlRUREANDdsl+zZo1sWbt27dCgQQOMGzcOO3bsQO/evREeHg5fX1/k5+fj1KlT2LRpE9LT06Upj5WdWggAAQEBaNu2LTw9PXHjxg3ExsYiLy8P3333HUxM/szqW7duRUREBFatWiV9H0C9evUQHR2N+fPn4/Hjx/Dz88O2bduwb98+rF27ttwvHCqLiYkJPv/8c/To0QM+Pj6IiIhA3bp1kZmZiZSUFNja2uLbb78FUPn3rIeHB+zt7bFixQrY2NjAysoKrVu3Lne8CBG9ZFU0i6FKGZtaqNFoRPPmzcXy5ctlU6qEMJxaKIQQP/zwg2jRooUwMzMTHh4e4vPPPxfvv/++0Gg0snr5+fli1KhRonr16sLa2loEBQWJc+fOCQBizpw5sro3b94Uo0aNEvXr1xfVqlUTtWrVEq+99pqIjY2V6qxcuVJ07NhR1KhRQ5ibmwsPDw8xbtw4kZubK9vW9OnTRd26dYWJiUm509wuXbokhg4dKjw8PIRGoxHVq1cXnTt3FsnJyQbHwNiUPVdXVxEWFia9vnv3roiIiBCOjo7C2tpaBAYGirNnzxrUMzatTa/k1EK9goICERAQIKytrcXBgweN7svDhw/FuHHjxD/+8Q9hY2MjrKysxD/+8Q+xbNkyWb3SUwtdXV2NTjVFqelw9+/fFxMnThSenp7CzMxMODo6inbt2omPPvpIPHr0SLb98o55Sf/6179EgwYNhLm5uXBychKhoaHi4sWLBvX0x6v09DytVitmzZolXF1dhZmZmfDx8RFr1qypsN2S2zR2Do4dOyb69+8vvc9cXV1FcHCw+OGHH2T1KvOeFUKI7du3C29vb2n6LacZEv21qIQodU+XnlpQUBB+++03aUR2WY4fP44WLVpgzZo1ePvtt19S74iIiIzjmIGnVHoOd1paGnbu3IlOnTqVWw8AFi1aBBMTE3Ts2PFFdpGIiKhSFD1m4Fk0aNAA4eHhaNCgATIyMrB8+XKYmZkZTD2bN28ejhw5gs6dO8PU1BQJCQlISEjAiBEjUL9+/SrqPRER0Z/4mOApRUREICUlBTdu3IC5uTnatm2LWbNmGXz/fVJSEqZOnYrff/8deXl5cHFxwZAhQzBp0qS/1X+LTERE/3cxDBARESkcxwwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQxUgkqlQkxMTFV3o0qpVCqMHj36pbQVExMDlUqF27dvv5T2noS+b8+y7l9xv+jFi4uLg0qlQnp6elV3hciAIsOA/h9lyR9nZ2d07twZCQkJVd29Z5aamoqYmBjk5ORUdVfoKc2aNQvbtm17rtucOXMmVCoVmjRpIitPT083+PdQ8mf48OFS3Z9++qnMegcPHqxUPzIzMxEcHAx7e3vY2tqiX79+uHTp0nPdVyJ6MqZV3YGqNG3aNLi7u0MIgZs3byIuLg49e/bEt99+i969e0v1CgsLYWr69zlUqampmDp1KsLDw2Fvb1/V3fk/5cMPP8SECRNeeDuzZs3CwIEDERQU9Fy2d+3aNcyaNQtWVlYGy5ycnBAfH29QvmvXLqxduxbdu3c3WDZ27Fj4+fnJyjw9PSvsR15eHjp37ozc3Fz897//RbVq1bBw4UIEBATg+PHjqFGjxhPsFRE9L3+fK9wL0KNHD7Rs2VJ6PWzYMNSsWRPr16+XhQGNRlMV3VOc/Px8oxervxJTU9O/VTDU++CDD9CmTRtotVqDxxRWVlYYPHiwwTpxcXGwtbVFnz59DJb5+/tj4MCBT9yPZcuWIS0tDb/88osUJnr06IEmTZpgwYIFmDVr1hNvk4ienSIfE5TF3t4eFhYWBr/sjY0Z+Omnn9CyZUtoNBp4eHhg5cqVRp8nFxYWYuzYsXB0dISNjQ369u2LzMxMo9vMzMzE0KFDUbNmTZibm8PHxwdffvmlQT8XL14MHx8fWFpawsHBAS1btsS6desA6J5Ljxs3DgDg7u4u3cIt7zllWloaBgwYgFq1akGj0aBevXoICQlBbm6uQd1t27ahSZMmUv927dolW56RkYGoqCg0btwYFhYWqFGjBt58802D9vWPavbs2YOoqCg4OzujXr16ZfYxIyMDnp6eaNKkCW7evGm0zsmTJ6FSqbBjxw6p7MiRI1CpVHj11VdldXv06IHWrVvLyhISEuDv7w8rKyvY2NigV69e+O2332R1nvUcA0BOTo5018bOzg4REREoKCiQlqtUKuTn52P16tXS+QsPD5eWnz17FleuXCnzWJW2d+9ebNq0CYsWLar0OtevX0dKSgr69+9fZhi+f/8+ioqKKr1NANi0aRP8/PxkdxVeeeUVvPbaa9iwYUOF6+vHrqxduxaNGzeGRqOBr68v9u7da1D32LFj6NGjB2xtbWFtbY3XXnvN4FFGWWNAjD3fd3NzQ+/evbF//360atUKGo0GDRo0wFdffWWw/m+//YYuXbrAwsIC9erVw4wZM1BcXGxQ79dff0VgYCAcHR1hYWEBd3d3DB06tMLjQPS8/f0+4jxHubm5uH37NoQQuHXrFhYvXoy8vDyjn5JKOnbsGF5//XXUrl0bU6dOhVarxbRp0+Dk5GRQNzw8HBs2bMCQIUPQpk0b7NmzB7169TKod/PmTbRp00b6Zefk5ISEhAQMGzYM9+7dQ3R0NADgs88+w9ixYzFw4EC89957ePDgAU6ePIlDhw4hNDQU/fv3x/nz57F+/XosXLgQjo6OAGC0bwDw6NEjBAYG4uHDhxgzZgxq1aqFzMxMfPfdd8jJyYGdnZ1Ud//+/diyZQuioqJgY2ODTz/9FAMGDMCVK1ek27uHDx9GamoqQkJCUK9ePaSnp2P58uXo1KkTfv/9d1haWsraj4qKgpOTEyZPnoz8/Hyjfbx48SK6dOmC6tWrIykpSdqn0po0aQJ7e3vs3bsXffv2BQDs27cPJiYmOHHiBO7duwdbW1sUFxcjNTUVI0aMkNaNj49HWFgYAgMDMXfuXBQUFGD58uXo0KEDjh07Bjc3N6NtApU/x3rBwcFwd3fH7NmzcfToUXz++edwdnbG3Llzpb5ERkaiVatWUh89PDyk9b28vBAQEICffvqpzDb0tFotxowZg8jISDRt2rTC+npff/01iouL8fbbbxtdHhERgby8PKjVavj7+2P+/Pmyu2zGFBcX4+TJk0Yvdq1atcLu3btx//592NjYlLudPXv24JtvvsHYsWNhbm6OZcuW4fXXX8cvv/wijYf47bff4O/vD1tbW4wfPx7VqlXDypUr0alTJ+zZs8cgCFbWhQsXMHDgQAwbNgxhYWH48ssvER4eDl9fX/j4+AAAbty4gc6dO6OoqAgTJkyAlZUVYmNjYWFhIdvWrVu30L17dzg5OWHChAmwt7dHeno6tmzZ8lR9I3omQoFWrVolABj8mJubi7i4OIP6AMSUKVOk13369BGWlpYiMzNTKktLSxOmpqai5CE9cuSIACCio6Nl2wsPDzfY5rBhw0Tt2rXF7du3ZXVDQkKEnZ2dKCgoEEII0a9fP+Hj41Pu/s2fP18AEJcvX67oUIhjx44JAGLjxo3l1gMgzMzMxIULF6SyEydOCABi8eLFUpm+nyUdOHBAABBfffWVVKY/Bx06dBBFRUWy+lOmTBEARFZWljhz5oyoU6eO8PPzE3fu3Klwf3r16iVatWolve7fv7/o37+/UKvVIiEhQQghxNGjRwUAsX37diGEEPfv3xf29vZi+PDhsm3duHFD2NnZycr1fdN7knOsX3fo0KGyum+88YaoUaOGrMzKykqEhYUZ3UcAIiAgoPwD8f8tWbJE2NnZiVu3bgkhhAgICKjw/SOEEL6+vqJ27dpCq9XKyn/++WcxYMAA8cUXX4jt27eL2bNnixo1agiNRiOOHj1a7jazsrIEADFt2jSDZUuXLhUAxNmzZ8vdhv7f6q+//iqVZWRkCI1GI9544w2pLCgoSJiZmYmLFy9KZX/88YewsbERHTt2lMpKn089/fuz5L8hV1dXAUDs3btXKrt165YwNzcX77//vlQWHR0tAIhDhw7J6tnZ2cm2uXXrVgFAHD58uNx9JnoZFP2YYOnSpUhKSkJSUhLWrFmDzp07IzIystxkrtVqkZycjKCgINSpU0cq9/T0RI8ePWR19bfQo6KiZOVjxoyRvRZCYPPmzejTpw+EELh9+7b0ExgYiNzcXBw9ehSA7lHGtWvXcPjw4Wfadz39J//ExETZrWpjunbtKvuE2qxZM9ja2spGgpf89PP48WNkZ2fD09MT9vb20j6UNHz4cKjVaqPtnT59GgEBAXBzc0NycjIcHBwq3B9/f38cPXpUusuwf/9+9OzZE82bN8e+ffsA6O4WqFQqdOjQAQCQlJSEnJwcvPXWW7Jjr1ar0bp1a6SkpJTZXmXPcUnvvPOOQZ+zs7Nx7969CvcP0L1fKnNXIDs7G5MnT8b//ve/Mu8MGXP+/HkcOXIEISEhMDGR/4po164dNm3ahKFDh6Jv376YMGECDh48CJVKhYkTJ5a73cLCQgCAubm5wTL9owh9nfK0bdsWvr6+0msXFxf069cPiYmJ0Gq10Gq12L17N4KCgtCgQQOpXu3atREaGor9+/dX+liX5u3tDX9/f+m1k5MTGjduLPs3sHPnTrRp0watWrWS1St9l0U/uPe7777D48ePn6o/RM+LosNAq1at0LVrV3Tt2hVvv/02vv/+e3h7e2P06NF49OiR0XVu3bqFwsJCoyOnS5dlZGTAxMQE7u7u5dbLyspCTk4OYmNj4eTkJPuJiIiQ2gWA//znP7C2tkarVq3QsGFDjBo1Cj///PNTHwN3d3f8+9//xueffw5HR0cEBgZi6dKlRscLuLi4GJQ5ODjg7t270uvCwkJMnjwZ9evXh7m5ORwdHeHk5IScnByj2yx9bErq06cPbGxskJiYCFtb20rtj7+/P4qKinDgwAGcO3cOt27dgr+/Pzp27CgLA97e3qhevToA3ZgJAOjSpYvB8d+9e7d07I2p7DkuqfRx1Iecksfxefjwww9RvXr1coOJMWvXrgWAMh8RlObp6Yl+/fohJSUFWq22zHr6oPjw4UODZQ8ePJDVKU/Dhg0Nyho1aoSCggJkZWUhKysLBQUFaNy4sUE9Ly8vFBcX4+rVqxW2Y0xl/g1kZGQY7WPp/gQEBGDAgAGYOnUqHB0d0a9fP6xatcro8SF60RQ9ZqA0ExMTdO7cGZ988gnS0tKkZ4Avmn5g0eDBgxEWFma0TrNmzQDofpmdO3cO3333HXbt2oXNmzdj2bJlmDx5MqZOnfpU7S9YsADh4eHYvn07du/ejbFjx2L27Nk4ePCgbFBfWZ/ghRDS38eMGYNVq1YhOjoabdu2hZ2dHVQqFUJCQowOoCrvl/+AAQOwevVqrF27FiNHjqzUvugHde7duxcuLi5wdnZGo0aN4O/vj2XLluHhw4fYt28f3njjDWkdfb/i4+NRq1Ytg20+79kDlTmOzyotLQ2xsbFYtGgR/vjjD6n8wYMHePz4MdLT02FraysFopLWrVuHxo0byz59V6R+/fp49OgR8vPzywxu1atXh7m5Oa5fv26wTF9W8m7by1DWF0iVFWqe57lTqVTYtGkTDh48iG+//RaJiYkYOnQoFixYgIMHD8La2vqJt0n0tBgGStGPjs7LyzO63NnZGRqNBhcuXDBYVrrM1dUVxcXFuHz5suyTQul6Tk5OsLGxgVarRdeuXSvso5WVFQYNGoRBgwbh0aNH6N+/P2bOnImJEydCo9E81TfkNW3aFE2bNsWHH36I1NRUtG/fHitWrMCMGTOeaDubNm1CWFgYFixYIJU9ePDgqb4Aaf78+TA1NZUGLIaGhla4jpmZGVq1aoV9+/bBxcVFuqXr7++Phw8fYu3atbh58yY6duworaN/9OHs7Fyp419SZc/xk3rabznUy8zMRHFxMcaOHYuxY8caLHd3d8d7771nMMPg0KFDuHDhAqZNm/ZE7V26dAkajabcC5iJiQmaNm2KX3/91WDZoUOH0KBBgwoHDwJ/3skp6fz587C0tJQeh1haWuLcuXMG9c6ePQsTExPUr18fwJ93ZXJycmTfyZGRkVFhP8ri6upqtI/G+gMAbdq0QZs2bTBz5kysW7cOb7/9Nr7++mtERkY+dR+InpSiHxOU9vjxY+zevRtmZmbw8vIyWketVqNr167Ytm2b7BPXhQsXDL69MDAwEIBubnVJixcvNtjmgAEDsHnzZpw+fdqgzaysLOnv2dnZsmVmZmbw9vaGEEJ67qifq1+ZC/C9e/cMpoc1bdoUJiYmT3W7Uq1WG3xKWrx4cbm3j8uiUqkQGxuLgQMHIiwsTDZlsDz+/v44dOgQUlJSpDDg6OgILy8vacR+yee+gYGBsLW1xaxZs4w+uy15/Eur7Dl+UlZWVmWev8pMLWzSpAm2bt1q8OPj4wMXFxds3boVw4YNM1hPP0W1rOBl7FicOHECO3bsQPfu3WVjDK5cuYKzZ8/K6g4cOBCHDx+WBYJz587hxx9/xJtvvlnuPukdOHBANv7k6tWr2L59O7p37w61Wg21Wo3u3btj+/btsqmBN2/exLp169ChQwfp7oU+CJacmqif1vm0evbsiYMHD+KXX36RyrKysqTHL3p37941+LfSvHlzAMYfpRC9SIq+M5CQkCD9srp16xbWrVuHtLQ0TJgwodxn1DExMdi9ezfat2+Pd999F1qtFkuWLEGTJk1w/PhxqZ6vry8GDBiARYsWITs7W5p2dv78eQDyT39z5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr17Spyr97d1JkyYhJCQE1apVQ58+fYx+oc+PP/6I0aNH480330SjRo1QVFSE+Ph4KaA8qd69eyM+Ph52dnbw9vbGgQMHkJyc/NTfLGdiYoI1a9YgKCgIwcHB2LlzJ7p06VLuOv7+/pg5cyauXr0qu+h37NgRK1euhJubm+zxh62tLZYvX44hQ4bg1VdfRUhICJycnHDlyhV8//33aN++PZYsWWK0rSc5x0/C19cXycnJ+Pjjj1GnTh24u7tL0+EqM7XQ0dHR6LcX6u8EGFum1WrxzTffoE2bNrKBoiUNGjQIFhYWaNeuHZydnfH7778jNjYWlpaWmDNnjqzuP//5T+zZs0d2wYuKisJnn32GXr164YMPPkC1atXw8ccfo2bNmnj//ffLPyj/X5MmTRAYGCibWghA9phsxowZSEpKQocOHRAVFQVTU1OsXLkSDx8+xLx586R63bt3h4uLC4YNG4Zx48ZBrVbjyy+/lM7/0xg/fjzi4+Px+uuv47333pOmFrq6uuLkyZNSvdWrV2PZsmV444034OHhgfv37+Ozzz6Dra0tevbs+VRtEz21qprGUJWMTS3UaDSiefPmYvny5aK4uFhWH6WmiAkhxA8//CBatGghzMzMhIeHh/j888/F+++/LzQajaxefn6+GDVqlKhevbqwtrYWQUFB4ty5cwKAmDNnjqzuzZs3xahRo0T9+vVFtWrVRK1atcRrr70mYmNjpTorV64UHTt2FDVq1BDm5ubCw8NDjBs3TuTm5sq2NX36dFG3bl1hYmJS7jTDS5cuiaFDhwoPDw+h0WhE9erVRefOnUVycrLBMRg1apTB+q6urrIpcHfv3hURERHC0dFRWFtbi8DAQHH27FmDevpzYGxaVcmphXoFBQUiICBAWFtbi4MHDxrdF7179+4JtVotbGxsZNMW16xZIwCIIUOGGF0vJSVFBAYGCjs7O6HRaISHh4cIDw+XTWMzNhWtsufY2H6VPBYlz9HZs2dFx44dhYWFhQAgO3Z4gqmFpZU3tXDXrl0CgPj000/LXP+TTz4RrVq1EtWrVxempqaidu3aYvDgwSItLc1oW8Z+xVy9elUMHDhQ2NraCmtra9G7d2+j6xujfx+uWbNGNGzYUJibm4sWLVqIlJQUg7pHjx4VgYGBwtraWlhaWorOnTuL1NRUg3pHjhwRrVu3FmZmZsLFxUV8/PHHZU4t7NWrl9H9LH0+Tp48KQICAoRGoxF169YV06dPF1988YVsm0ePHhVvvfWWcHFxEebm5sLZ2Vn07t1b9n4jellUQjzHUUsKFxQUhN9++83o88KSjh8/jhYtWmDNmjWVHrFNfy88xy+GSqXCqFGjyrxTQ0RPh2MGnlLp+dBpaWnYuXMnOnXqVG49QHer1sTERDaIjf6+eI6J6O9O0WMGnkWDBg0QHh6OBg0aICMjA8uXL4eZmRnGjx8vqzdv3jwcOXIEnTt3hqmpKRISEpCQkIARI0ZII5rp743nmIj+7hgGntLrr7+O9evX48aNGzA3N0fbtm0xa9Ysgy8badeuHZKSkjB9+nTk5eXBxcUFMTExmDRpUhX1nJ43nmMi+rvjmAEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYB+usKDwfc3F5eezExgEr1bOvevv08e0RE9FIoMwzExel+cet/NBqgTh0gMBD49FPg/v2q7uHLo1IBo0dXdS9ejPL2Tf8e+PXXl9olIqK/ImWGAb1p04D4eGD5cmDMGF1ZdDTQtClw8mSVdo2qwIcfAoWFVd0LIqKXzrSqO1ClevQAWrb88/XEicCPPwK9ewN9+wJnzgAWFlXXv+fhwQPAzAwwUXbuqxRTU90PEZHC8ApRWpcuwP/+B2RkAGvW/Fl+8qTuGXaDBrrHCrVqAUOHAtnZ8vX1z44vXNDVt7cH7OyAiAigoEBet7AQGDsWcHQEbGx0ASQzU7d+TIy8bmamrr2aNQFzc8DHB/jyS3mdn37Srfv117pPuXXrApaWwL17z3ZMiouBRYt0bWo0uj6MHAncvftnnd69dcfGmLZt5aEL0B1bX19d2KpeHQgJAa5erbgv168DZ88Cjx8/9e6UydiYgSc5RwCQk1PxeSci+othGDBmyBDdn7t3/1mWlARcuqT75b54se7i9fXXQM+egBCG2wgO1o09mD1b9/e4OGDqVHmd8HDdtnr2BObO1V0Ye/Uy3NbNm0CbNkBysu4Z+CefAJ6ewLBhuot0adOnA99/D3zwATBrlu7OwLMYORIYNw5o317XdkQEsHatboyF/qI8aBBw+TJw+LB83YwM4OBB3fHSmzkT+Oc/gYYNgY8/1j2a+eEHoGNH3cW0PBMnAl5eugtyZTx4oBvUV/onL69y61f2HOlV5rwTEf3VCCVatUoIQIjDh8uuY2cnRIsWf74uKDCss369bjt79/5ZNmWKrmzoUHndN94QokaNP18fOaKrFx0trxceriufMuXPsmHDhKhdW4jbt+V1Q0J0/dT3LSVFt26DBsb7awwgxKhRZS/ft09XZ+1aefmuXfLy3FwhzM2FeP99eb1584RQqYTIyNC9Tk8XQq0WYuZMeb1Tp4QwNZWXh4UJ4eoqrxcWpmv38uXK7VtFPyXfA/pzp/ck56iy552I6C+IdwbKYm0tn1VQcuyA/tNmmza610ePGq7/zjvy1/7+ukcK+lv2u3bp/oyKktfTD2TUEwLYvBno00f395KfbgMDgdxcw/bDwp7fWIeNG3W3u7t1k7ft66s7Rikpunq2troxGBs2yO+UfPON7ji5uOheb9mie+wQHCzfXq1aujsF+u2VJS5Ot/3KTjns1093V6f0z7hxFa9b2XNUUkXnnYjoL4ijpcqSlwc4O//5+s4d3e3er78Gbt2S183NNVxff/HTc3DQ/Xn3ru7CmZGhG9Tn7i6v5+kpf52Vpbt1Hhur+zGmdH9Kb/NZpKXp9q/ksSir7UGDgG3bgAMHgHbtgIsXgSNH5I8y0tJ0F/OGDY1vr1q159VznXr1gK5dDcuvXat43cqeo5IqOu9ERH9BDAPGXLumuwCW/KUfHAykpuo+UTZvrvtUXFwMvP667s/S1Grj2zY2vqA8+m0PHqz7xG9Ms2by189zBkRxsS4IrF1rfLmT059/79NHN2BxwwZdGNiwQXcxffNN+fZUKiAhwfgxsrZ+fn2vCs/rvBMRvUQMA8bEx+v+DAzU/Xn3rm6A29SpwOTJf9ZLS3v6NlxddRfGy5fln5IvXJDXc3LSjWLXao1/wn3RPDx0Axfbt684ZFhZ6WYVbNyoGxj4zTe62+R16si3J4Tu03ajRi+278+qsueIiOhvjmMGSvvxR91ofHd34O23dWX6T3ulP90ZG8lfWfqgsWyZvHzxYvlrtRoYMEA3buD0acPtZGU9fR8qIzhYF0SmTzdcVlRkOPp/0CDgjz+Azz8HTpzQvS6pf3/dPk2dang8hTCcqlnai5xaWFplzxER0d+csu8MJCToLixFRbrpez/+qBtc5uoK7Nihm1MP6J71duwIzJunuwjVraubdnj58tO37euru8gvWqS7ALZpA+zZA5w/r1tecr77nDm6gXWtWwPDhwPe3roxDEeP6j6137nz9P0AdF/JO2OGYXmnTkBAgG5q4ezZwPHjQPfuuuf6aWm6OwCffAIMHPjnOj176u5kfPDBn0GmJA8PXVsTJwLp6UBQkK7+5cvA1q3AiBG6dcsycSKwerWu/ov+fwue5BwREf2NKTsM6G/5m5npvvimaVPdL/6ICN0FqqR163SjyJcu1X2C7d5dFyZK3gJ/Ul99pRtFv3697kLYtavu1nrjxn8GEUD3JT+//KL7+uQtW3SfVGvU0H0J0Ny5T9++3qFDup/Spk8HOnQAVqzQXRhXrgT++1/dt/S5uenGMbRvL19Ho9F9Mc/atbr9MTbwcMIE3SOChQv/nINfv77umPbt++z78zxV9hwREf2NqYTgyKa/lOPHgRYtdN/Qp39MQX8tPEdE9H8MxwxUJWP/Kc6iRboR+B07vvTukBE8R0SkAMp+TFDV5s3TzcPv3Fl36z0hQfczYoTutjlVPZ4jIlIAPiaoSklJumfmv/+u+5IjFxfd/4swaRL/97y/Cp4jIlIAhgEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoX7f7M4c26dOciTAAAAAElFTkSuQmCC", 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", 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" ] @@ -941,16 +888,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03285861015319824\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -958,16 +898,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030991077423095703\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -975,16 +908,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0307767391204834\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -992,16 +918,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03132152557373047\n" - ] - }, { "data": { - "image/png": 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4hgEiIiKFYxggmbi4OKhUKqSnp1d1V6qESqVCTExMVXeDiOilUmQY0F/wfv31V6PLO3XqhCZNmrzkXv397dy586VcSNetW4dFixa98HaehEqlqtTPTz/9VNVdJSIyYFrVHaD/O3bu3ImlS5e+8ECwbt06nD59GtHR0S+0nScRHx8ve/3VV18hKSnJoNzLy+tldouIqFIYBoieg8GDB8teHzx4EElJSQblpRUUFMDS0vJFdo2IqEKKfEzwpNLT06FSqRAXF2ewrPQz5piYGKhUKpw/fx6DBw+GnZ0dnJyc8L///Q9CCFy9ehX9+vWDra0tatWqhQULFsi29+jRI0yePBm+vr6ws7ODlZUV/P39kZKSYrRPH330EWJjY+Hh4QFzc3P4+fnh8OHDldqv3377DV26dIGFhQXq1auHGTNmoLi42GjdhIQE+Pv7w8rKCjY2NujVqxd+++03aXl4eDiWLl0qHRP9j15xcTEWLVoEHx8faDQa1KxZEyNHjsTdu3eNthUQEAAbGxvY2trCz88P69atA6B7hPP9998jIyNDasPNzU1a9+HDh5gyZQo8PT1hbm6O+vXrY/z48Xj48KGsjYcPH+Jf//oXnJycYGNjg759++LatWtG9/3s2bO4cuVKpY5pefSPn44cOYKOHTvC0tIS//3vfwGUPVbBzc0N4eHhsrKcnBxER0ejfv36MDc3h6enJ+bOnVvmuSMiqoii7wzk5ubi9u3bBuWPHz9+5m0PGjQIXl5emDNnDr7//nvMmDED1atXx8qVK9GlSxfMnTsXa9euxQcffAA/Pz907NgRAHDv3j18/vnneOuttzB8+HDcv38fX3zxBQIDA/HLL7+gefPmsnbWrVuH+/fvY+TIkVCpVJg3bx769++PS5cuoVq1amX278aNG+jcuTOKioowYcIEWFlZITY2FhYWFgZ14+PjERYWhsDAQMydOxcFBQVYvnw5OnTogGPHjsHNzQ0jR47EH3/8YfTWOACMHDkScXFxiIiIwNixY3H58mUsWbIEx44dw88//yz1NS4uDkOHDoWPjw8mTpwIe3t7HDt2DLt27UJoaCgmTZqE3NxcXLt2DQsXLgQAWFtbA9AFjr59+2L//v0YMWIEvLy8cOrUKSxcuBDnz5/Htm3bpP5ERkZizZo1CA0NRbt27fDjjz+iV69eRo+Vl5cXAgICnsvz/uzsbPTo0QMhISEYPHgwatas+UTrFxQUICAgAJmZmRg5ciRcXFyQmpqKiRMn4vr163+5sRRE9DchFGjVqlUCQLk/Pj4+Uv3Lly8LAGLVqlUG2wIgpkyZIr2eMmWKACBGjBghlRUVFYl69eoJlUol5syZI5XfvXtXWFhYiLCwMFndhw8fytq4e/euqFmzphg6dKhBn2rUqCHu3LkjlW/fvl0AEN9++225xyA6OloAEIcOHZLKbt26Jezs7AQAcfnyZSGEEPfv3xf29vZi+PDhsvVv3Lgh7OzsZOWjRo0Sxt5S+/btEwDE2rVrZeW7du2Slefk5AgbGxvRunVrUVhYKKtbXFws/b1Xr17C1dXVoJ34+HhhYmIi9u3bJytfsWKFACB+/vlnIYQQx48fFwBEVFSUrF5oaKjB+RRCd44DAgIM2iuPsWMREBAgAIgVK1YY1DfWrhBCuLq6yt4f06dPF1ZWVuL8+fOyehMmTBBqtVpcuXLlifpJRCSEEIp+TLB06VIkJSUZ/DRr1uyZtx0ZGSn9Xa1Wo2XLlhBCYNiwYVK5vb09GjdujEuXLsnqmpmZAdB90r1z5w6KiorQsmVLHD161KCdQYMGwcHBQXrt7+8PALJtGrNz5060adMGrVq1ksqcnJzw9ttvy+olJSUhJycHb731Fm7fvi39qNVqtG7d2uDxhTEbN26EnZ0dunXrJtuGr68vrK2tpW0kJSXh/v37mDBhAjQajWwbJR85lNeOl5cXXnnlFVk7Xbp0AQCpnZ07dwIAxo4dK1u/rAGJQojnNgvA3NwcERERT73+xo0b4e/vDwcHB9k+du3aFVqtFnv37n0u/SQiZVH0Y4JWrVqhZcuWBuX6X7TPwsXFRfbazs4OGo0Gjo6OBuXZ2dmystWrV2PBggU4e/as7JGFu7t7he3og4GxZ/ElZWRkoHXr1gbljRs3lr1OS0sDAOmCWpqtrW257ei3kZubC2dnZ6PLb926BQC4ePEiADz1tM60tDScOXMGTk5O5baTkZEBExMTeHh4yJaX3vcXoW7dulLYexppaWk4efJkhftIRPQkFB0GKqusT6VarbbMddRqdaXKAN0nT701a9YgPDwcQUFBGDduHJydnaFWqzF79mzpYvmk23wW+kFp8fHxqFWrlsFyU9OK30LFxcVwdnbG2rVrjS4v68L2pIqLi9G0aVN8/PHHRpfXr1//ubTzLIyNyShP6fdYcXExunXrhvHjxxut36hRo6fuGxEpF8NAJeg/befk5MjKMzIynntbmzZtQoMGDbBlyxZZCJkyZcpzbcfV1VX61F/SuXPnZK/1n56dnZ3RtWvXcrdZVmjy8PBAcnIy2rdvX+7FUN/W6dOn4enp+VTtnDhxAq+99lq5jxVcXV1RXFyMixcvyu4GlN73l8nBwcHg/fXo0SNcv35dVubh4YG8vLwKzwUR0ZNQ9JiByrK1tYWjo6PB89hly5Y997b0n/RLfrI/dOgQDhw48Fzb6dmzJw4ePIhffvlFKsvKyjL49B4YGAhbW1vMmjXL6CyLrKws6e9WVlYADENTcHAwtFotpk+fbrB+UVGRVL979+6wsbHB7Nmz8eDBA1m9ksfDysoKubm5BtsKDg5GZmYmPvvsM4NlhYWFyM/PBwD06NEDAPDpp5/K6pQ1Ev95TS0sj4eHh8H7KzY21uDOQHBwMA4cOIDExESDbeTk5KCoqOiF9pOI/m/inYFKioyMxJw5cxAZGYmWLVti7969OH/+/HNvp3fv3tiyZQveeOMN9OrVC5cvX8aKFSvg7e2NvLy859bO+PHjER8fj9dffx3vvfeeNLXQ1dUVJ0+elOrZ2tpi+fLlGDJkCF599VWEhITAyckJV65cwffff4/27dtjyZIlAABfX18AuoF5gYGBUKvVCAkJQUBAAEaOHInZs2fj+PHj6N69O6pVq4a0tDRs3LgRn3zyCQYOHAhbW1ssXLgQkZGR8PPzQ2hoKBwcHHDixAkUFBRg9erVUjvffPMN/v3vf8PPzw/W1tbo06cPhgwZgg0bNuCdd95BSkoK2rdvD61Wi7Nnz2LDhg1ITExEy5Yt0bx5c7z11ltYtmwZcnNz0a5dO/zwww+4cOGC0WP1PKcWliUyMhLvvPMOBgwYgG7duuHEiRNITEw0GGMybtw47NixA71790Z4eDh8fX2Rn5+PU6dOYdOmTUhPTzdYh4ioQlU5laGq6KcWHj582OjygIAA2dRCIYQoKCgQw4YNE3Z2dsLGxkYEBweLW7dulTm1MCsrS7Z+WFiYsLKyqrCt4uJiMWvWLOHq6irMzc1FixYtxHfffSfCwsJk0+n0Uwvnz59vsM3SfSrLyZMnRUBAgNBoNKJu3bpi+vTp4osvvpBNLdRLSUkRgYGBws7OTmg0GuHh4SHCw8PFr7/+KtUpKioSY8aMEU5OTkKlUhlMrYuNjRW+vr7CwsJC2NjYiKZNm4rx48eLP/74Q1Zvx44dol27dsLCwkLY2tqKVq1aifXr10vL8/LyRGhoqLC3txcAZMfl0aNHYu7cucLHx0eYm5sLBwcH4evrK6ZOnSpyc3OleoWFhWLs2LGiRo0awsrKSvTp00dcvXr1hU8tLP2+0tNqteI///mPcHR0FJaWliIwMFBcuHDBYGqhELrpnhMnThSenp7CzMxMODo6inbt2omPPvpIPHr06In6SUQkhBAqIZ7TSDMiIiL6W+KYASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIaBSlCpVIiJianqblQplUqF0aNHv5S2YmJioFKpcPv27Rey/fDwcLi5ub2Qbf/d7Nq1C82bN4dGo4FKpUJOTk5Vd4mIqoAiw0BcXBxUKpXsx9nZGZ07d0ZCQkJVd++ZpaamIiYmhr/Y/wby8vIQHR2NevXqwdzcHF5eXli+fHml1y8uLsa8efPg7u4OjUaDZs2aYf369ZVaNzs7G8HBwbCwsMDSpUsRHx8PKyurp92VMv3xxx+IiYnB8ePHn/u2iej5MK3qDlSladOmwd3dHUII3Lx5E3FxcejZsye+/fZb9O7dW6pXWFgIU9O/z6FKTU3F1KlTER4eDnt7+6ruzl/OZ599huLi4qruBrRaLQIDA/Hrr79i1KhRaNiwIRITExEVFYW7d+/iv//9b4XbmDRpEubMmYPhw4fDz88P27dvR2hoKFQqFUJCQspd9/Dhw7h//z6mT5+Orl27Pq/dMvDHH39g6tSpcHNzQ/PmzV9YO0T09P4+V7gXoEePHmjZsqX0etiwYahZsybWr18vCwMajaYquqc4+fn5L+STaWnVqlV74W1UxpYtW5CamoovvvgCQ4cOBQC8++67GDhwIKZPn47IyEg4OzuXuX5mZiYWLFiAUaNGYcmSJQCAyMhIBAQEYNy4cXjzzTehVqvLXP/WrVsAwMBIRMp8TFAWe3t7WFhYGNwFMDZm4KeffkLLli2h0Wjg4eGBlStXSs+6SyosLMTYsWPh6OgIGxsb9O3bF5mZmUa3mZmZiaFDh6JmzZowNzeHj48PvvzyS4N+Ll68GD4+PrC0tISDgwNatmyJdevWAdA9bx83bhwAwN3dXXoMkp6eXuZ+p6WlYcCAAahVqxY0Gg3q1auHkJAQ5ObmGtTdtm0bmjRpIvVv165dsuUZGRmIiopC48aNYWFhgRo1auDNN980aF//qGbPnj2IioqCs7Mz6tWrV2YfMzIy4OnpiSZNmuDmzZtl1rt//z6io6Ph5uYGc3NzODs7o1u3bjh69KhUp/SYgU6dOhk8NtL/xMXFSfVycnIQHR2N+vXrw9zcHJ6enpg7d67BXYbr16/j7NmzePz4cZn9BIB9+/YBgMEn+JCQEDx48ADbt28vd/3t27fj8ePHiIqKkspUKhXeffddXLt2DQcOHChz3U6dOiEsLAwA4OfnB5VKhfDwcGn5oUOH8Prrr8POzg6WlpYICAjAzz//bLCdit6zP/30E/z8/AAAERERRo8rEVU9Rd8ZyM3Nxe3btyGEwK1bt7B48WLk5eVh8ODB5a537NgxvP7666hduzamTp0KrVaLadOmwcnJyaBueHg4NmzYgCFDhqBNmzbYs2cPevXqZVDv5s2baNOmjTRQz8nJCQkJCRg2bBju3buH6OhoALpb3GPHjsXAgQPx3nvv4cGDBzh58iQOHTqE0NBQ9O/fH+fPn8f69euxcOFCODo6AoDRvgHAo0ePEBgYiIcPH2LMmDGoVasWMjMz8d133yEnJwd2dnZS3f3792PLli2IioqCjY0NPv30UwwYMABXrlxBjRo1AOhuPaempiIkJAT16tVDeno6li9fjk6dOuH333+HpaWlrP2oqCg4OTlh8uTJyM/PN9rHixcvokuXLqhevTqSkpKkfTLmnXfewaZNmzB69Gh4e3sjOzsb+/fvx5kzZ/Dqq68aXWfSpEmIjIyUla1ZswaJiYnSJ/OCggIEBAQgMzMTI0eOhIuLC1JTUzFx4kRcv34dixYtktadOHEiVq9ejcuXL5c7UPHhw4dQq9UwMzOTleuP0ZEjRzB8+PAy1z927BisrKzg5eUlK2/VqpW0vEOHDmXuc+PGjREbGys9LvPw8AAA/Pjjj+jRowd8fX0xZcoUmJiYYNWqVejSpQv27dsnbb8y71kvLy9MmzYNkydPxogRI+Dv7w8AaNeuXZn7RURVQCjQqlWrBACDH3NzcxEXF2dQH4CYMmWK9LpPnz7C0tJSZGZmSmVpaWnC1NRUlDykR44cEQBEdHS0bHvh4eEG2xw2bJioXbu2uH37tqxuSEiIsLOzEwUFBUIIIfr16yd8fHzK3b/58+cLAOLy5csVHQpx7NgxAUBs3Lix3HoAhJmZmbhw4YJUduLECQFALF68WCrT97OkAwcOCADiq6++ksr056BDhw6iqKhIVn/KlCkCgMjKyhJnzpwRderUEX5+fuLOnTsV7o+dnZ0YNWpUuXXCwsKEq6trmct//vlnUa1aNTF06FCpbPr06cLKykqcP39eVnfChAlCrVaLK1euyLZfmeO/YMECAUDs27fPYJsARO/evctdv1evXqJBgwYG5fn5+QKAmDBhQrnr68/B4cOHpbLi4mLRsGFDERgYKIqLi6XygoIC4e7uLrp16yaVVfY9e/jwYQFArFq1qtz+EFHVUfRjgqVLlyIpKQlJSUlYs2YNOnfujMjISGzZsqXMdbRaLZKTkxEUFIQ6depI5Z6enujRo4esrv4WesnbuAAwZswY2WshBDZv3ow+ffpACIHbt29LP4GBgcjNzZVuc9vb2+PatWs4fPjwM+27nv6Tf2JiIgoKCsqt27VrV+nTIwA0a9YMtra2uHTpklRmYWEh/f3x48fIzs6Gp6cn7O3tZbfq9YYPH17mc+3Tp08jICAAbm5uSE5OhoODQ4X7Y29vj0OHDuGPP/6osK4xN27cwMCBA9G8eXMsW7ZMKt+4cSP8/f3h4OAgOz9du3aFVqvF3r17pbpxcXEQQlQ4fTE0NBR2dnYYOnQokpKSkJ6ejtjYWKndwsLCctcvLCyEubm5Qbl+jEtF6xtz/PhxpKWlITQ0FNnZ2dJ+5ufn47XXXsPevXtRXFz8RO9ZIvrrU/RjglatWskGEL711lto0aIFRo8ejd69exvcvgV0g64KCwvh6elpsKx0WUZGBkxMTODu7l5uvaysLOTk5CA2NhaxsbFG+6of7PWf//wHycnJaNWqFTw9PdG9e3eEhoaiffv2ldvpUtzd3fHvf/8bH3/8MdauXQt/f3/07dsXgwcPlj0iAAAXFxeD9R0cHHD37l3pdWFhIWbPno1Vq1YhMzMTQghpmbExCKWPTUl9+vRBzZo1kZiYCGtr60rtz7x58xAWFob69evD19cXPXv2xD//+U80aNCgwnWLiooQHBwMrVaLLVu2yC60aWlpOHnyZJmPW/Tn50nUqlULO3bswJAhQ9C9e3cAgK2tLRYvXoywsLAK99nCwgIPHz40KH/w4IG0/EmlpaUBgDSewJjc3Fw8fvy40u9ZIvrrU3QYKM3ExASdO3fGJ598grS0NPj4+LyUdvUD0AYPHlzmL+FmzZoBALy8vHDu3Dl899132LVrFzZv3oxly5Zh8uTJmDp16lO1v2DBAoSHh2P79u3YvXs3xo4di9mzZ+PgwYOyQX1lfYIvecEfM2YMVq1ahejoaLRt2xZ2dnbSNDdj0/nKu2ANGDAAq1evxtq1azFy5MhK7UtwcDD8/f2xdetW7N69G/Pnz8fcuXOxZcsWgzs3pY0bNw4HDhxAcnKywWDG4uJidOvWDePHjze6bqNGjSrVv9I6duyIS5cu4dSpU8jPz8c//vEP6a5GRdusXbs2UlJSIISQDVy9fv06AMjuXFWW/hzNnz+/zGmA1tbWyM7OBlC59ywR/fUxDJRSVFQEQPdlMMY4OztDo9HgwoULBstKl7m6uqK4uBiXL19Gw4YNy6zn5OQEGxsbaLXaSs33trKywqBBgzBo0CA8evQI/fv3x8yZMzFx4kTpm+SeVNOmTdG0aVN8+OGHSE1NRfv27bFixQrMmDHjibazadMmhIWFYcGCBVLZgwcPnuoLkObPnw9TU1NpwGJoaGil1qtduzaioqIQFRWFW7du4dVXX8XMmTPLDQNff/01Fi1ahEWLFiEgIMBguYeHB/Ly8l7IfHy1Wi278CYnJwNAhW01b94cn3/+Oc6cOQNvb2+p/NChQ9LyJ6V/DGRra1tu+0/ynn2a9yMRvVyKHjNQ2uPHj7F7926YmZkZjNDWU6vV6Nq1K7Zt2yZ7Ln3hwgWDby8MDAwEANmzZ0A3NbD0NgcMGIDNmzfj9OnTBm1mZWVJf9d/ItMzMzODt7c3hBDSVDb9XP3KXIDv3bsnBSC9pk2bwsTExOgt6Iqo1WrZnQJAt79arfaJt6VSqRAbG4uBAwciLCwMO3bsKLe+Vqs1eBTh7OyMOnXqlLsvp0+fRmRkJAYPHoz33nvPaJ3g4GAcOHAAiYmJBstycnJkx7CyUwuNycrKwty5c9GsWTPZRTY3Nxdnz56V7V+/fv1QrVo12ftLCIEVK1agbt26TzVi39fXFx4eHvjoo4+MBmL9e/FJ3rNP8n4koqqh6DsDCQkJOHv2LADd881169YhLS0NEyZMgK2tbZnrxcTEYPfu3Wjfvj3effddaLVaLFmyBE2aNJF95aqvry8GDBiARYsWITs7W5paeP78eQDyT0xz5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr16wsbGR2gV008dCQkJQrVo19OnTx+gX+vz4448YPXo03nzzTTRq1AhFRUWIj4+Xftk/qd69eyM+Ph52dnbw9vaWbrvrpx4+KRMTE6xZswZBQUEIDg7Gzp070aVLF6N179+/j3r16mHgwIH4xz/+AWtrayQnJ+Pw4cOyOxWlRUREANDdsl+zZo1sWbt27dCgQQOMGzcOO3bsQO/evREeHg5fX1/k5+fj1KlT2LRpE9LT06Upj5WdWggAAQEBaNu2LTw9PXHjxg3ExsYiLy8P3333HUxM/szqW7duRUREBFatWiV9H0C9evUQHR2N+fPn4/Hjx/Dz88O2bduwb98+rF27ttwvHCqLiYkJPv/8c/To0QM+Pj6IiIhA3bp1kZmZiZSUFNja2uLbb78FUPn3rIeHB+zt7bFixQrY2NjAysoKrVu3Lne8CBG9ZFU0i6FKGZtaqNFoRPPmzcXy5ctlU6qEMJxaKIQQP/zwg2jRooUwMzMTHh4e4vPPPxfvv/++0Gg0snr5+fli1KhRonr16sLa2loEBQWJc+fOCQBizpw5sro3b94Uo0aNEvXr1xfVqlUTtWrVEq+99pqIjY2V6qxcuVJ07NhR1KhRQ5ibmwsPDw8xbtw4kZubK9vW9OnTRd26dYWJiUm509wuXbokhg4dKjw8PIRGoxHVq1cXnTt3FsnJyQbHwNiUPVdXVxEWFia9vnv3roiIiBCOjo7C2tpaBAYGirNnzxrUMzatTa/k1EK9goICERAQIKytrcXBgweN7svDhw/FuHHjxD/+8Q9hY2MjrKysxD/+8Q+xbNkyWb3SUwtdXV2NTjVFqelw9+/fFxMnThSenp7CzMxMODo6inbt2omPPvpIPHr0SLb98o55Sf/6179EgwYNhLm5uXBychKhoaHi4sWLBvX0x6v09DytVitmzZolXF1dhZmZmfDx8RFr1qypsN2S2zR2Do4dOyb69+8vvc9cXV1FcHCw+OGHH2T1KvOeFUKI7du3C29vb2n6LacZEv21qIQodU+XnlpQUBB+++03aUR2WY4fP44WLVpgzZo1ePvtt19S74iIiIzjmIGnVHoOd1paGnbu3IlOnTqVWw8AFi1aBBMTE3Ts2PFFdpGIiKhSFD1m4Fk0aNAA4eHhaNCgATIyMrB8+XKYmZkZTD2bN28ejhw5gs6dO8PU1BQJCQlISEjAiBEjUL9+/SrqPRER0Z/4mOApRUREICUlBTdu3IC5uTnatm2LWbNmGXz/fVJSEqZOnYrff/8deXl5cHFxwZAhQzBp0qS/1X+LTERE/3cxDBARESkcxwwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQxUgkqlQkxMTFV3o0qpVCqMHj36pbQVExMDlUqF27dvv5T2noS+b8+y7l9xv+jFi4uLg0qlQnp6elV3hciAIsOA/h9lyR9nZ2d07twZCQkJVd29Z5aamoqYmBjk5ORUdVfoKc2aNQvbtm17rtucOXMmVCoVmjRpIitPT083+PdQ8mf48OFS3Z9++qnMegcPHqxUPzIzMxEcHAx7e3vY2tqiX79+uHTp0nPdVyJ6MqZV3YGqNG3aNLi7u0MIgZs3byIuLg49e/bEt99+i969e0v1CgsLYWr69zlUqampmDp1KsLDw2Fvb1/V3fk/5cMPP8SECRNeeDuzZs3CwIEDERQU9Fy2d+3aNcyaNQtWVlYGy5ycnBAfH29QvmvXLqxduxbdu3c3WDZ27Fj4+fnJyjw9PSvsR15eHjp37ozc3Fz897//RbVq1bBw4UIEBATg+PHjqFGjxhPsFRE9L3+fK9wL0KNHD7Rs2VJ6PWzYMNSsWRPr16+XhQGNRlMV3VOc/Px8oxervxJTU9O/VTDU++CDD9CmTRtotVqDxxRWVlYYPHiwwTpxcXGwtbVFnz59DJb5+/tj4MCBT9yPZcuWIS0tDb/88osUJnr06IEmTZpgwYIFmDVr1hNvk4ienSIfE5TF3t4eFhYWBr/sjY0Z+Omnn9CyZUtoNBp4eHhg5cqVRp8nFxYWYuzYsXB0dISNjQ369u2LzMxMo9vMzMzE0KFDUbNmTZibm8PHxwdffvmlQT8XL14MHx8fWFpawsHBAS1btsS6desA6J5Ljxs3DgDg7u4u3cIt7zllWloaBgwYgFq1akGj0aBevXoICQlBbm6uQd1t27ahSZMmUv927dolW56RkYGoqCg0btwYFhYWqFGjBt58802D9vWPavbs2YOoqCg4OzujXr16ZfYxIyMDnp6eaNKkCW7evGm0zsmTJ6FSqbBjxw6p7MiRI1CpVHj11VdldXv06IHWrVvLyhISEuDv7w8rKyvY2NigV69e+O2332R1nvUcA0BOTo5018bOzg4REREoKCiQlqtUKuTn52P16tXS+QsPD5eWnz17FleuXCnzWJW2d+9ebNq0CYsWLar0OtevX0dKSgr69+9fZhi+f/8+ioqKKr1NANi0aRP8/PxkdxVeeeUVvPbaa9iwYUOF6+vHrqxduxaNGzeGRqOBr68v9u7da1D32LFj6NGjB2xtbWFtbY3XXnvN4FFGWWNAjD3fd3NzQ+/evbF//360atUKGo0GDRo0wFdffWWw/m+//YYuXbrAwsIC9erVw4wZM1BcXGxQ79dff0VgYCAcHR1hYWEBd3d3DB06tMLjQPS8/f0+4jxHubm5uH37NoQQuHXrFhYvXoy8vDyjn5JKOnbsGF5//XXUrl0bU6dOhVarxbRp0+Dk5GRQNzw8HBs2bMCQIUPQpk0b7NmzB7169TKod/PmTbRp00b6Zefk5ISEhAQMGzYM9+7dQ3R0NADgs88+w9ixYzFw4EC89957ePDgAU6ePIlDhw4hNDQU/fv3x/nz57F+/XosXLgQjo6OAGC0bwDw6NEjBAYG4uHDhxgzZgxq1aqFzMxMfPfdd8jJyYGdnZ1Ud//+/diyZQuioqJgY2ODTz/9FAMGDMCVK1ek27uHDx9GamoqQkJCUK9ePaSnp2P58uXo1KkTfv/9d1haWsraj4qKgpOTEyZPnoz8/Hyjfbx48SK6dOmC6tWrIykpSdqn0po0aQJ7e3vs3bsXffv2BQDs27cPJiYmOHHiBO7duwdbW1sUFxcjNTUVI0aMkNaNj49HWFgYAgMDMXfuXBQUFGD58uXo0KEDjh07Bjc3N6NtApU/x3rBwcFwd3fH7NmzcfToUXz++edwdnbG3Llzpb5ERkaiVatWUh89PDyk9b28vBAQEICffvqpzDb0tFotxowZg8jISDRt2rTC+npff/01iouL8fbbbxtdHhERgby8PKjVavj7+2P+/Pmyu2zGFBcX4+TJk0Yvdq1atcLu3btx//592NjYlLudPXv24JtvvsHYsWNhbm6OZcuW4fXXX8cvv/wijYf47bff4O/vD1tbW4wfPx7VqlXDypUr0alTJ+zZs8cgCFbWhQsXMHDgQAwbNgxhYWH48ssvER4eDl9fX/j4+AAAbty4gc6dO6OoqAgTJkyAlZUVYmNjYWFhIdvWrVu30L17dzg5OWHChAmwt7dHeno6tmzZ8lR9I3omQoFWrVolABj8mJubi7i4OIP6AMSUKVOk13369BGWlpYiMzNTKktLSxOmpqai5CE9cuSIACCio6Nl2wsPDzfY5rBhw0Tt2rXF7du3ZXVDQkKEnZ2dKCgoEEII0a9fP+Hj41Pu/s2fP18AEJcvX67oUIhjx44JAGLjxo3l1gMgzMzMxIULF6SyEydOCABi8eLFUpm+nyUdOHBAABBfffWVVKY/Bx06dBBFRUWy+lOmTBEARFZWljhz5oyoU6eO8PPzE3fu3Klwf3r16iVatWolve7fv7/o37+/UKvVIiEhQQghxNGjRwUAsX37diGEEPfv3xf29vZi+PDhsm3duHFD2NnZycr1fdN7knOsX3fo0KGyum+88YaoUaOGrMzKykqEhYUZ3UcAIiAgoPwD8f8tWbJE2NnZiVu3bgkhhAgICKjw/SOEEL6+vqJ27dpCq9XKyn/++WcxYMAA8cUXX4jt27eL2bNnixo1agiNRiOOHj1a7jazsrIEADFt2jSDZUuXLhUAxNmzZ8vdhv7f6q+//iqVZWRkCI1GI9544w2pLCgoSJiZmYmLFy9KZX/88YewsbERHTt2lMpKn089/fuz5L8hV1dXAUDs3btXKrt165YwNzcX77//vlQWHR0tAIhDhw7J6tnZ2cm2uXXrVgFAHD58uNx9JnoZFP2YYOnSpUhKSkJSUhLWrFmDzp07IzIystxkrtVqkZycjKCgINSpU0cq9/T0RI8ePWR19bfQo6KiZOVjxoyRvRZCYPPmzejTpw+EELh9+7b0ExgYiNzcXBw9ehSA7lHGtWvXcPjw4Wfadz39J//ExETZrWpjunbtKvuE2qxZM9ja2spGgpf89PP48WNkZ2fD09MT9vb20j6UNHz4cKjVaqPtnT59GgEBAXBzc0NycjIcHBwq3B9/f38cPXpUusuwf/9+9OzZE82bN8e+ffsA6O4WqFQqdOjQAQCQlJSEnJwcvPXWW7Jjr1ar0bp1a6SkpJTZXmXPcUnvvPOOQZ+zs7Nx7969CvcP0L1fKnNXIDs7G5MnT8b//ve/Mu8MGXP+/HkcOXIEISEhMDGR/4po164dNm3ahKFDh6Jv376YMGECDh48CJVKhYkTJ5a73cLCQgCAubm5wTL9owh9nfK0bdsWvr6+0msXFxf069cPiYmJ0Gq10Gq12L17N4KCgtCgQQOpXu3atREaGor9+/dX+liX5u3tDX9/f+m1k5MTGjduLPs3sHPnTrRp0watWrWS1St9l0U/uPe7777D48ePn6o/RM+LosNAq1at0LVrV3Tt2hVvv/02vv/+e3h7e2P06NF49OiR0XVu3bqFwsJCoyOnS5dlZGTAxMQE7u7u5dbLyspCTk4OYmNj4eTkJPuJiIiQ2gWA//znP7C2tkarVq3QsGFDjBo1Cj///PNTHwN3d3f8+9//xueffw5HR0cEBgZi6dKlRscLuLi4GJQ5ODjg7t270uvCwkJMnjwZ9evXh7m5ORwdHeHk5IScnByj2yx9bErq06cPbGxskJiYCFtb20rtj7+/P4qKinDgwAGcO3cOt27dgr+/Pzp27CgLA97e3qhevToA3ZgJAOjSpYvB8d+9e7d07I2p7DkuqfRx1Iecksfxefjwww9RvXr1coOJMWvXrgWAMh8RlObp6Yl+/fohJSUFWq22zHr6oPjw4UODZQ8ePJDVKU/Dhg0Nyho1aoSCggJkZWUhKysLBQUFaNy4sUE9Ly8vFBcX4+rVqxW2Y0xl/g1kZGQY7WPp/gQEBGDAgAGYOnUqHB0d0a9fP6xatcro8SF60RQ9ZqA0ExMTdO7cGZ988gnS0tKkZ4Avmn5g0eDBgxEWFma0TrNmzQDofpmdO3cO3333HXbt2oXNmzdj2bJlmDx5MqZOnfpU7S9YsADh4eHYvn07du/ejbFjx2L27Nk4ePCgbFBfWZ/ghRDS38eMGYNVq1YhOjoabdu2hZ2dHVQqFUJCQowOoCrvl/+AAQOwevVqrF27FiNHjqzUvugHde7duxcuLi5wdnZGo0aN4O/vj2XLluHhw4fYt28f3njjDWkdfb/i4+NRq1Ytg20+79kDlTmOzyotLQ2xsbFYtGgR/vjjD6n8wYMHePz4MdLT02FraysFopLWrVuHxo0byz59V6R+/fp49OgR8vPzywxu1atXh7m5Oa5fv26wTF9W8m7by1DWF0iVFWqe57lTqVTYtGkTDh48iG+//RaJiYkYOnQoFixYgIMHD8La2vqJt0n0tBgGStGPjs7LyzO63NnZGRqNBhcuXDBYVrrM1dUVxcXFuHz5suyTQul6Tk5OsLGxgVarRdeuXSvso5WVFQYNGoRBgwbh0aNH6N+/P2bOnImJEydCo9E81TfkNW3aFE2bNsWHH36I1NRUtG/fHitWrMCMGTOeaDubNm1CWFgYFixYIJU9ePDgqb4Aaf78+TA1NZUGLIaGhla4jpmZGVq1aoV9+/bBxcVFuqXr7++Phw8fYu3atbh58yY6duworaN/9OHs7Fyp419SZc/xk3rabznUy8zMRHFxMcaOHYuxY8caLHd3d8d7771nMMPg0KFDuHDhAqZNm/ZE7V26dAkajabcC5iJiQmaNm2KX3/91WDZoUOH0KBBgwoHDwJ/3skp6fz587C0tJQeh1haWuLcuXMG9c6ePQsTExPUr18fwJ93ZXJycmTfyZGRkVFhP8ri6upqtI/G+gMAbdq0QZs2bTBz5kysW7cOb7/9Nr7++mtERkY+dR+InpSiHxOU9vjxY+zevRtmZmbw8vIyWketVqNr167Ytm2b7BPXhQsXDL69MDAwEIBubnVJixcvNtjmgAEDsHnzZpw+fdqgzaysLOnv2dnZsmVmZmbw9vaGEEJ67qifq1+ZC/C9e/cMpoc1bdoUJiYmT3W7Uq1WG3xKWrx4cbm3j8uiUqkQGxuLgQMHIiwsTDZlsDz+/v44dOgQUlJSpDDg6OgILy8vacR+yee+gYGBsLW1xaxZs4w+uy15/Eur7Dl+UlZWVmWev8pMLWzSpAm2bt1q8OPj4wMXFxds3boVw4YNM1hPP0W1rOBl7FicOHECO3bsQPfu3WVjDK5cuYKzZ8/K6g4cOBCHDx+WBYJz587hxx9/xJtvvlnuPukdOHBANv7k6tWr2L59O7p37w61Wg21Wo3u3btj+/btsqmBN2/exLp169ChQwfp7oU+CJacmqif1vm0evbsiYMHD+KXX36RyrKysqTHL3p37941+LfSvHlzAMYfpRC9SIq+M5CQkCD9srp16xbWrVuHtLQ0TJgwodxn1DExMdi9ezfat2+Pd999F1qtFkuWLEGTJk1w/PhxqZ6vry8GDBiARYsWITs7W5p2dv78eQDyT39z5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr17Spyr97d1JkyYhJCQE1apVQ58+fYx+oc+PP/6I0aNH480330SjRo1QVFSE+Ph4KaA8qd69eyM+Ph52dnbw9vbGgQMHkJyc/NTfLGdiYoI1a9YgKCgIwcHB2LlzJ7p06VLuOv7+/pg5cyauXr0qu+h37NgRK1euhJubm+zxh62tLZYvX44hQ4bg1VdfRUhICJycnHDlyhV8//33aN++PZYsWWK0rSc5x0/C19cXycnJ+Pjjj1GnTh24u7tL0+EqM7XQ0dHR6LcX6u8EGFum1WrxzTffoE2bNrKBoiUNGjQIFhYWaNeuHZydnfH7778jNjYWlpaWmDNnjqzuP//5T+zZs0d2wYuKisJnn32GXr164YMPPkC1atXw8ccfo2bNmnj//ffLPyj/X5MmTRAYGCibWghA9phsxowZSEpKQocOHRAVFQVTU1OsXLkSDx8+xLx586R63bt3h4uLC4YNG4Zx48ZBrVbjyy+/lM7/0xg/fjzi4+Px+uuv47333pOmFrq6uuLkyZNSvdWrV2PZsmV444034OHhgfv37+Ozzz6Dra0tevbs+VRtEz21qprGUJWMTS3UaDSiefPmYvny5aK4uFhWH6WmiAkhxA8//CBatGghzMzMhIeHh/j888/F+++/LzQajaxefn6+GDVqlKhevbqwtrYWQUFB4ty5cwKAmDNnjqzuzZs3xahRo0T9+vVFtWrVRK1atcRrr70mYmNjpTorV64UHTt2FDVq1BDm5ubCw8NDjBs3TuTm5sq2NX36dFG3bl1hYmJS7jTDS5cuiaFDhwoPDw+h0WhE9erVRefOnUVycrLBMRg1apTB+q6urrIpcHfv3hURERHC0dFRWFtbi8DAQHH27FmDevpzYGxaVcmphXoFBQUiICBAWFtbi4MHDxrdF7179+4JtVotbGxsZNMW16xZIwCIIUOGGF0vJSVFBAYGCjs7O6HRaISHh4cIDw+XTWMzNhWtsufY2H6VPBYlz9HZs2dFx44dhYWFhQAgO3Z4gqmFpZU3tXDXrl0CgPj000/LXP+TTz4RrVq1EtWrVxempqaidu3aYvDgwSItLc1oW8Z+xVy9elUMHDhQ2NraCmtra9G7d2+j6xujfx+uWbNGNGzYUJibm4sWLVqIlJQUg7pHjx4VgYGBwtraWlhaWorOnTuL1NRUg3pHjhwRrVu3FmZmZsLFxUV8/PHHZU4t7NWrl9H9LH0+Tp48KQICAoRGoxF169YV06dPF1988YVsm0ePHhVvvfWWcHFxEebm5sLZ2Vn07t1b9n4jellUQjzHUUsKFxQUhN9++83o88KSjh8/jhYtWmDNmjWVHrFNfy88xy+GSqXCqFGjyrxTQ0RPh2MGnlLp+dBpaWnYuXMnOnXqVG49QHer1sTERDaIjf6+eI6J6O9O0WMGnkWDBg0QHh6OBg0aICMjA8uXL4eZmRnGjx8vqzdv3jwcOXIEnTt3hqmpKRISEpCQkIARI0ZII5rp743nmIj+7hgGntLrr7+O9evX48aNGzA3N0fbtm0xa9Ysgy8badeuHZKSkjB9+nTk5eXBxcUFMTExmDRpUhX1nJ43nmMi+rvjmAEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYB+usKDwfc3F5eezExgEr1bOvevv08e0RE9FIoMwzExel+cet/NBqgTh0gMBD49FPg/v2q7uHLo1IBo0dXdS9ejPL2Tf8e+PXXl9olIqK/ImWGAb1p04D4eGD5cmDMGF1ZdDTQtClw8mSVdo2qwIcfAoWFVd0LIqKXzrSqO1ClevQAWrb88/XEicCPPwK9ewN9+wJnzgAWFlXXv+fhwQPAzAwwUXbuqxRTU90PEZHC8ApRWpcuwP/+B2RkAGvW/Fl+8qTuGXaDBrrHCrVqAUOHAtnZ8vX1z44vXNDVt7cH7OyAiAigoEBet7AQGDsWcHQEbGx0ASQzU7d+TIy8bmamrr2aNQFzc8DHB/jyS3mdn37Srfv117pPuXXrApaWwL17z3ZMiouBRYt0bWo0uj6MHAncvftnnd69dcfGmLZt5aEL0B1bX19d2KpeHQgJAa5erbgv168DZ88Cjx8/9e6UydiYgSc5RwCQk1PxeSci+othGDBmyBDdn7t3/1mWlARcuqT75b54se7i9fXXQM+egBCG2wgO1o09mD1b9/e4OGDqVHmd8HDdtnr2BObO1V0Ye/Uy3NbNm0CbNkBysu4Z+CefAJ6ewLBhuot0adOnA99/D3zwATBrlu7OwLMYORIYNw5o317XdkQEsHatboyF/qI8aBBw+TJw+LB83YwM4OBB3fHSmzkT+Oc/gYYNgY8/1j2a+eEHoGNH3cW0PBMnAl5eugtyZTx4oBvUV/onL69y61f2HOlV5rwTEf3VCCVatUoIQIjDh8uuY2cnRIsWf74uKDCss369bjt79/5ZNmWKrmzoUHndN94QokaNP18fOaKrFx0trxceriufMuXPsmHDhKhdW4jbt+V1Q0J0/dT3LSVFt26DBsb7awwgxKhRZS/ft09XZ+1aefmuXfLy3FwhzM2FeP99eb1584RQqYTIyNC9Tk8XQq0WYuZMeb1Tp4QwNZWXh4UJ4eoqrxcWpmv38uXK7VtFPyXfA/pzp/ck56iy552I6C+IdwbKYm0tn1VQcuyA/tNmmza610ePGq7/zjvy1/7+ukcK+lv2u3bp/oyKktfTD2TUEwLYvBno00f395KfbgMDgdxcw/bDwp7fWIeNG3W3u7t1k7ft66s7Rikpunq2troxGBs2yO+UfPON7ji5uOheb9mie+wQHCzfXq1aujsF+u2VJS5Ot/3KTjns1093V6f0z7hxFa9b2XNUUkXnnYjoL4ijpcqSlwc4O//5+s4d3e3er78Gbt2S183NNVxff/HTc3DQ/Xn3ru7CmZGhG9Tn7i6v5+kpf52Vpbt1Hhur+zGmdH9Kb/NZpKXp9q/ksSir7UGDgG3bgAMHgHbtgIsXgSNH5I8y0tJ0F/OGDY1vr1q159VznXr1gK5dDcuvXat43cqeo5IqOu9ERH9BDAPGXLumuwCW/KUfHAykpuo+UTZvrvtUXFwMvP667s/S1Grj2zY2vqA8+m0PHqz7xG9Ms2by189zBkRxsS4IrF1rfLmT059/79NHN2BxwwZdGNiwQXcxffNN+fZUKiAhwfgxsrZ+fn2vCs/rvBMRvUQMA8bEx+v+DAzU/Xn3rm6A29SpwOTJf9ZLS3v6NlxddRfGy5fln5IvXJDXc3LSjWLXao1/wn3RPDx0Axfbt684ZFhZ6WYVbNyoGxj4zTe62+R16si3J4Tu03ajRi+278+qsueIiOhvjmMGSvvxR91ofHd34O23dWX6T3ulP90ZG8lfWfqgsWyZvHzxYvlrtRoYMEA3buD0acPtZGU9fR8qIzhYF0SmTzdcVlRkOPp/0CDgjz+Azz8HTpzQvS6pf3/dPk2dang8hTCcqlnai5xaWFplzxER0d+csu8MJCToLixFRbrpez/+qBtc5uoK7Nihm1MP6J71duwIzJunuwjVraubdnj58tO37euru8gvWqS7ALZpA+zZA5w/r1tecr77nDm6gXWtWwPDhwPe3roxDEeP6j6137nz9P0AdF/JO2OGYXmnTkBAgG5q4ezZwPHjQPfuuuf6aWm6OwCffAIMHPjnOj176u5kfPDBn0GmJA8PXVsTJwLp6UBQkK7+5cvA1q3AiBG6dcsycSKwerWu/ov+fwue5BwREf2NKTsM6G/5m5npvvimaVPdL/6ICN0FqqR163SjyJcu1X2C7d5dFyZK3gJ/Ul99pRtFv3697kLYtavu1nrjxn8GEUD3JT+//KL7+uQtW3SfVGvU0H0J0Ny5T9++3qFDup/Spk8HOnQAVqzQXRhXrgT++1/dt/S5uenGMbRvL19Ho9F9Mc/atbr9MTbwcMIE3SOChQv/nINfv77umPbt++z78zxV9hwREf2NqYTgyKa/lOPHgRYtdN/Qp39MQX8tPEdE9H8MxwxUJWP/Kc6iRboR+B07vvTukBE8R0SkAMp+TFDV5s3TzcPv3Fl36z0hQfczYoTutjlVPZ4jIlIAPiaoSklJumfmv/+u+5IjFxfd/4swaRL/97y/Cp4jIlIAhgEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoX7f7M4c26dOciTAAAAAElFTkSuQmCC", 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", 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" ] @@ -1009,16 +928,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.029990434646606445\n" - ] - }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -1043,16 +948,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.031141281127929688\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -1060,16 +958,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.029998064041137695\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -1077,16 +968,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030536890029907227\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -1094,16 +978,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.03062152862548828\n" - ] - }, { "data": { - "image/png": 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4hgEiIiKFYxggmbi4OKhUKqSnp1d1V6qESqVCTExMVXeDiOilUmQY0F/wfv31V6PLO3XqhCZNmrzkXv397dy586VcSNetW4dFixa98HaehEqlqtTPTz/9VNVdJSIyYFrVHaD/O3bu3ImlS5e+8ECwbt06nD59GtHR0S+0nScRHx8ve/3VV18hKSnJoNzLy+tldouIqFIYBoieg8GDB8teHzx4EElJSQblpRUUFMDS0vJFdo2IqEKKfEzwpNLT06FSqRAXF2ewrPQz5piYGKhUKpw/fx6DBw+GnZ0dnJyc8L///Q9CCFy9ehX9+vWDra0tatWqhQULFsi29+jRI0yePBm+vr6ws7ODlZUV/P39kZKSYrRPH330EWJjY+Hh4QFzc3P4+fnh8OHDldqv3377DV26dIGFhQXq1auHGTNmoLi42GjdhIQE+Pv7w8rKCjY2NujVqxd+++03aXl4eDiWLl0qHRP9j15xcTEWLVoEHx8faDQa1KxZEyNHjsTdu3eNthUQEAAbGxvY2trCz88P69atA6B7hPP9998jIyNDasPNzU1a9+HDh5gyZQo8PT1hbm6O+vXrY/z48Xj48KGsjYcPH+Jf//oXnJycYGNjg759++LatWtG9/3s2bO4cuVKpY5pefSPn44cOYKOHTvC0tIS//3vfwGUPVbBzc0N4eHhsrKcnBxER0ejfv36MDc3h6enJ+bOnVvmuSMiqoii7wzk5ubi9u3bBuWPHz9+5m0PGjQIXl5emDNnDr7//nvMmDED1atXx8qVK9GlSxfMnTsXa9euxQcffAA/Pz907NgRAHDv3j18/vnneOuttzB8+HDcv38fX3zxBQIDA/HLL7+gefPmsnbWrVuH+/fvY+TIkVCpVJg3bx769++PS5cuoVq1amX278aNG+jcuTOKioowYcIEWFlZITY2FhYWFgZ14+PjERYWhsDAQMydOxcFBQVYvnw5OnTogGPHjsHNzQ0jR47EH3/8YfTWOACMHDkScXFxiIiIwNixY3H58mUsWbIEx44dw88//yz1NS4uDkOHDoWPjw8mTpwIe3t7HDt2DLt27UJoaCgmTZqE3NxcXLt2DQsXLgQAWFtbA9AFjr59+2L//v0YMWIEvLy8cOrUKSxcuBDnz5/Htm3bpP5ERkZizZo1CA0NRbt27fDjjz+iV69eRo+Vl5cXAgICnsvz/uzsbPTo0QMhISEYPHgwatas+UTrFxQUICAgAJmZmRg5ciRcXFyQmpqKiRMn4vr163+5sRRE9DchFGjVqlUCQLk/Pj4+Uv3Lly8LAGLVqlUG2wIgpkyZIr2eMmWKACBGjBghlRUVFYl69eoJlUol5syZI5XfvXtXWFhYiLCwMFndhw8fytq4e/euqFmzphg6dKhBn2rUqCHu3LkjlW/fvl0AEN9++225xyA6OloAEIcOHZLKbt26Jezs7AQAcfnyZSGEEPfv3xf29vZi+PDhsvVv3Lgh7OzsZOWjRo0Sxt5S+/btEwDE2rVrZeW7du2Slefk5AgbGxvRunVrUVhYKKtbXFws/b1Xr17C1dXVoJ34+HhhYmIi9u3bJytfsWKFACB+/vlnIYQQx48fFwBEVFSUrF5oaKjB+RRCd44DAgIM2iuPsWMREBAgAIgVK1YY1DfWrhBCuLq6yt4f06dPF1ZWVuL8+fOyehMmTBBqtVpcuXLlifpJRCSEEIp+TLB06VIkJSUZ/DRr1uyZtx0ZGSn9Xa1Wo2XLlhBCYNiwYVK5vb09GjdujEuXLsnqmpmZAdB90r1z5w6KiorQsmVLHD161KCdQYMGwcHBQXrt7+8PALJtGrNz5060adMGrVq1ksqcnJzw9ttvy+olJSUhJycHb731Fm7fvi39qNVqtG7d2uDxhTEbN26EnZ0dunXrJtuGr68vrK2tpW0kJSXh/v37mDBhAjQajWwbJR85lNeOl5cXXnnlFVk7Xbp0AQCpnZ07dwIAxo4dK1u/rAGJQojnNgvA3NwcERERT73+xo0b4e/vDwcHB9k+du3aFVqtFnv37n0u/SQiZVH0Y4JWrVqhZcuWBuX6X7TPwsXFRfbazs4OGo0Gjo6OBuXZ2dmystWrV2PBggU4e/as7JGFu7t7he3og4GxZ/ElZWRkoHXr1gbljRs3lr1OS0sDAOmCWpqtrW257ei3kZubC2dnZ6PLb926BQC4ePEiADz1tM60tDScOXMGTk5O5baTkZEBExMTeHh4yJaX3vcXoW7dulLYexppaWk4efJkhftIRPQkFB0GKqusT6VarbbMddRqdaXKAN0nT701a9YgPDwcQUFBGDduHJydnaFWqzF79mzpYvmk23wW+kFp8fHxqFWrlsFyU9OK30LFxcVwdnbG2rVrjS4v68L2pIqLi9G0aVN8/PHHRpfXr1//ubTzLIyNyShP6fdYcXExunXrhvHjxxut36hRo6fuGxEpF8NAJeg/befk5MjKMzIynntbmzZtQoMGDbBlyxZZCJkyZcpzbcfV1VX61F/SuXPnZK/1n56dnZ3RtWvXcrdZVmjy8PBAcnIy2rdvX+7FUN/W6dOn4enp+VTtnDhxAq+99lq5jxVcXV1RXFyMixcvyu4GlN73l8nBwcHg/fXo0SNcv35dVubh4YG8vLwKzwUR0ZNQ9JiByrK1tYWjo6PB89hly5Y997b0n/RLfrI/dOgQDhw48Fzb6dmzJw4ePIhffvlFKsvKyjL49B4YGAhbW1vMmjXL6CyLrKws6e9WVlYADENTcHAwtFotpk+fbrB+UVGRVL979+6wsbHB7Nmz8eDBA1m9ksfDysoKubm5BtsKDg5GZmYmPvvsM4NlhYWFyM/PBwD06NEDAPDpp5/K6pQ1Ev95TS0sj4eHh8H7KzY21uDOQHBwMA4cOIDExESDbeTk5KCoqOiF9pOI/m/inYFKioyMxJw5cxAZGYmWLVti7969OH/+/HNvp3fv3tiyZQveeOMN9OrVC5cvX8aKFSvg7e2NvLy859bO+PHjER8fj9dffx3vvfeeNLXQ1dUVJ0+elOrZ2tpi+fLlGDJkCF599VWEhITAyckJV65cwffff4/27dtjyZIlAABfX18AuoF5gYGBUKvVCAkJQUBAAEaOHInZs2fj+PHj6N69O6pVq4a0tDRs3LgRn3zyCQYOHAhbW1ssXLgQkZGR8PPzQ2hoKBwcHHDixAkUFBRg9erVUjvffPMN/v3vf8PPzw/W1tbo06cPhgwZgg0bNuCdd95BSkoK2rdvD61Wi7Nnz2LDhg1ITExEy5Yt0bx5c7z11ltYtmwZcnNz0a5dO/zwww+4cOGC0WP1PKcWliUyMhLvvPMOBgwYgG7duuHEiRNITEw0GGMybtw47NixA71790Z4eDh8fX2Rn5+PU6dOYdOmTUhPTzdYh4ioQlU5laGq6KcWHj582OjygIAA2dRCIYQoKCgQw4YNE3Z2dsLGxkYEBweLW7dulTm1MCsrS7Z+WFiYsLKyqrCt4uJiMWvWLOHq6irMzc1FixYtxHfffSfCwsJk0+n0Uwvnz59vsM3SfSrLyZMnRUBAgNBoNKJu3bpi+vTp4osvvpBNLdRLSUkRgYGBws7OTmg0GuHh4SHCw8PFr7/+KtUpKioSY8aMEU5OTkKlUhlMrYuNjRW+vr7CwsJC2NjYiKZNm4rx48eLP/74Q1Zvx44dol27dsLCwkLY2tqKVq1aifXr10vL8/LyRGhoqLC3txcAZMfl0aNHYu7cucLHx0eYm5sLBwcH4evrK6ZOnSpyc3OleoWFhWLs2LGiRo0awsrKSvTp00dcvXr1hU8tLP2+0tNqteI///mPcHR0FJaWliIwMFBcuHDBYGqhELrpnhMnThSenp7CzMxMODo6inbt2omPPvpIPHr06In6SUQkhBAqIZ7TSDMiIiL6W+KYASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIaBSlCpVIiJianqblQplUqF0aNHv5S2YmJioFKpcPv27Rey/fDwcLi5ub2Qbf/d7Nq1C82bN4dGo4FKpUJOTk5Vd4mIqoAiw0BcXBxUKpXsx9nZGZ07d0ZCQkJVd++ZpaamIiYmhr/Y/wby8vIQHR2NevXqwdzcHF5eXli+fHml1y8uLsa8efPg7u4OjUaDZs2aYf369ZVaNzs7G8HBwbCwsMDSpUsRHx8PKyurp92VMv3xxx+IiYnB8ePHn/u2iej5MK3qDlSladOmwd3dHUII3Lx5E3FxcejZsye+/fZb9O7dW6pXWFgIU9O/z6FKTU3F1KlTER4eDnt7+6ruzl/OZ599huLi4qruBrRaLQIDA/Hrr79i1KhRaNiwIRITExEVFYW7d+/iv//9b4XbmDRpEubMmYPhw4fDz88P27dvR2hoKFQqFUJCQspd9/Dhw7h//z6mT5+Orl27Pq/dMvDHH39g6tSpcHNzQ/PmzV9YO0T09P4+V7gXoEePHmjZsqX0etiwYahZsybWr18vCwMajaYquqc4+fn5L+STaWnVqlV74W1UxpYtW5CamoovvvgCQ4cOBQC8++67GDhwIKZPn47IyEg4OzuXuX5mZiYWLFiAUaNGYcmSJQCAyMhIBAQEYNy4cXjzzTehVqvLXP/WrVsAwMBIRMp8TFAWe3t7WFhYGNwFMDZm4KeffkLLli2h0Wjg4eGBlStXSs+6SyosLMTYsWPh6OgIGxsb9O3bF5mZmUa3mZmZiaFDh6JmzZowNzeHj48PvvzyS4N+Ll68GD4+PrC0tISDgwNatmyJdevWAdA9bx83bhwAwN3dXXoMkp6eXuZ+p6WlYcCAAahVqxY0Gg3q1auHkJAQ5ObmGtTdtm0bmjRpIvVv165dsuUZGRmIiopC48aNYWFhgRo1auDNN980aF//qGbPnj2IioqCs7Mz6tWrV2YfMzIy4OnpiSZNmuDmzZtl1rt//z6io6Ph5uYGc3NzODs7o1u3bjh69KhUp/SYgU6dOhk8NtL/xMXFSfVycnIQHR2N+vXrw9zcHJ6enpg7d67BXYbr16/j7NmzePz4cZn9BIB9+/YBgMEn+JCQEDx48ADbt28vd/3t27fj8ePHiIqKkspUKhXeffddXLt2DQcOHChz3U6dOiEsLAwA4OfnB5VKhfDwcGn5oUOH8Prrr8POzg6WlpYICAjAzz//bLCdit6zP/30E/z8/AAAERERRo8rEVU9Rd8ZyM3Nxe3btyGEwK1bt7B48WLk5eVh8ODB5a537NgxvP7666hduzamTp0KrVaLadOmwcnJyaBueHg4NmzYgCFDhqBNmzbYs2cPevXqZVDv5s2baNOmjTRQz8nJCQkJCRg2bBju3buH6OhoALpb3GPHjsXAgQPx3nvv4cGDBzh58iQOHTqE0NBQ9O/fH+fPn8f69euxcOFCODo6AoDRvgHAo0ePEBgYiIcPH2LMmDGoVasWMjMz8d133yEnJwd2dnZS3f3792PLli2IioqCjY0NPv30UwwYMABXrlxBjRo1AOhuPaempiIkJAT16tVDeno6li9fjk6dOuH333+HpaWlrP2oqCg4OTlh8uTJyM/PN9rHixcvokuXLqhevTqSkpKkfTLmnXfewaZNmzB69Gh4e3sjOzsb+/fvx5kzZ/Dqq68aXWfSpEmIjIyUla1ZswaJiYnSJ/OCggIEBAQgMzMTI0eOhIuLC1JTUzFx4kRcv34dixYtktadOHEiVq9ejcuXL5c7UPHhw4dQq9UwMzOTleuP0ZEjRzB8+PAy1z927BisrKzg5eUlK2/VqpW0vEOHDmXuc+PGjREbGys9LvPw8AAA/Pjjj+jRowd8fX0xZcoUmJiYYNWqVejSpQv27dsnbb8y71kvLy9MmzYNkydPxogRI+Dv7w8AaNeuXZn7RURVQCjQqlWrBACDH3NzcxEXF2dQH4CYMmWK9LpPnz7C0tJSZGZmSmVpaWnC1NRUlDykR44cEQBEdHS0bHvh4eEG2xw2bJioXbu2uH37tqxuSEiIsLOzEwUFBUIIIfr16yd8fHzK3b/58+cLAOLy5csVHQpx7NgxAUBs3Lix3HoAhJmZmbhw4YJUduLECQFALF68WCrT97OkAwcOCADiq6++ksr056BDhw6iqKhIVn/KlCkCgMjKyhJnzpwRderUEX5+fuLOnTsV7o+dnZ0YNWpUuXXCwsKEq6trmct//vlnUa1aNTF06FCpbPr06cLKykqcP39eVnfChAlCrVaLK1euyLZfmeO/YMECAUDs27fPYJsARO/evctdv1evXqJBgwYG5fn5+QKAmDBhQrnr68/B4cOHpbLi4mLRsGFDERgYKIqLi6XygoIC4e7uLrp16yaVVfY9e/jwYQFArFq1qtz+EFHVUfRjgqVLlyIpKQlJSUlYs2YNOnfujMjISGzZsqXMdbRaLZKTkxEUFIQ6depI5Z6enujRo4esrv4WesnbuAAwZswY2WshBDZv3ow+ffpACIHbt29LP4GBgcjNzZVuc9vb2+PatWs4fPjwM+27nv6Tf2JiIgoKCsqt27VrV+nTIwA0a9YMtra2uHTpklRmYWEh/f3x48fIzs6Gp6cn7O3tZbfq9YYPH17mc+3Tp08jICAAbm5uSE5OhoODQ4X7Y29vj0OHDuGPP/6osK4xN27cwMCBA9G8eXMsW7ZMKt+4cSP8/f3h4OAgOz9du3aFVqvF3r17pbpxcXEQQlQ4fTE0NBR2dnYYOnQokpKSkJ6ejtjYWKndwsLCctcvLCyEubm5Qbl+jEtF6xtz/PhxpKWlITQ0FNnZ2dJ+5ufn47XXXsPevXtRXFz8RO9ZIvrrU/RjglatWskGEL711lto0aIFRo8ejd69exvcvgV0g64KCwvh6elpsKx0WUZGBkxMTODu7l5uvaysLOTk5CA2NhaxsbFG+6of7PWf//wHycnJaNWqFTw9PdG9e3eEhoaiffv2ldvpUtzd3fHvf/8bH3/8MdauXQt/f3/07dsXgwcPlj0iAAAXFxeD9R0cHHD37l3pdWFhIWbPno1Vq1YhMzMTQghpmbExCKWPTUl9+vRBzZo1kZiYCGtr60rtz7x58xAWFob69evD19cXPXv2xD//+U80aNCgwnWLiooQHBwMrVaLLVu2yC60aWlpOHnyZJmPW/Tn50nUqlULO3bswJAhQ9C9e3cAgK2tLRYvXoywsLAK99nCwgIPHz40KH/w4IG0/EmlpaUBgDSewJjc3Fw8fvy40u9ZIvrrU3QYKM3ExASdO3fGJ598grS0NPj4+LyUdvUD0AYPHlzmL+FmzZoBALy8vHDu3Dl899132LVrFzZv3oxly5Zh8uTJmDp16lO1v2DBAoSHh2P79u3YvXs3xo4di9mzZ+PgwYOyQX1lfYIvecEfM2YMVq1ahejoaLRt2xZ2dnbSNDdj0/nKu2ANGDAAq1evxtq1azFy5MhK7UtwcDD8/f2xdetW7N69G/Pnz8fcuXOxZcsWgzs3pY0bNw4HDhxAcnKywWDG4uJidOvWDePHjze6bqNGjSrVv9I6duyIS5cu4dSpU8jPz8c//vEP6a5GRdusXbs2UlJSIISQDVy9fv06AMjuXFWW/hzNnz+/zGmA1tbWyM7OBlC59ywR/fUxDJRSVFQEQPdlMMY4OztDo9HgwoULBstKl7m6uqK4uBiXL19Gw4YNy6zn5OQEGxsbaLXaSs33trKywqBBgzBo0CA8evQI/fv3x8yZMzFx4kTpm+SeVNOmTdG0aVN8+OGHSE1NRfv27bFixQrMmDHjibazadMmhIWFYcGCBVLZgwcPnuoLkObPnw9TU1NpwGJoaGil1qtduzaioqIQFRWFW7du4dVXX8XMmTPLDQNff/01Fi1ahEWLFiEgIMBguYeHB/Ly8l7IfHy1Wi278CYnJwNAhW01b94cn3/+Oc6cOQNvb2+p/NChQ9LyJ6V/DGRra1tu+0/ynn2a9yMRvVyKHjNQ2uPHj7F7926YmZkZjNDWU6vV6Nq1K7Zt2yZ7Ln3hwgWDby8MDAwEANmzZ0A3NbD0NgcMGIDNmzfj9OnTBm1mZWVJf9d/ItMzMzODt7c3hBDSVDb9XP3KXIDv3bsnBSC9pk2bwsTExOgt6Iqo1WrZnQJAt79arfaJt6VSqRAbG4uBAwciLCwMO3bsKLe+Vqs1eBTh7OyMOnXqlLsvp0+fRmRkJAYPHoz33nvPaJ3g4GAcOHAAiYmJBstycnJkx7CyUwuNycrKwty5c9GsWTPZRTY3Nxdnz56V7V+/fv1QrVo12ftLCIEVK1agbt26TzVi39fXFx4eHvjoo4+MBmL9e/FJ3rNP8n4koqqh6DsDCQkJOHv2LADd881169YhLS0NEyZMgK2tbZnrxcTEYPfu3Wjfvj3effddaLVaLFmyBE2aNJF95aqvry8GDBiARYsWITs7W5paeP78eQDyT0xz5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr16wsbGR2gV008dCQkJQrVo19OnTx+gX+vz4448YPXo03nzzTTRq1AhFRUWIj4+Xftk/qd69eyM+Ph52dnbw9vaWbrvrpx4+KRMTE6xZswZBQUEIDg7Gzp070aVLF6N179+/j3r16mHgwIH4xz/+AWtrayQnJ+Pw4cOyOxWlRUREANDdsl+zZo1sWbt27dCgQQOMGzcOO3bsQO/evREeHg5fX1/k5+fj1KlT2LRpE9LT06Upj5WdWggAAQEBaNu2LTw9PXHjxg3ExsYiLy8P3333HUxM/szqW7duRUREBFatWiV9H0C9evUQHR2N+fPn4/Hjx/Dz88O2bduwb98+rF27ttwvHCqLiYkJPv/8c/To0QM+Pj6IiIhA3bp1kZmZiZSUFNja2uLbb78FUPn3rIeHB+zt7bFixQrY2NjAysoKrVu3Lne8CBG9ZFU0i6FKGZtaqNFoRPPmzcXy5ctlU6qEMJxaKIQQP/zwg2jRooUwMzMTHh4e4vPPPxfvv/++0Gg0snr5+fli1KhRonr16sLa2loEBQWJc+fOCQBizpw5sro3b94Uo0aNEvXr1xfVqlUTtWrVEq+99pqIjY2V6qxcuVJ07NhR1KhRQ5ibmwsPDw8xbtw4kZubK9vW9OnTRd26dYWJiUm509wuXbokhg4dKjw8PIRGoxHVq1cXnTt3FsnJyQbHwNiUPVdXVxEWFia9vnv3roiIiBCOjo7C2tpaBAYGirNnzxrUMzatTa/k1EK9goICERAQIKytrcXBgweN7svDhw/FuHHjxD/+8Q9hY2MjrKysxD/+8Q+xbNkyWb3SUwtdXV2NTjVFqelw9+/fFxMnThSenp7CzMxMODo6inbt2omPPvpIPHr0SLb98o55Sf/6179EgwYNhLm5uXBychKhoaHi4sWLBvX0x6v09DytVitmzZolXF1dhZmZmfDx8RFr1qypsN2S2zR2Do4dOyb69+8vvc9cXV1FcHCw+OGHH2T1KvOeFUKI7du3C29vb2n6LacZEv21qIQodU+XnlpQUBB+++03aUR2WY4fP44WLVpgzZo1ePvtt19S74iIiIzjmIGnVHoOd1paGnbu3IlOnTqVWw8AFi1aBBMTE3Ts2PFFdpGIiKhSFD1m4Fk0aNAA4eHhaNCgATIyMrB8+XKYmZkZTD2bN28ejhw5gs6dO8PU1BQJCQlISEjAiBEjUL9+/SrqPRER0Z/4mOApRUREICUlBTdu3IC5uTnatm2LWbNmGXz/fVJSEqZOnYrff/8deXl5cHFxwZAhQzBp0qS/1X+LTERE/3cxDBARESkcxwwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQxUgkqlQkxMTFV3o0qpVCqMHj36pbQVExMDlUqF27dvv5T2noS+b8+y7l9xv+jFi4uLg0qlQnp6elV3hciAIsOA/h9lyR9nZ2d07twZCQkJVd29Z5aamoqYmBjk5ORUdVfoKc2aNQvbtm17rtucOXMmVCoVmjRpIitPT083+PdQ8mf48OFS3Z9++qnMegcPHqxUPzIzMxEcHAx7e3vY2tqiX79+uHTp0nPdVyJ6MqZV3YGqNG3aNLi7u0MIgZs3byIuLg49e/bEt99+i969e0v1CgsLYWr69zlUqampmDp1KsLDw2Fvb1/V3fk/5cMPP8SECRNeeDuzZs3CwIEDERQU9Fy2d+3aNcyaNQtWVlYGy5ycnBAfH29QvmvXLqxduxbdu3c3WDZ27Fj4+fnJyjw9PSvsR15eHjp37ozc3Fz897//RbVq1bBw4UIEBATg+PHjqFGjxhPsFRE9L3+fK9wL0KNHD7Rs2VJ6PWzYMNSsWRPr16+XhQGNRlMV3VOc/Px8oxervxJTU9O/VTDU++CDD9CmTRtotVqDxxRWVlYYPHiwwTpxcXGwtbVFnz59DJb5+/tj4MCBT9yPZcuWIS0tDb/88osUJnr06IEmTZpgwYIFmDVr1hNvk4ienSIfE5TF3t4eFhYWBr/sjY0Z+Omnn9CyZUtoNBp4eHhg5cqVRp8nFxYWYuzYsXB0dISNjQ369u2LzMxMo9vMzMzE0KFDUbNmTZibm8PHxwdffvmlQT8XL14MHx8fWFpawsHBAS1btsS6desA6J5Ljxs3DgDg7u4u3cIt7zllWloaBgwYgFq1akGj0aBevXoICQlBbm6uQd1t27ahSZMmUv927dolW56RkYGoqCg0btwYFhYWqFGjBt58802D9vWPavbs2YOoqCg4OzujXr16ZfYxIyMDnp6eaNKkCW7evGm0zsmTJ6FSqbBjxw6p7MiRI1CpVHj11VdldXv06IHWrVvLyhISEuDv7w8rKyvY2NigV69e+O2332R1nvUcA0BOTo5018bOzg4REREoKCiQlqtUKuTn52P16tXS+QsPD5eWnz17FleuXCnzWJW2d+9ebNq0CYsWLar0OtevX0dKSgr69+9fZhi+f/8+ioqKKr1NANi0aRP8/PxkdxVeeeUVvPbaa9iwYUOF6+vHrqxduxaNGzeGRqOBr68v9u7da1D32LFj6NGjB2xtbWFtbY3XXnvN4FFGWWNAjD3fd3NzQ+/evbF//360atUKGo0GDRo0wFdffWWw/m+//YYuXbrAwsIC9erVw4wZM1BcXGxQ79dff0VgYCAcHR1hYWEBd3d3DB06tMLjQPS8/f0+4jxHubm5uH37NoQQuHXrFhYvXoy8vDyjn5JKOnbsGF5//XXUrl0bU6dOhVarxbRp0+Dk5GRQNzw8HBs2bMCQIUPQpk0b7NmzB7169TKod/PmTbRp00b6Zefk5ISEhAQMGzYM9+7dQ3R0NADgs88+w9ixYzFw4EC89957ePDgAU6ePIlDhw4hNDQU/fv3x/nz57F+/XosXLgQjo6OAGC0bwDw6NEjBAYG4uHDhxgzZgxq1aqFzMxMfPfdd8jJyYGdnZ1Ud//+/diyZQuioqJgY2ODTz/9FAMGDMCVK1ek27uHDx9GamoqQkJCUK9ePaSnp2P58uXo1KkTfv/9d1haWsraj4qKgpOTEyZPnoz8/Hyjfbx48SK6dOmC6tWrIykpSdqn0po0aQJ7e3vs3bsXffv2BQDs27cPJiYmOHHiBO7duwdbW1sUFxcjNTUVI0aMkNaNj49HWFgYAgMDMXfuXBQUFGD58uXo0KEDjh07Bjc3N6NtApU/x3rBwcFwd3fH7NmzcfToUXz++edwdnbG3Llzpb5ERkaiVatWUh89PDyk9b28vBAQEICffvqpzDb0tFotxowZg8jISDRt2rTC+npff/01iouL8fbbbxtdHhERgby8PKjVavj7+2P+/Pmyu2zGFBcX4+TJk0Yvdq1atcLu3btx//592NjYlLudPXv24JtvvsHYsWNhbm6OZcuW4fXXX8cvv/wijYf47bff4O/vD1tbW4wfPx7VqlXDypUr0alTJ+zZs8cgCFbWhQsXMHDgQAwbNgxhYWH48ssvER4eDl9fX/j4+AAAbty4gc6dO6OoqAgTJkyAlZUVYmNjYWFhIdvWrVu30L17dzg5OWHChAmwt7dHeno6tmzZ8lR9I3omQoFWrVolABj8mJubi7i4OIP6AMSUKVOk13369BGWlpYiMzNTKktLSxOmpqai5CE9cuSIACCio6Nl2wsPDzfY5rBhw0Tt2rXF7du3ZXVDQkKEnZ2dKCgoEEII0a9fP+Hj41Pu/s2fP18AEJcvX67oUIhjx44JAGLjxo3l1gMgzMzMxIULF6SyEydOCABi8eLFUpm+nyUdOHBAABBfffWVVKY/Bx06dBBFRUWy+lOmTBEARFZWljhz5oyoU6eO8PPzE3fu3Klwf3r16iVatWolve7fv7/o37+/UKvVIiEhQQghxNGjRwUAsX37diGEEPfv3xf29vZi+PDhsm3duHFD2NnZycr1fdN7knOsX3fo0KGyum+88YaoUaOGrMzKykqEhYUZ3UcAIiAgoPwD8f8tWbJE2NnZiVu3bgkhhAgICKjw/SOEEL6+vqJ27dpCq9XKyn/++WcxYMAA8cUXX4jt27eL2bNnixo1agiNRiOOHj1a7jazsrIEADFt2jSDZUuXLhUAxNmzZ8vdhv7f6q+//iqVZWRkCI1GI9544w2pLCgoSJiZmYmLFy9KZX/88YewsbERHTt2lMpKn089/fuz5L8hV1dXAUDs3btXKrt165YwNzcX77//vlQWHR0tAIhDhw7J6tnZ2cm2uXXrVgFAHD58uNx9JnoZFP2YYOnSpUhKSkJSUhLWrFmDzp07IzIystxkrtVqkZycjKCgINSpU0cq9/T0RI8ePWR19bfQo6KiZOVjxoyRvRZCYPPmzejTpw+EELh9+7b0ExgYiNzcXBw9ehSA7lHGtWvXcPjw4Wfadz39J//ExETZrWpjunbtKvuE2qxZM9ja2spGgpf89PP48WNkZ2fD09MT9vb20j6UNHz4cKjVaqPtnT59GgEBAXBzc0NycjIcHBwq3B9/f38cPXpUusuwf/9+9OzZE82bN8e+ffsA6O4WqFQqdOjQAQCQlJSEnJwcvPXWW7Jjr1ar0bp1a6SkpJTZXmXPcUnvvPOOQZ+zs7Nx7969CvcP0L1fKnNXIDs7G5MnT8b//ve/Mu8MGXP+/HkcOXIEISEhMDGR/4po164dNm3ahKFDh6Jv376YMGECDh48CJVKhYkTJ5a73cLCQgCAubm5wTL9owh9nfK0bdsWvr6+0msXFxf069cPiYmJ0Gq10Gq12L17N4KCgtCgQQOpXu3atREaGor9+/dX+liX5u3tDX9/f+m1k5MTGjduLPs3sHPnTrRp0watWrWS1St9l0U/uPe7777D48ePn6o/RM+LosNAq1at0LVrV3Tt2hVvv/02vv/+e3h7e2P06NF49OiR0XVu3bqFwsJCoyOnS5dlZGTAxMQE7u7u5dbLyspCTk4OYmNj4eTkJPuJiIiQ2gWA//znP7C2tkarVq3QsGFDjBo1Cj///PNTHwN3d3f8+9//xueffw5HR0cEBgZi6dKlRscLuLi4GJQ5ODjg7t270uvCwkJMnjwZ9evXh7m5ORwdHeHk5IScnByj2yx9bErq06cPbGxskJiYCFtb20rtj7+/P4qKinDgwAGcO3cOt27dgr+/Pzp27CgLA97e3qhevToA3ZgJAOjSpYvB8d+9e7d07I2p7DkuqfRx1Iecksfxefjwww9RvXr1coOJMWvXrgWAMh8RlObp6Yl+/fohJSUFWq22zHr6oPjw4UODZQ8ePJDVKU/Dhg0Nyho1aoSCggJkZWUhKysLBQUFaNy4sUE9Ly8vFBcX4+rVqxW2Y0xl/g1kZGQY7WPp/gQEBGDAgAGYOnUqHB0d0a9fP6xatcro8SF60RQ9ZqA0ExMTdO7cGZ988gnS0tKkZ4Avmn5g0eDBgxEWFma0TrNmzQDofpmdO3cO3333HXbt2oXNmzdj2bJlmDx5MqZOnfpU7S9YsADh4eHYvn07du/ejbFjx2L27Nk4ePCgbFBfWZ/ghRDS38eMGYNVq1YhOjoabdu2hZ2dHVQqFUJCQowOoCrvl/+AAQOwevVqrF27FiNHjqzUvugHde7duxcuLi5wdnZGo0aN4O/vj2XLluHhw4fYt28f3njjDWkdfb/i4+NRq1Ytg20+79kDlTmOzyotLQ2xsbFYtGgR/vjjD6n8wYMHePz4MdLT02FraysFopLWrVuHxo0byz59V6R+/fp49OgR8vPzywxu1atXh7m5Oa5fv26wTF9W8m7by1DWF0iVFWqe57lTqVTYtGkTDh48iG+//RaJiYkYOnQoFixYgIMHD8La2vqJt0n0tBgGStGPjs7LyzO63NnZGRqNBhcuXDBYVrrM1dUVxcXFuHz5suyTQul6Tk5OsLGxgVarRdeuXSvso5WVFQYNGoRBgwbh0aNH6N+/P2bOnImJEydCo9E81TfkNW3aFE2bNsWHH36I1NRUtG/fHitWrMCMGTOeaDubNm1CWFgYFixYIJU9ePDgqb4Aaf78+TA1NZUGLIaGhla4jpmZGVq1aoV9+/bBxcVFuqXr7++Phw8fYu3atbh58yY6duworaN/9OHs7Fyp419SZc/xk3rabznUy8zMRHFxMcaOHYuxY8caLHd3d8d7771nMMPg0KFDuHDhAqZNm/ZE7V26dAkajabcC5iJiQmaNm2KX3/91WDZoUOH0KBBgwoHDwJ/3skp6fz587C0tJQeh1haWuLcuXMG9c6ePQsTExPUr18fwJ93ZXJycmTfyZGRkVFhP8ri6upqtI/G+gMAbdq0QZs2bTBz5kysW7cOb7/9Nr7++mtERkY+dR+InpSiHxOU9vjxY+zevRtmZmbw8vIyWketVqNr167Ytm2b7BPXhQsXDL69MDAwEIBubnVJixcvNtjmgAEDsHnzZpw+fdqgzaysLOnv2dnZsmVmZmbw9vaGEEJ67qifq1+ZC/C9e/cMpoc1bdoUJiYmT3W7Uq1WG3xKWrx4cbm3j8uiUqkQGxuLgQMHIiwsTDZlsDz+/v44dOgQUlJSpDDg6OgILy8vacR+yee+gYGBsLW1xaxZs4w+uy15/Eur7Dl+UlZWVmWev8pMLWzSpAm2bt1q8OPj4wMXFxds3boVw4YNM1hPP0W1rOBl7FicOHECO3bsQPfu3WVjDK5cuYKzZ8/K6g4cOBCHDx+WBYJz587hxx9/xJtvvlnuPukdOHBANv7k6tWr2L59O7p37w61Wg21Wo3u3btj+/btsqmBN2/exLp169ChQwfp7oU+CJacmqif1vm0evbsiYMHD+KXX36RyrKysqTHL3p37941+LfSvHlzAMYfpRC9SIq+M5CQkCD9srp16xbWrVuHtLQ0TJgwodxn1DExMdi9ezfat2+Pd999F1qtFkuWLEGTJk1w/PhxqZ6vry8GDBiARYsWITs7W5p2dv78eQDyT39z5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr17Spyr97d1JkyYhJCQE1apVQ58+fYx+oc+PP/6I0aNH480330SjRo1QVFSE+Ph4KaA8qd69eyM+Ph52dnbw9vbGgQMHkJyc/NTfLGdiYoI1a9YgKCgIwcHB2LlzJ7p06VLuOv7+/pg5cyauXr0qu+h37NgRK1euhJubm+zxh62tLZYvX44hQ4bg1VdfRUhICJycnHDlyhV8//33aN++PZYsWWK0rSc5x0/C19cXycnJ+Pjjj1GnTh24u7tL0+EqM7XQ0dHR6LcX6u8EGFum1WrxzTffoE2bNrKBoiUNGjQIFhYWaNeuHZydnfH7778jNjYWlpaWmDNnjqzuP//5T+zZs0d2wYuKisJnn32GXr164YMPPkC1atXw8ccfo2bNmnj//ffLPyj/X5MmTRAYGCibWghA9phsxowZSEpKQocOHRAVFQVTU1OsXLkSDx8+xLx586R63bt3h4uLC4YNG4Zx48ZBrVbjyy+/lM7/0xg/fjzi4+Px+uuv47333pOmFrq6uuLkyZNSvdWrV2PZsmV444034OHhgfv37+Ozzz6Dra0tevbs+VRtEz21qprGUJWMTS3UaDSiefPmYvny5aK4uFhWH6WmiAkhxA8//CBatGghzMzMhIeHh/j888/F+++/LzQajaxefn6+GDVqlKhevbqwtrYWQUFB4ty5cwKAmDNnjqzuzZs3xahRo0T9+vVFtWrVRK1atcRrr70mYmNjpTorV64UHTt2FDVq1BDm5ubCw8NDjBs3TuTm5sq2NX36dFG3bl1hYmJS7jTDS5cuiaFDhwoPDw+h0WhE9erVRefOnUVycrLBMRg1apTB+q6urrIpcHfv3hURERHC0dFRWFtbi8DAQHH27FmDevpzYGxaVcmphXoFBQUiICBAWFtbi4MHDxrdF7179+4JtVotbGxsZNMW16xZIwCIIUOGGF0vJSVFBAYGCjs7O6HRaISHh4cIDw+XTWMzNhWtsufY2H6VPBYlz9HZs2dFx44dhYWFhQAgO3Z4gqmFpZU3tXDXrl0CgPj000/LXP+TTz4RrVq1EtWrVxempqaidu3aYvDgwSItLc1oW8Z+xVy9elUMHDhQ2NraCmtra9G7d2+j6xujfx+uWbNGNGzYUJibm4sWLVqIlJQUg7pHjx4VgYGBwtraWlhaWorOnTuL1NRUg3pHjhwRrVu3FmZmZsLFxUV8/PHHZU4t7NWrl9H9LH0+Tp48KQICAoRGoxF169YV06dPF1988YVsm0ePHhVvvfWWcHFxEebm5sLZ2Vn07t1b9n4jellUQjzHUUsKFxQUhN9++83o88KSjh8/jhYtWmDNmjWVHrFNfy88xy+GSqXCqFGjyrxTQ0RPh2MGnlLp+dBpaWnYuXMnOnXqVG49QHer1sTERDaIjf6+eI6J6O9O0WMGnkWDBg0QHh6OBg0aICMjA8uXL4eZmRnGjx8vqzdv3jwcOXIEnTt3hqmpKRISEpCQkIARI0ZII5rp743nmIj+7hgGntLrr7+O9evX48aNGzA3N0fbtm0xa9Ysgy8badeuHZKSkjB9+nTk5eXBxcUFMTExmDRpUhX1nJ43nmMi+rvjmAEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYB+usKDwfc3F5eezExgEr1bOvevv08e0RE9FIoMwzExel+cet/NBqgTh0gMBD49FPg/v2q7uHLo1IBo0dXdS9ejPL2Tf8e+PXXl9olIqK/ImWGAb1p04D4eGD5cmDMGF1ZdDTQtClw8mSVdo2qwIcfAoWFVd0LIqKXzrSqO1ClevQAWrb88/XEicCPPwK9ewN9+wJnzgAWFlXXv+fhwQPAzAwwUXbuqxRTU90PEZHC8ApRWpcuwP/+B2RkAGvW/Fl+8qTuGXaDBrrHCrVqAUOHAtnZ8vX1z44vXNDVt7cH7OyAiAigoEBet7AQGDsWcHQEbGx0ASQzU7d+TIy8bmamrr2aNQFzc8DHB/jyS3mdn37Srfv117pPuXXrApaWwL17z3ZMiouBRYt0bWo0uj6MHAncvftnnd69dcfGmLZt5aEL0B1bX19d2KpeHQgJAa5erbgv168DZ88Cjx8/9e6UydiYgSc5RwCQk1PxeSci+othGDBmyBDdn7t3/1mWlARcuqT75b54se7i9fXXQM+egBCG2wgO1o09mD1b9/e4OGDqVHmd8HDdtnr2BObO1V0Ye/Uy3NbNm0CbNkBysu4Z+CefAJ6ewLBhuot0adOnA99/D3zwATBrlu7OwLMYORIYNw5o317XdkQEsHatboyF/qI8aBBw+TJw+LB83YwM4OBB3fHSmzkT+Oc/gYYNgY8/1j2a+eEHoGNH3cW0PBMnAl5eugtyZTx4oBvUV/onL69y61f2HOlV5rwTEf3VCCVatUoIQIjDh8uuY2cnRIsWf74uKDCss369bjt79/5ZNmWKrmzoUHndN94QokaNP18fOaKrFx0trxceriufMuXPsmHDhKhdW4jbt+V1Q0J0/dT3LSVFt26DBsb7awwgxKhRZS/ft09XZ+1aefmuXfLy3FwhzM2FeP99eb1584RQqYTIyNC9Tk8XQq0WYuZMeb1Tp4QwNZWXh4UJ4eoqrxcWpmv38uXK7VtFPyXfA/pzp/ck56iy552I6C+IdwbKYm0tn1VQcuyA/tNmmza610ePGq7/zjvy1/7+ukcK+lv2u3bp/oyKktfTD2TUEwLYvBno00f395KfbgMDgdxcw/bDwp7fWIeNG3W3u7t1k7ft66s7Rikpunq2troxGBs2yO+UfPON7ji5uOheb9mie+wQHCzfXq1aujsF+u2VJS5Ot/3KTjns1093V6f0z7hxFa9b2XNUUkXnnYjoL4ijpcqSlwc4O//5+s4d3e3er78Gbt2S183NNVxff/HTc3DQ/Xn3ru7CmZGhG9Tn7i6v5+kpf52Vpbt1Hhur+zGmdH9Kb/NZpKXp9q/ksSir7UGDgG3bgAMHgHbtgIsXgSNH5I8y0tJ0F/OGDY1vr1q159VznXr1gK5dDcuvXat43cqeo5IqOu9ERH9BDAPGXLumuwCW/KUfHAykpuo+UTZvrvtUXFwMvP667s/S1Grj2zY2vqA8+m0PHqz7xG9Ms2by189zBkRxsS4IrF1rfLmT059/79NHN2BxwwZdGNiwQXcxffNN+fZUKiAhwfgxsrZ+fn2vCs/rvBMRvUQMA8bEx+v+DAzU/Xn3rm6A29SpwOTJf9ZLS3v6NlxddRfGy5fln5IvXJDXc3LSjWLXao1/wn3RPDx0Axfbt684ZFhZ6WYVbNyoGxj4zTe62+R16si3J4Tu03ajRi+278+qsueIiOhvjmMGSvvxR91ofHd34O23dWX6T3ulP90ZG8lfWfqgsWyZvHzxYvlrtRoYMEA3buD0acPtZGU9fR8qIzhYF0SmTzdcVlRkOPp/0CDgjz+Azz8HTpzQvS6pf3/dPk2dang8hTCcqlnai5xaWFplzxER0d+csu8MJCToLixFRbrpez/+qBtc5uoK7Nihm1MP6J71duwIzJunuwjVraubdnj58tO37euru8gvWqS7ALZpA+zZA5w/r1tecr77nDm6gXWtWwPDhwPe3roxDEeP6j6137nz9P0AdF/JO2OGYXmnTkBAgG5q4ezZwPHjQPfuuuf6aWm6OwCffAIMHPjnOj176u5kfPDBn0GmJA8PXVsTJwLp6UBQkK7+5cvA1q3AiBG6dcsycSKwerWu/ov+fwue5BwREf2NKTsM6G/5m5npvvimaVPdL/6ICN0FqqR163SjyJcu1X2C7d5dFyZK3gJ/Ul99pRtFv3697kLYtavu1nrjxn8GEUD3JT+//KL7+uQtW3SfVGvU0H0J0Ny5T9++3qFDup/Spk8HOnQAVqzQXRhXrgT++1/dt/S5uenGMbRvL19Ho9F9Mc/atbr9MTbwcMIE3SOChQv/nINfv77umPbt++z78zxV9hwREf2NqYTgyKa/lOPHgRYtdN/Qp39MQX8tPEdE9H8MxwxUJWP/Kc6iRboR+B07vvTukBE8R0SkAMp+TFDV5s3TzcPv3Fl36z0hQfczYoTutjlVPZ4jIlIAPiaoSklJumfmv/+u+5IjFxfd/4swaRL/97y/Cp4jIlIAhgEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoX7f7M4c26dOciTAAAAAElFTkSuQmCC", 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", 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" ] @@ -1111,16 +988,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.031278371810913086\n" - ] - }, { "data": { - "image/png": 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4hgEiIiKFYxggmbi4OKhUKqSnp1d1V6qESqVCTExMVXeDiOilUmQY0F/wfv31V6PLO3XqhCZNmrzkXv397dy586VcSNetW4dFixa98HaehEqlqtTPTz/9VNVdJSIyYFrVHaD/O3bu3ImlS5e+8ECwbt06nD59GtHR0S+0nScRHx8ve/3VV18hKSnJoNzLy+tldouIqFIYBoieg8GDB8teHzx4EElJSQblpRUUFMDS0vJFdo2IqEKKfEzwpNLT06FSqRAXF2ewrPQz5piYGKhUKpw/fx6DBw+GnZ0dnJyc8L///Q9CCFy9ehX9+vWDra0tatWqhQULFsi29+jRI0yePBm+vr6ws7ODlZUV/P39kZKSYrRPH330EWJjY+Hh4QFzc3P4+fnh8OHDldqv3377DV26dIGFhQXq1auHGTNmoLi42GjdhIQE+Pv7w8rKCjY2NujVqxd+++03aXl4eDiWLl0qHRP9j15xcTEWLVoEHx8faDQa1KxZEyNHjsTdu3eNthUQEAAbGxvY2trCz88P69atA6B7hPP9998jIyNDasPNzU1a9+HDh5gyZQo8PT1hbm6O+vXrY/z48Xj48KGsjYcPH+Jf//oXnJycYGNjg759++LatWtG9/3s2bO4cuVKpY5pefSPn44cOYKOHTvC0tIS//3vfwGUPVbBzc0N4eHhsrKcnBxER0ejfv36MDc3h6enJ+bOnVvmuSMiqoii7wzk5ubi9u3bBuWPHz9+5m0PGjQIXl5emDNnDr7//nvMmDED1atXx8qVK9GlSxfMnTsXa9euxQcffAA/Pz907NgRAHDv3j18/vnneOuttzB8+HDcv38fX3zxBQIDA/HLL7+gefPmsnbWrVuH+/fvY+TIkVCpVJg3bx769++PS5cuoVq1amX278aNG+jcuTOKioowYcIEWFlZITY2FhYWFgZ14+PjERYWhsDAQMydOxcFBQVYvnw5OnTogGPHjsHNzQ0jR47EH3/8YfTWOACMHDkScXFxiIiIwNixY3H58mUsWbIEx44dw88//yz1NS4uDkOHDoWPjw8mTpwIe3t7HDt2DLt27UJoaCgmTZqE3NxcXLt2DQsXLgQAWFtbA9AFjr59+2L//v0YMWIEvLy8cOrUKSxcuBDnz5/Htm3bpP5ERkZizZo1CA0NRbt27fDjjz+iV69eRo+Vl5cXAgICnsvz/uzsbPTo0QMhISEYPHgwatas+UTrFxQUICAgAJmZmRg5ciRcXFyQmpqKiRMn4vr163+5sRRE9DchFGjVqlUCQLk/Pj4+Uv3Lly8LAGLVqlUG2wIgpkyZIr2eMmWKACBGjBghlRUVFYl69eoJlUol5syZI5XfvXtXWFhYiLCwMFndhw8fytq4e/euqFmzphg6dKhBn2rUqCHu3LkjlW/fvl0AEN9++225xyA6OloAEIcOHZLKbt26Jezs7AQAcfnyZSGEEPfv3xf29vZi+PDhsvVv3Lgh7OzsZOWjRo0Sxt5S+/btEwDE2rVrZeW7du2Slefk5AgbGxvRunVrUVhYKKtbXFws/b1Xr17C1dXVoJ34+HhhYmIi9u3bJytfsWKFACB+/vlnIYQQx48fFwBEVFSUrF5oaKjB+RRCd44DAgIM2iuPsWMREBAgAIgVK1YY1DfWrhBCuLq6yt4f06dPF1ZWVuL8+fOyehMmTBBqtVpcuXLlifpJRCSEEIp+TLB06VIkJSUZ/DRr1uyZtx0ZGSn9Xa1Wo2XLlhBCYNiwYVK5vb09GjdujEuXLsnqmpmZAdB90r1z5w6KiorQsmVLHD161KCdQYMGwcHBQXrt7+8PALJtGrNz5060adMGrVq1ksqcnJzw9ttvy+olJSUhJycHb731Fm7fvi39qNVqtG7d2uDxhTEbN26EnZ0dunXrJtuGr68vrK2tpW0kJSXh/v37mDBhAjQajWwbJR85lNeOl5cXXnnlFVk7Xbp0AQCpnZ07dwIAxo4dK1u/rAGJQojnNgvA3NwcERERT73+xo0b4e/vDwcHB9k+du3aFVqtFnv37n0u/SQiZVH0Y4JWrVqhZcuWBuX6X7TPwsXFRfbazs4OGo0Gjo6OBuXZ2dmystWrV2PBggU4e/as7JGFu7t7he3og4GxZ/ElZWRkoHXr1gbljRs3lr1OS0sDAOmCWpqtrW257ei3kZubC2dnZ6PLb926BQC4ePEiADz1tM60tDScOXMGTk5O5baTkZEBExMTeHh4yJaX3vcXoW7dulLYexppaWk4efJkhftIRPQkFB0GKqusT6VarbbMddRqdaXKAN0nT701a9YgPDwcQUFBGDduHJydnaFWqzF79mzpYvmk23wW+kFp8fHxqFWrlsFyU9OK30LFxcVwdnbG2rVrjS4v68L2pIqLi9G0aVN8/PHHRpfXr1//ubTzLIyNyShP6fdYcXExunXrhvHjxxut36hRo6fuGxEpF8NAJeg/befk5MjKMzIynntbmzZtQoMGDbBlyxZZCJkyZcpzbcfV1VX61F/SuXPnZK/1n56dnZ3RtWvXcrdZVmjy8PBAcnIy2rdvX+7FUN/W6dOn4enp+VTtnDhxAq+99lq5jxVcXV1RXFyMixcvyu4GlN73l8nBwcHg/fXo0SNcv35dVubh4YG8vLwKzwUR0ZNQ9JiByrK1tYWjo6PB89hly5Y997b0n/RLfrI/dOgQDhw48Fzb6dmzJw4ePIhffvlFKsvKyjL49B4YGAhbW1vMmjXL6CyLrKws6e9WVlYADENTcHAwtFotpk+fbrB+UVGRVL979+6wsbHB7Nmz8eDBA1m9ksfDysoKubm5BtsKDg5GZmYmPvvsM4NlhYWFyM/PBwD06NEDAPDpp5/K6pQ1Ev95TS0sj4eHh8H7KzY21uDOQHBwMA4cOIDExESDbeTk5KCoqOiF9pOI/m/inYFKioyMxJw5cxAZGYmWLVti7969OH/+/HNvp3fv3tiyZQveeOMN9OrVC5cvX8aKFSvg7e2NvLy859bO+PHjER8fj9dffx3vvfeeNLXQ1dUVJ0+elOrZ2tpi+fLlGDJkCF599VWEhITAyckJV65cwffff4/27dtjyZIlAABfX18AuoF5gYGBUKvVCAkJQUBAAEaOHInZs2fj+PHj6N69O6pVq4a0tDRs3LgRn3zyCQYOHAhbW1ssXLgQkZGR8PPzQ2hoKBwcHHDixAkUFBRg9erVUjvffPMN/v3vf8PPzw/W1tbo06cPhgwZgg0bNuCdd95BSkoK2rdvD61Wi7Nnz2LDhg1ITExEy5Yt0bx5c7z11ltYtmwZcnNz0a5dO/zwww+4cOGC0WP1PKcWliUyMhLvvPMOBgwYgG7duuHEiRNITEw0GGMybtw47NixA71790Z4eDh8fX2Rn5+PU6dOYdOmTUhPTzdYh4ioQlU5laGq6KcWHj582OjygIAA2dRCIYQoKCgQw4YNE3Z2dsLGxkYEBweLW7dulTm1MCsrS7Z+WFiYsLKyqrCt4uJiMWvWLOHq6irMzc1FixYtxHfffSfCwsJk0+n0Uwvnz59vsM3SfSrLyZMnRUBAgNBoNKJu3bpi+vTp4osvvpBNLdRLSUkRgYGBws7OTmg0GuHh4SHCw8PFr7/+KtUpKioSY8aMEU5OTkKlUhlMrYuNjRW+vr7CwsJC2NjYiKZNm4rx48eLP/74Q1Zvx44dol27dsLCwkLY2tqKVq1aifXr10vL8/LyRGhoqLC3txcAZMfl0aNHYu7cucLHx0eYm5sLBwcH4evrK6ZOnSpyc3OleoWFhWLs2LGiRo0awsrKSvTp00dcvXr1hU8tLP2+0tNqteI///mPcHR0FJaWliIwMFBcuHDBYGqhELrpnhMnThSenp7CzMxMODo6inbt2omPPvpIPHr06In6SUQkhBAqIZ7TSDMiIiL6W+KYASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIaBSlCpVIiJianqblQplUqF0aNHv5S2YmJioFKpcPv27Rey/fDwcLi5ub2Qbf/d7Nq1C82bN4dGo4FKpUJOTk5Vd4mIqoAiw0BcXBxUKpXsx9nZGZ07d0ZCQkJVd++ZpaamIiYmhr/Y/wby8vIQHR2NevXqwdzcHF5eXli+fHml1y8uLsa8efPg7u4OjUaDZs2aYf369ZVaNzs7G8HBwbCwsMDSpUsRHx8PKyurp92VMv3xxx+IiYnB8ePHn/u2iej5MK3qDlSladOmwd3dHUII3Lx5E3FxcejZsye+/fZb9O7dW6pXWFgIU9O/z6FKTU3F1KlTER4eDnt7+6ruzl/OZ599huLi4qruBrRaLQIDA/Hrr79i1KhRaNiwIRITExEVFYW7d+/iv//9b4XbmDRpEubMmYPhw4fDz88P27dvR2hoKFQqFUJCQspd9/Dhw7h//z6mT5+Orl27Pq/dMvDHH39g6tSpcHNzQ/PmzV9YO0T09P4+V7gXoEePHmjZsqX0etiwYahZsybWr18vCwMajaYquqc4+fn5L+STaWnVqlV74W1UxpYtW5CamoovvvgCQ4cOBQC8++67GDhwIKZPn47IyEg4OzuXuX5mZiYWLFiAUaNGYcmSJQCAyMhIBAQEYNy4cXjzzTehVqvLXP/WrVsAwMBIRMp8TFAWe3t7WFhYGNwFMDZm4KeffkLLli2h0Wjg4eGBlStXSs+6SyosLMTYsWPh6OgIGxsb9O3bF5mZmUa3mZmZiaFDh6JmzZowNzeHj48PvvzyS4N+Ll68GD4+PrC0tISDgwNatmyJdevWAdA9bx83bhwAwN3dXXoMkp6eXuZ+p6WlYcCAAahVqxY0Gg3q1auHkJAQ5ObmGtTdtm0bmjRpIvVv165dsuUZGRmIiopC48aNYWFhgRo1auDNN980aF//qGbPnj2IioqCs7Mz6tWrV2YfMzIy4OnpiSZNmuDmzZtl1rt//z6io6Ph5uYGc3NzODs7o1u3bjh69KhUp/SYgU6dOhk8NtL/xMXFSfVycnIQHR2N+vXrw9zcHJ6enpg7d67BXYbr16/j7NmzePz4cZn9BIB9+/YBgMEn+JCQEDx48ADbt28vd/3t27fj8ePHiIqKkspUKhXeffddXLt2DQcOHChz3U6dOiEsLAwA4OfnB5VKhfDwcGn5oUOH8Prrr8POzg6WlpYICAjAzz//bLCdit6zP/30E/z8/AAAERERRo8rEVU9Rd8ZyM3Nxe3btyGEwK1bt7B48WLk5eVh8ODB5a537NgxvP7666hduzamTp0KrVaLadOmwcnJyaBueHg4NmzYgCFDhqBNmzbYs2cPevXqZVDv5s2baNOmjTRQz8nJCQkJCRg2bBju3buH6OhoALpb3GPHjsXAgQPx3nvv4cGDBzh58iQOHTqE0NBQ9O/fH+fPn8f69euxcOFCODo6AoDRvgHAo0ePEBgYiIcPH2LMmDGoVasWMjMz8d133yEnJwd2dnZS3f3792PLli2IioqCjY0NPv30UwwYMABXrlxBjRo1AOhuPaempiIkJAT16tVDeno6li9fjk6dOuH333+HpaWlrP2oqCg4OTlh8uTJyM/PN9rHixcvokuXLqhevTqSkpKkfTLmnXfewaZNmzB69Gh4e3sjOzsb+/fvx5kzZ/Dqq68aXWfSpEmIjIyUla1ZswaJiYnSJ/OCggIEBAQgMzMTI0eOhIuLC1JTUzFx4kRcv34dixYtktadOHEiVq9ejcuXL5c7UPHhw4dQq9UwMzOTleuP0ZEjRzB8+PAy1z927BisrKzg5eUlK2/VqpW0vEOHDmXuc+PGjREbGys9LvPw8AAA/Pjjj+jRowd8fX0xZcoUmJiYYNWqVejSpQv27dsnbb8y71kvLy9MmzYNkydPxogRI+Dv7w8AaNeuXZn7RURVQCjQqlWrBACDH3NzcxEXF2dQH4CYMmWK9LpPnz7C0tJSZGZmSmVpaWnC1NRUlDykR44cEQBEdHS0bHvh4eEG2xw2bJioXbu2uH37tqxuSEiIsLOzEwUFBUIIIfr16yd8fHzK3b/58+cLAOLy5csVHQpx7NgxAUBs3Lix3HoAhJmZmbhw4YJUduLECQFALF68WCrT97OkAwcOCADiq6++ksr056BDhw6iqKhIVn/KlCkCgMjKyhJnzpwRderUEX5+fuLOnTsV7o+dnZ0YNWpUuXXCwsKEq6trmct//vlnUa1aNTF06FCpbPr06cLKykqcP39eVnfChAlCrVaLK1euyLZfmeO/YMECAUDs27fPYJsARO/evctdv1evXqJBgwYG5fn5+QKAmDBhQrnr68/B4cOHpbLi4mLRsGFDERgYKIqLi6XygoIC4e7uLrp16yaVVfY9e/jwYQFArFq1qtz+EFHVUfRjgqVLlyIpKQlJSUlYs2YNOnfujMjISGzZsqXMdbRaLZKTkxEUFIQ6depI5Z6enujRo4esrv4WesnbuAAwZswY2WshBDZv3ow+ffpACIHbt29LP4GBgcjNzZVuc9vb2+PatWs4fPjwM+27nv6Tf2JiIgoKCsqt27VrV+nTIwA0a9YMtra2uHTpklRmYWEh/f3x48fIzs6Gp6cn7O3tZbfq9YYPH17mc+3Tp08jICAAbm5uSE5OhoODQ4X7Y29vj0OHDuGPP/6osK4xN27cwMCBA9G8eXMsW7ZMKt+4cSP8/f3h4OAgOz9du3aFVqvF3r17pbpxcXEQQlQ4fTE0NBR2dnYYOnQokpKSkJ6ejtjYWKndwsLCctcvLCyEubm5Qbl+jEtF6xtz/PhxpKWlITQ0FNnZ2dJ+5ufn47XXXsPevXtRXFz8RO9ZIvrrU/RjglatWskGEL711lto0aIFRo8ejd69exvcvgV0g64KCwvh6elpsKx0WUZGBkxMTODu7l5uvaysLOTk5CA2NhaxsbFG+6of7PWf//wHycnJaNWqFTw9PdG9e3eEhoaiffv2ldvpUtzd3fHvf/8bH3/8MdauXQt/f3/07dsXgwcPlj0iAAAXFxeD9R0cHHD37l3pdWFhIWbPno1Vq1YhMzMTQghpmbExCKWPTUl9+vRBzZo1kZiYCGtr60rtz7x58xAWFob69evD19cXPXv2xD//+U80aNCgwnWLiooQHBwMrVaLLVu2yC60aWlpOHnyZJmPW/Tn50nUqlULO3bswJAhQ9C9e3cAgK2tLRYvXoywsLAK99nCwgIPHz40KH/w4IG0/EmlpaUBgDSewJjc3Fw8fvy40u9ZIvrrU3QYKM3ExASdO3fGJ598grS0NPj4+LyUdvUD0AYPHlzmL+FmzZoBALy8vHDu3Dl899132LVrFzZv3oxly5Zh8uTJmDp16lO1v2DBAoSHh2P79u3YvXs3xo4di9mzZ+PgwYOyQX1lfYIvecEfM2YMVq1ahejoaLRt2xZ2dnbSNDdj0/nKu2ANGDAAq1evxtq1azFy5MhK7UtwcDD8/f2xdetW7N69G/Pnz8fcuXOxZcsWgzs3pY0bNw4HDhxAcnKywWDG4uJidOvWDePHjze6bqNGjSrVv9I6duyIS5cu4dSpU8jPz8c//vEP6a5GRdusXbs2UlJSIISQDVy9fv06AMjuXFWW/hzNnz+/zGmA1tbWyM7OBlC59ywR/fUxDJRSVFQEQPdlMMY4OztDo9HgwoULBstKl7m6uqK4uBiXL19Gw4YNy6zn5OQEGxsbaLXaSs33trKywqBBgzBo0CA8evQI/fv3x8yZMzFx4kTpm+SeVNOmTdG0aVN8+OGHSE1NRfv27bFixQrMmDHjibazadMmhIWFYcGCBVLZgwcPnuoLkObPnw9TU1NpwGJoaGil1qtduzaioqIQFRWFW7du4dVXX8XMmTPLDQNff/01Fi1ahEWLFiEgIMBguYeHB/Ly8l7IfHy1Wi278CYnJwNAhW01b94cn3/+Oc6cOQNvb2+p/NChQ9LyJ6V/DGRra1tu+0/ynn2a9yMRvVyKHjNQ2uPHj7F7926YmZkZjNDWU6vV6Nq1K7Zt2yZ7Ln3hwgWDby8MDAwEANmzZ0A3NbD0NgcMGIDNmzfj9OnTBm1mZWVJf9d/ItMzMzODt7c3hBDSVDb9XP3KXIDv3bsnBSC9pk2bwsTExOgt6Iqo1WrZnQJAt79arfaJt6VSqRAbG4uBAwciLCwMO3bsKLe+Vqs1eBTh7OyMOnXqlLsvp0+fRmRkJAYPHoz33nvPaJ3g4GAcOHAAiYmJBstycnJkx7CyUwuNycrKwty5c9GsWTPZRTY3Nxdnz56V7V+/fv1QrVo12ftLCIEVK1agbt26TzVi39fXFx4eHvjoo4+MBmL9e/FJ3rNP8n4koqqh6DsDCQkJOHv2LADd881169YhLS0NEyZMgK2tbZnrxcTEYPfu3Wjfvj3effddaLVaLFmyBE2aNJF95aqvry8GDBiARYsWITs7W5paeP78eQDyT0xz5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr16wsbGR2gV008dCQkJQrVo19OnTx+gX+vz4448YPXo03nzzTTRq1AhFRUWIj4+Xftk/qd69eyM+Ph52dnbw9vaWbrvrpx4+KRMTE6xZswZBQUEIDg7Gzp070aVLF6N179+/j3r16mHgwIH4xz/+AWtrayQnJ+Pw4cOyOxWlRUREANDdsl+zZo1sWbt27dCgQQOMGzcOO3bsQO/evREeHg5fX1/k5+fj1KlT2LRpE9LT06Upj5WdWggAAQEBaNu2LTw9PXHjxg3ExsYiLy8P3333HUxM/szqW7duRUREBFatWiV9H0C9evUQHR2N+fPn4/Hjx/Dz88O2bduwb98+rF27ttwvHCqLiYkJPv/8c/To0QM+Pj6IiIhA3bp1kZmZiZSUFNja2uLbb78FUPn3rIeHB+zt7bFixQrY2NjAysoKrVu3Lne8CBG9ZFU0i6FKGZtaqNFoRPPmzcXy5ctlU6qEMJxaKIQQP/zwg2jRooUwMzMTHh4e4vPPPxfvv/++0Gg0snr5+fli1KhRonr16sLa2loEBQWJc+fOCQBizpw5sro3b94Uo0aNEvXr1xfVqlUTtWrVEq+99pqIjY2V6qxcuVJ07NhR1KhRQ5ibmwsPDw8xbtw4kZubK9vW9OnTRd26dYWJiUm509wuXbokhg4dKjw8PIRGoxHVq1cXnTt3FsnJyQbHwNiUPVdXVxEWFia9vnv3roiIiBCOjo7C2tpaBAYGirNnzxrUMzatTa/k1EK9goICERAQIKytrcXBgweN7svDhw/FuHHjxD/+8Q9hY2MjrKysxD/+8Q+xbNkyWb3SUwtdXV2NTjVFqelw9+/fFxMnThSenp7CzMxMODo6inbt2omPPvpIPHr0SLb98o55Sf/6179EgwYNhLm5uXBychKhoaHi4sWLBvX0x6v09DytVitmzZolXF1dhZmZmfDx8RFr1qypsN2S2zR2Do4dOyb69+8vvc9cXV1FcHCw+OGHH2T1KvOeFUKI7du3C29vb2n6LacZEv21qIQodU+XnlpQUBB+++03aUR2WY4fP44WLVpgzZo1ePvtt19S74iIiIzjmIGnVHoOd1paGnbu3IlOnTqVWw8AFi1aBBMTE3Ts2PFFdpGIiKhSFD1m4Fk0aNAA4eHhaNCgATIyMrB8+XKYmZkZTD2bN28ejhw5gs6dO8PU1BQJCQlISEjAiBEjUL9+/SrqPRER0Z/4mOApRUREICUlBTdu3IC5uTnatm2LWbNmGXz/fVJSEqZOnYrff/8deXl5cHFxwZAhQzBp0qS/1X+LTERE/3cxDBARESkcxwwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQwQEREpHMMAERGRwjEMEBERKRzDABERkcIxDBARESkcwwAREZHCMQxUgkqlQkxMTFV3o0qpVCqMHj36pbQVExMDlUqF27dvv5T2noS+b8+y7l9xv+jFi4uLg0qlQnp6elV3hciAIsOA/h9lyR9nZ2d07twZCQkJVd29Z5aamoqYmBjk5ORUdVfoKc2aNQvbtm17rtucOXMmVCoVmjRpIitPT083+PdQ8mf48OFS3Z9++qnMegcPHqxUPzIzMxEcHAx7e3vY2tqiX79+uHTp0nPdVyJ6MqZV3YGqNG3aNLi7u0MIgZs3byIuLg49e/bEt99+i969e0v1CgsLYWr69zlUqampmDp1KsLDw2Fvb1/V3fk/5cMPP8SECRNeeDuzZs3CwIEDERQU9Fy2d+3aNcyaNQtWVlYGy5ycnBAfH29QvmvXLqxduxbdu3c3WDZ27Fj4+fnJyjw9PSvsR15eHjp37ozc3Fz897//RbVq1bBw4UIEBATg+PHjqFGjxhPsFRE9L3+fK9wL0KNHD7Rs2VJ6PWzYMNSsWRPr16+XhQGNRlMV3VOc/Px8oxervxJTU9O/VTDU++CDD9CmTRtotVqDxxRWVlYYPHiwwTpxcXGwtbVFnz59DJb5+/tj4MCBT9yPZcuWIS0tDb/88osUJnr06IEmTZpgwYIFmDVr1hNvk4ienSIfE5TF3t4eFhYWBr/sjY0Z+Omnn9CyZUtoNBp4eHhg5cqVRp8nFxYWYuzYsXB0dISNjQ369u2LzMxMo9vMzMzE0KFDUbNmTZibm8PHxwdffvmlQT8XL14MHx8fWFpawsHBAS1btsS6desA6J5Ljxs3DgDg7u4u3cIt7zllWloaBgwYgFq1akGj0aBevXoICQlBbm6uQd1t27ahSZMmUv927dolW56RkYGoqCg0btwYFhYWqFGjBt58802D9vWPavbs2YOoqCg4OzujXr16ZfYxIyMDnp6eaNKkCW7evGm0zsmTJ6FSqbBjxw6p7MiRI1CpVHj11VdldXv06IHWrVvLyhISEuDv7w8rKyvY2NigV69e+O2332R1nvUcA0BOTo5018bOzg4REREoKCiQlqtUKuTn52P16tXS+QsPD5eWnz17FleuXCnzWJW2d+9ebNq0CYsWLar0OtevX0dKSgr69+9fZhi+f/8+ioqKKr1NANi0aRP8/PxkdxVeeeUVvPbaa9iwYUOF6+vHrqxduxaNGzeGRqOBr68v9u7da1D32LFj6NGjB2xtbWFtbY3XXnvN4FFGWWNAjD3fd3NzQ+/evbF//360atUKGo0GDRo0wFdffWWw/m+//YYuXbrAwsIC9erVw4wZM1BcXGxQ79dff0VgYCAcHR1hYWEBd3d3DB06tMLjQPS8/f0+4jxHubm5uH37NoQQuHXrFhYvXoy8vDyjn5JKOnbsGF5//XXUrl0bU6dOhVarxbRp0+Dk5GRQNzw8HBs2bMCQIUPQpk0b7NmzB7169TKod/PmTbRp00b6Zefk5ISEhAQMGzYM9+7dQ3R0NADgs88+w9ixYzFw4EC89957ePDgAU6ePIlDhw4hNDQU/fv3x/nz57F+/XosXLgQjo6OAGC0bwDw6NEjBAYG4uHDhxgzZgxq1aqFzMxMfPfdd8jJyYGdnZ1Ud//+/diyZQuioqJgY2ODTz/9FAMGDMCVK1ek27uHDx9GamoqQkJCUK9ePaSnp2P58uXo1KkTfv/9d1haWsraj4qKgpOTEyZPnoz8/Hyjfbx48SK6dOmC6tWrIykpSdqn0po0aQJ7e3vs3bsXffv2BQDs27cPJiYmOHHiBO7duwdbW1sUFxcjNTUVI0aMkNaNj49HWFgYAgMDMXfuXBQUFGD58uXo0KEDjh07Bjc3N6NtApU/x3rBwcFwd3fH7NmzcfToUXz++edwdnbG3Llzpb5ERkaiVatWUh89PDyk9b28vBAQEICffvqpzDb0tFotxowZg8jISDRt2rTC+npff/01iouL8fbbbxtdHhERgby8PKjVavj7+2P+/Pmyu2zGFBcX4+TJk0Yvdq1atcLu3btx//592NjYlLudPXv24JtvvsHYsWNhbm6OZcuW4fXXX8cvv/wijYf47bff4O/vD1tbW4wfPx7VqlXDypUr0alTJ+zZs8cgCFbWhQsXMHDgQAwbNgxhYWH48ssvER4eDl9fX/j4+AAAbty4gc6dO6OoqAgTJkyAlZUVYmNjYWFhIdvWrVu30L17dzg5OWHChAmwt7dHeno6tmzZ8lR9I3omQoFWrVolABj8mJubi7i4OIP6AMSUKVOk13369BGWlpYiMzNTKktLSxOmpqai5CE9cuSIACCio6Nl2wsPDzfY5rBhw0Tt2rXF7du3ZXVDQkKEnZ2dKCgoEEII0a9fP+Hj41Pu/s2fP18AEJcvX67oUIhjx44JAGLjxo3l1gMgzMzMxIULF6SyEydOCABi8eLFUpm+nyUdOHBAABBfffWVVKY/Bx06dBBFRUWy+lOmTBEARFZWljhz5oyoU6eO8PPzE3fu3Klwf3r16iVatWolve7fv7/o37+/UKvVIiEhQQghxNGjRwUAsX37diGEEPfv3xf29vZi+PDhsm3duHFD2NnZycr1fdN7knOsX3fo0KGyum+88YaoUaOGrMzKykqEhYUZ3UcAIiAgoPwD8f8tWbJE2NnZiVu3bgkhhAgICKjw/SOEEL6+vqJ27dpCq9XKyn/++WcxYMAA8cUXX4jt27eL2bNnixo1agiNRiOOHj1a7jazsrIEADFt2jSDZUuXLhUAxNmzZ8vdhv7f6q+//iqVZWRkCI1GI9544w2pLCgoSJiZmYmLFy9KZX/88YewsbERHTt2lMpKn089/fuz5L8hV1dXAUDs3btXKrt165YwNzcX77//vlQWHR0tAIhDhw7J6tnZ2cm2uXXrVgFAHD58uNx9JnoZFP2YYOnSpUhKSkJSUhLWrFmDzp07IzIystxkrtVqkZycjKCgINSpU0cq9/T0RI8ePWR19bfQo6KiZOVjxoyRvRZCYPPmzejTpw+EELh9+7b0ExgYiNzcXBw9ehSA7lHGtWvXcPjw4Wfadz39J//ExETZrWpjunbtKvuE2qxZM9ja2spGgpf89PP48WNkZ2fD09MT9vb20j6UNHz4cKjVaqPtnT59GgEBAXBzc0NycjIcHBwq3B9/f38cPXpUusuwf/9+9OzZE82bN8e+ffsA6O4WqFQqdOjQAQCQlJSEnJwcvPXWW7Jjr1ar0bp1a6SkpJTZXmXPcUnvvPOOQZ+zs7Nx7969CvcP0L1fKnNXIDs7G5MnT8b//ve/Mu8MGXP+/HkcOXIEISEhMDGR/4po164dNm3ahKFDh6Jv376YMGECDh48CJVKhYkTJ5a73cLCQgCAubm5wTL9owh9nfK0bdsWvr6+0msXFxf069cPiYmJ0Gq10Gq12L17N4KCgtCgQQOpXu3atREaGor9+/dX+liX5u3tDX9/f+m1k5MTGjduLPs3sHPnTrRp0watWrWS1St9l0U/uPe7777D48ePn6o/RM+LosNAq1at0LVrV3Tt2hVvv/02vv/+e3h7e2P06NF49OiR0XVu3bqFwsJCoyOnS5dlZGTAxMQE7u7u5dbLyspCTk4OYmNj4eTkJPuJiIiQ2gWA//znP7C2tkarVq3QsGFDjBo1Cj///PNTHwN3d3f8+9//xueffw5HR0cEBgZi6dKlRscLuLi4GJQ5ODjg7t270uvCwkJMnjwZ9evXh7m5ORwdHeHk5IScnByj2yx9bErq06cPbGxskJiYCFtb20rtj7+/P4qKinDgwAGcO3cOt27dgr+/Pzp27CgLA97e3qhevToA3ZgJAOjSpYvB8d+9e7d07I2p7DkuqfRx1Iecksfxefjwww9RvXr1coOJMWvXrgWAMh8RlObp6Yl+/fohJSUFWq22zHr6oPjw4UODZQ8ePJDVKU/Dhg0Nyho1aoSCggJkZWUhKysLBQUFaNy4sUE9Ly8vFBcX4+rVqxW2Y0xl/g1kZGQY7WPp/gQEBGDAgAGYOnUqHB0d0a9fP6xatcro8SF60RQ9ZqA0ExMTdO7cGZ988gnS0tKkZ4Avmn5g0eDBgxEWFma0TrNmzQDofpmdO3cO3333HXbt2oXNmzdj2bJlmDx5MqZOnfpU7S9YsADh4eHYvn07du/ejbFjx2L27Nk4ePCgbFBfWZ/ghRDS38eMGYNVq1YhOjoabdu2hZ2dHVQqFUJCQowOoCrvl/+AAQOwevVqrF27FiNHjqzUvugHde7duxcuLi5wdnZGo0aN4O/vj2XLluHhw4fYt28f3njjDWkdfb/i4+NRq1Ytg20+79kDlTmOzyotLQ2xsbFYtGgR/vjjD6n8wYMHePz4MdLT02FraysFopLWrVuHxo0byz59V6R+/fp49OgR8vPzywxu1atXh7m5Oa5fv26wTF9W8m7by1DWF0iVFWqe57lTqVTYtGkTDh48iG+//RaJiYkYOnQoFixYgIMHD8La2vqJt0n0tBgGStGPjs7LyzO63NnZGRqNBhcuXDBYVrrM1dUVxcXFuHz5suyTQul6Tk5OsLGxgVarRdeuXSvso5WVFQYNGoRBgwbh0aNH6N+/P2bOnImJEydCo9E81TfkNW3aFE2bNsWHH36I1NRUtG/fHitWrMCMGTOeaDubNm1CWFgYFixYIJU9ePDgqb4Aaf78+TA1NZUGLIaGhla4jpmZGVq1aoV9+/bBxcVFuqXr7++Phw8fYu3atbh58yY6duworaN/9OHs7Fyp419SZc/xk3rabznUy8zMRHFxMcaOHYuxY8caLHd3d8d7771nMMPg0KFDuHDhAqZNm/ZE7V26dAkajabcC5iJiQmaNm2KX3/91WDZoUOH0KBBgwoHDwJ/3skp6fz587C0tJQeh1haWuLcuXMG9c6ePQsTExPUr18fwJ93ZXJycmTfyZGRkVFhP8ri6upqtI/G+gMAbdq0QZs2bTBz5kysW7cOb7/9Nr7++mtERkY+dR+InpSiHxOU9vjxY+zevRtmZmbw8vIyWketVqNr167Ytm2b7BPXhQsXDL69MDAwEIBubnVJixcvNtjmgAEDsHnzZpw+fdqgzaysLOnv2dnZsmVmZmbw9vaGEEJ67qifq1+ZC/C9e/cMpoc1bdoUJiYmT3W7Uq1WG3xKWrx4cbm3j8uiUqkQGxuLgQMHIiwsTDZlsDz+/v44dOgQUlJSpDDg6OgILy8vacR+yee+gYGBsLW1xaxZs4w+uy15/Eur7Dl+UlZWVmWev8pMLWzSpAm2bt1q8OPj4wMXFxds3boVw4YNM1hPP0W1rOBl7FicOHECO3bsQPfu3WVjDK5cuYKzZ8/K6g4cOBCHDx+WBYJz587hxx9/xJtvvlnuPukdOHBANv7k6tWr2L59O7p37w61Wg21Wo3u3btj+/btsqmBN2/exLp169ChQwfp7oU+CJacmqif1vm0evbsiYMHD+KXX36RyrKysqTHL3p37941+LfSvHlzAMYfpRC9SIq+M5CQkCD9srp16xbWrVuHtLQ0TJgwodxn1DExMdi9ezfat2+Pd999F1qtFkuWLEGTJk1w/PhxqZ6vry8GDBiARYsWITs7W5p2dv78eQDyT39z5sxBSkoKWrdujeHDh8Pb2xt37tzB0aNHkZycjDt37gAAunfvjlq1aqF9+/aoWbMmzpw5gyVLlqBXr17Spyr97d1JkyYhJCQE1apVQ58+fYx+oc+PP/6I0aNH480330SjRo1QVFSE+Ph4KaA8qd69eyM+Ph52dnbw9vbGgQMHkJyc/NTfLGdiYoI1a9YgKCgIwcHB2LlzJ7p06VLuOv7+/pg5cyauXr0qu+h37NgRK1euhJubm+zxh62tLZYvX44hQ4bg1VdfRUhICJycnHDlyhV8//33aN++PZYsWWK0rSc5x0/C19cXycnJ+Pjjj1GnTh24u7tL0+EqM7XQ0dHR6LcX6u8EGFum1WrxzTffoE2bNrKBoiUNGjQIFhYWaNeuHZydnfH7778jNjYWlpaWmDNnjqzuP//5T+zZs0d2wYuKisJnn32GXr164YMPPkC1atXw8ccfo2bNmnj//ffLPyj/X5MmTRAYGCibWghA9phsxowZSEpKQocOHRAVFQVTU1OsXLkSDx8+xLx586R63bt3h4uLC4YNG4Zx48ZBrVbjyy+/lM7/0xg/fjzi4+Px+uuv47333pOmFrq6uuLkyZNSvdWrV2PZsmV444034OHhgfv37+Ozzz6Dra0tevbs+VRtEz21qprGUJWMTS3UaDSiefPmYvny5aK4uFhWH6WmiAkhxA8//CBatGghzMzMhIeHh/j888/F+++/LzQajaxefn6+GDVqlKhevbqwtrYWQUFB4ty5cwKAmDNnjqzuzZs3xahRo0T9+vVFtWrVRK1atcRrr70mYmNjpTorV64UHTt2FDVq1BDm5ubCw8NDjBs3TuTm5sq2NX36dFG3bl1hYmJS7jTDS5cuiaFDhwoPDw+h0WhE9erVRefOnUVycrLBMRg1apTB+q6urrIpcHfv3hURERHC0dFRWFtbi8DAQHH27FmDevpzYGxaVcmphXoFBQUiICBAWFtbi4MHDxrdF7179+4JtVotbGxsZNMW16xZIwCIIUOGGF0vJSVFBAYGCjs7O6HRaISHh4cIDw+XTWMzNhWtsufY2H6VPBYlz9HZs2dFx44dhYWFhQAgO3Z4gqmFpZU3tXDXrl0CgPj000/LXP+TTz4RrVq1EtWrVxempqaidu3aYvDgwSItLc1oW8Z+xVy9elUMHDhQ2NraCmtra9G7d2+j6xujfx+uWbNGNGzYUJibm4sWLVqIlJQUg7pHjx4VgYGBwtraWlhaWorOnTuL1NRUg3pHjhwRrVu3FmZmZsLFxUV8/PHHZU4t7NWrl9H9LH0+Tp48KQICAoRGoxF169YV06dPF1988YVsm0ePHhVvvfWWcHFxEebm5sLZ2Vn07t1b9n4jellUQjzHUUsKFxQUhN9++83o88KSjh8/jhYtWmDNmjWVHrFNfy88xy+GSqXCqFGjyrxTQ0RPh2MGnlLp+dBpaWnYuXMnOnXqVG49QHer1sTERDaIjf6+eI6J6O9O0WMGnkWDBg0QHh6OBg0aICMjA8uXL4eZmRnGjx8vqzdv3jwcOXIEnTt3hqmpKRISEpCQkIARI0ZII5rp743nmIj+7hgGntLrr7+O9evX48aNGzA3N0fbtm0xa9Ysgy8badeuHZKSkjB9+nTk5eXBxcUFMTExmDRpUhX1nJ43nmMi+rvjmAEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYB+usKDwfc3F5eezExgEr1bOvevv08e0RE9FIoMwzExel+cet/NBqgTh0gMBD49FPg/v2q7uHLo1IBo0dXdS9ejPL2Tf8e+PXXl9olIqK/ImWGAb1p04D4eGD5cmDMGF1ZdDTQtClw8mSVdo2qwIcfAoWFVd0LIqKXzrSqO1ClevQAWrb88/XEicCPPwK9ewN9+wJnzgAWFlXXv+fhwQPAzAwwUXbuqxRTU90PEZHC8ApRWpcuwP/+B2RkAGvW/Fl+8qTuGXaDBrrHCrVqAUOHAtnZ8vX1z44vXNDVt7cH7OyAiAigoEBet7AQGDsWcHQEbGx0ASQzU7d+TIy8bmamrr2aNQFzc8DHB/jyS3mdn37Srfv117pPuXXrApaWwL17z3ZMiouBRYt0bWo0uj6MHAncvftnnd69dcfGmLZt5aEL0B1bX19d2KpeHQgJAa5erbgv168DZ88Cjx8/9e6UydiYgSc5RwCQk1PxeSci+othGDBmyBDdn7t3/1mWlARcuqT75b54se7i9fXXQM+egBCG2wgO1o09mD1b9/e4OGDqVHmd8HDdtnr2BObO1V0Ye/Uy3NbNm0CbNkBysu4Z+CefAJ6ewLBhuot0adOnA99/D3zwATBrlu7OwLMYORIYNw5o317XdkQEsHatboyF/qI8aBBw+TJw+LB83YwM4OBB3fHSmzkT+Oc/gYYNgY8/1j2a+eEHoGNH3cW0PBMnAl5eugtyZTx4oBvUV/onL69y61f2HOlV5rwTEf3VCCVatUoIQIjDh8uuY2cnRIsWf74uKDCss369bjt79/5ZNmWKrmzoUHndN94QokaNP18fOaKrFx0trxceriufMuXPsmHDhKhdW4jbt+V1Q0J0/dT3LSVFt26DBsb7awwgxKhRZS/ft09XZ+1aefmuXfLy3FwhzM2FeP99eb1584RQqYTIyNC9Tk8XQq0WYuZMeb1Tp4QwNZWXh4UJ4eoqrxcWpmv38uXK7VtFPyXfA/pzp/ck56iy552I6C+IdwbKYm0tn1VQcuyA/tNmmza610ePGq7/zjvy1/7+ukcK+lv2u3bp/oyKktfTD2TUEwLYvBno00f395KfbgMDgdxcw/bDwp7fWIeNG3W3u7t1k7ft66s7Rikpunq2troxGBs2yO+UfPON7ji5uOheb9mie+wQHCzfXq1aujsF+u2VJS5Ot/3KTjns1093V6f0z7hxFa9b2XNUUkXnnYjoL4ijpcqSlwc4O//5+s4d3e3er78Gbt2S183NNVxff/HTc3DQ/Xn3ru7CmZGhG9Tn7i6v5+kpf52Vpbt1Hhur+zGmdH9Kb/NZpKXp9q/ksSir7UGDgG3bgAMHgHbtgIsXgSNH5I8y0tJ0F/OGDY1vr1q159VznXr1gK5dDcuvXat43cqeo5IqOu9ERH9BDAPGXLumuwCW/KUfHAykpuo+UTZvrvtUXFwMvP667s/S1Grj2zY2vqA8+m0PHqz7xG9Ms2by189zBkRxsS4IrF1rfLmT059/79NHN2BxwwZdGNiwQXcxffNN+fZUKiAhwfgxsrZ+fn2vCs/rvBMRvUQMA8bEx+v+DAzU/Xn3rm6A29SpwOTJf9ZLS3v6NlxddRfGy5fln5IvXJDXc3LSjWLXao1/wn3RPDx0Axfbt684ZFhZ6WYVbNyoGxj4zTe62+R16si3J4Tu03ajRi+278+qsueIiOhvjmMGSvvxR91ofHd34O23dWX6T3ulP90ZG8lfWfqgsWyZvHzxYvlrtRoYMEA3buD0acPtZGU9fR8qIzhYF0SmTzdcVlRkOPp/0CDgjz+Azz8HTpzQvS6pf3/dPk2dang8hTCcqlnai5xaWFplzxER0d+csu8MJCToLixFRbrpez/+qBtc5uoK7Nihm1MP6J71duwIzJunuwjVraubdnj58tO37euru8gvWqS7ALZpA+zZA5w/r1tecr77nDm6gXWtWwPDhwPe3roxDEeP6j6137nz9P0AdF/JO2OGYXmnTkBAgG5q4ezZwPHjQPfuuuf6aWm6OwCffAIMHPjnOj176u5kfPDBn0GmJA8PXVsTJwLp6UBQkK7+5cvA1q3AiBG6dcsycSKwerWu/ov+fwue5BwREf2NKTsM6G/5m5npvvimaVPdL/6ICN0FqqR163SjyJcu1X2C7d5dFyZK3gJ/Ul99pRtFv3697kLYtavu1nrjxn8GEUD3JT+//KL7+uQtW3SfVGvU0H0J0Ny5T9++3qFDup/Spk8HOnQAVqzQXRhXrgT++1/dt/S5uenGMbRvL19Ho9F9Mc/atbr9MTbwcMIE3SOChQv/nINfv77umPbt++z78zxV9hwREf2NqYTgyKa/lOPHgRYtdN/Qp39MQX8tPEdE9H8MxwxUJWP/Kc6iRboR+B07vvTukBE8R0SkAMp+TFDV5s3TzcPv3Fl36z0hQfczYoTutjlVPZ4jIlIAPiaoSklJumfmv/+u+5IjFxfd/4swaRL/97y/Cp4jIlIAhgEiIiKF45gBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoVjGCAiIlI4hgEiIiKFYxggIiJSOIYBIiIihWMYICIiUjiGASIiIoX7f7M4c26dOciTAAAAAElFTkSuQmCC", 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", 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" ] @@ -1128,16 +998,9 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030136585235595703\n" - ] - }, { "data": { - "image/png": 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", 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HAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0u28yZM2Wz2ZSWlna9u3Jd2Gw2jRo16np3AwAAB4JdMQrCy9dff+12fcuWLVW3bt0/uFc3vsWLF/8hoWju3LmaPHnyNW/nUthsthJ9vvjii+vdVQDADabU9e4A/poWL16sV1555ZqHu7lz52rXrl0aPHjwNW3nUsyaNctp+e2339aKFStcymvXrv1HdgsAYAEEO+AP1qNHD6fljRs3asWKFS7lF8vJyVGZMmWuZdcAADc4HsVeZWlpabLZbJo5c6bLuovHZI0aNUo2m0379u1Tjx49FBQUpNDQUP3vf/+TMUY//vij7rvvPgUGBqpixYqaNGmS0/7OnTunESNGKDo6WkFBQfLz81NMTIxWrVrltk/PPfecUlJSFBERIW9vbzVs2FCbN28u0XF9++23at26tXx9fVWlShU9/fTTys/Pd1t3yZIliomJkZ+fnwICAtS+fXt9++23jvVJSUl65ZVXHOek4FMgPz9fkydPVlRUlHx8fFShQgX1799fx48fd9tWbGysAgICFBgYqIYNG2ru3LmS7I/JP/30U6WnpzvaqF69umPbs2fPauTIkYqMjJS3t7eqVq2qoUOH6uzZs05tnD17Vv/3f/+n0NBQBQQEqFOnTvrpp5/cHvuePXt08ODBEp3TohQ84t+yZYtatGihMmXK6D//+Y+kwsf2Va9eXUlJSU5lWVlZGjx4sKpWrSpvb29FRkZq4sSJhV47AMCNjTt2JZSdna0jR464lJ8/f/6K9/3ggw+qdu3amjBhgj799FM9/fTTKleunKZPn67WrVtr4sSJmjNnjp544gk1bNhQLVq0kCT99ttvev311/XQQw+pX79+OnHihN544w3FxcXpq6++Uv369Z3amTt3rk6cOKH+/fvLZrPpmWeeUZcuXfTDDz+odOnShfbv119/VatWrZSbm6thw4bJz89PKSkp8vX1dak7a9YsJSYmKi4uThMnTlROTo6mTZum5s2ba9u2bapevbr69++vn3/+2e3jR0nq37+/Zs6cqV69emnQoEE6cOCAXn75ZW3btk1ffvmlo68zZ85U7969FRUVpeHDhys4OFjbtm3T0qVL1b17dz355JPKzs7WTz/9pBdeeEGS5O/vL8keHjt16qR169bpkUceUe3atfXNN9/ohRde0L59+7Rw4UJHf/r27avZs2ere/fuatq0qT7//HO1b9/e7bmqXbu2YmNjr8r4uKNHj6pdu3ZKSEhQjx49VKFChUvaPicnR7GxscrIyFD//v1VrVo1rV+/XsOHD9cvv/zypxt7CAC4CgyKNGPGDCOpyE9UVJSj/oEDB4wkM2PGDJd9STIjR450LI8cOdJIMo888oijLDc311SpUsXYbDYzYcIER/nx48eNr6+vSUxMdKp79uxZpzaOHz9uKlSoYHr37u3Sp/Lly5tjx445yhctWmQkmY8//rjIczB48GAjyWzatMlRdvjwYRMUFGQkmQMHDhhjjDlx4oQJDg42/fr1c9r+119/NUFBQU7lAwYMMO6+fmvXrjWSzJw5c5zKly5d6lSelZVlAgICTOPGjc3p06ed6ubn5zv+3r59exMeHu7SzqxZs4yHh4dZu3atU/mrr75qJJkvv/zSGGPM9u3bjSSTnJzsVK979+4u19MY+zWOjY11aa8o7s5FbGyskWReffVVl/ru2jXGmPDwcKfvx5gxY4yfn5/Zt2+fU71hw4YZT09Pc/DgwUvqJwDgz49HsSX0yiuvaMWKFS6f22677Yr33bdvX8ffPT091aBBAxlj1KdPH0d5cHCwatWqpR9++MGprpeXlyT7Hahjx44pNzdXDRo00NatW13aefDBB1W2bFnHckxMjCQ57dOdxYsXq0mTJmrUqJGjLDQ0VA8//LBTvRUrVigrK0sPPfSQjhw54vh4enqqcePGLo+I3Zk3b56CgoJ09913O+0jOjpa/v7+jn2sWLFCJ06c0LBhw+Tj4+O0jwsf6xbVTu3atXXrrbc6tdO6dWtJcrSzePFiSdKgQYOcti/sZQxjzFV7m9Xb21u9evW67O3nzZunmJgYlS1b1ukY27Rpo7y8PK1Zs+aq9BMA8OfBo9gSatSokRo0aOBSXvBD80pUq1bNaTkoKEg+Pj4KCQlxKT969KhT2VtvvaVJkyZpz549To+Fa9SoUWw7BSHP3di1C6Wnp6tx48Yu5bVq1XJaTk1NlSRHOLpYYGBgke0U7CM7O1thYWFu1x8+fFiS9P3330vSZU81k5qaqt27dys0NLTIdtLT0+Xh4aGIiAin9Rcf+7VQuXJlR3C/HKmpqdq5c2exxwgAsA6C3VVW2N2ivLy8Qrfx9PQsUZlkvyNUYPbs2UpKSlLnzp01ZMgQhYWFydPTU+PHj3cEn0vd55UoGJA/a9YsVaxY0WV9qVLFf93y8/MVFhamOXPmuF1fWEi5VPn5+apXr56ef/55t+urVq16Vdq5Eu7GMBbl4u9Yfn6+7r77bg0dOtRt/VtuueWy+wYA+HMi2F1lBXfBsrKynMrT09Ovelvz589XzZo1tWDBAqdAOXLkyKvaTnh4uONu3IX27t3rtFxwVyssLExt2rQpcp+FBeCIiAitXLlSzZo1KzLYFLS1a9cuRUZGXlY7O3bs0F133VXko9vw8HDl5+fr+++/d7pLd/Gx/5HKli3r8v06d+6cfvnlF6eyiIgInTx5sthrAQCwDsbYXWWBgYEKCQlxGb80derUq95WwR24C++4bdq0SRs2bLiq7dx7773auHGjvvrqK0dZZmamy121uLg4BQYGaty4cW7fFs7MzHT83c/PT5JrAI6Pj1deXp7GjBnjsn1ubq6jftu2bRUQEKDx48frzJkzTvUuPB9+fn7Kzs522Vd8fLwyMjL02muvuaw7ffq0Tp06JUlq166dJOmll15yqlPYG6VXa7qTokRERLh8v1JSUlzu2MXHx2vDhg1atmyZyz6ysrKUm5t7TfsJAPjjccfuGujbt68mTJigvn37qkGDBlqzZo327dt31dvp0KGDFixYoPvvv1/t27fXgQMH9Oqrr6pOnTo6efLkVWtn6NChmjVrlu655x49/vjjjulOwsPDtXPnTke9wMBATZs2TT179tQdd9yhhIQEhYaG6uDBg/r000/VrFkzvfzyy5Kk6OhoSfaXEuLi4uTp6amEhATFxsaqf//+Gj9+vLZv3662bduqdOnSSk1N1bx58/Tiiy+qW7duCgwM1AsvvKC+ffuqYcOG6t69u8qWLasdO3YoJydHb731lqOd9957T//85z/VsGFD+fv7q2PHjurZs6fef/99Pfroo1q1apWaNWumvLw87dmzR++//76WLVumBg0aqH79+nrooYc0depUZWdnq2nTpvrss8+0f/9+t+fqak53Upi+ffvq0UcfVdeuXXX33Xdrx44dWrZsmcuYzCFDhuijjz5Shw4dlJSUpOjoaJ06dUrffPON5s+fr7S0NJdtAAA3uOv5Su6NoGC6k82bN7tdHxsb6zTdiTHG5OTkmD59+pigoCATEBBg4uPjzeHDhwud7iQzM9Np+8TEROPn51dsW/n5+WbcuHEmPDzceHt7m9tvv9188sknJjEx0WmKj4LpTp599lmXfV7cp8Ls3LnTxMbGGh8fH1O5cmUzZswY88YbbzhNd1Jg1apVJi4uzgQFBRkfHx8TERFhkpKSzNdff+2ok5ubawYOHGhCQ0ONzWZzme4jJSXFREdHG19fXxMQEGDq1atnhg4dan7++Weneh999JFp2rSp8fX1NYGBgaZRo0bmnXfecaw/efKk6d69uwkODjaSnM7LuXPnzMSJE01UVJTx9vY2ZcuWNdHR0Wb06NEmOzvbUe/06dNm0KBBpnz58sbPz8907NjR/Pjjj9d8upOLv1cF8vLyzL///W8TEhJiypQpY+Li4sz+/ftdpjsxxj4FzfDhw01kZKTx8vIyISEhpmnTpua5554z586du6R+AgD+/GzGXKWR8wAAALiuGGMHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgt1VZrPZNGrUqOvdjevKZrPpscce+0PaGjVqlGw2m44cOXJN9p+UlKTq1atfk33faJYuXar69evLx8dHNptNWVlZ17tLAICLEOyKMXPmTNlsNqdPWFiYWrVqpSVLllzv7l2x9evXa9SoUfyQvgGcPHlSgwcPVpUqVeTt7a3atWtr2rRpJd4+Pz9fzzzzjGrUqCEfHx/ddttteuedd0q07dGjRxUfHy9fX1+98sormjVrlvz8/C73UAr1888/a9SoUdq+fftV3zcA/BWUut4duFE89dRTqlGjhowxOnTokGbOnKl7771XH3/8sTp06OCod/r0aZUqdeOc1vXr12v06NFKSkpScHDw9e7On85rr72m/Pz8690N5eXlKS4uTl9//bUGDBigm2++WcuWLVNycrKOHz+u//znP8Xu48knn9SECRPUr18/NWzYUIsWLVL37t1ls9mUkJBQ5LabN2/WiRMnNGbMGLVp0+ZqHZaLn3/+WaNHj1b16tVVv379a9YOAFjVjZNArrN27dqpQYMGjuU+ffqoQoUKeuedd5yCnY+Pz/Xo3l/OqVOnrskdo4uVLl36mrdREgsWLND69ev1xhtvqHfv3pKkf/zjH+rWrZvGjBmjvn37KiwsrNDtMzIyNGnSJA0YMEAvv/yyJKlv376KjY3VkCFD9MADD8jT07PQ7Q8fPixJhH8A+JPjUexlCg4Olq+vr8vdOXdj7L744gs1aNBAPj4+ioiI0PTp0x1jwy50+vRpDRo0SCEhIQoICFCnTp2UkZHhdp8ZGRnq3bu3KlSoIG9vb0VFRenNN9906eeUKVMUFRWlMmXKqGzZsmrQoIHmzp0ryT4+bciQIZKkGjVqOB41p6WlFXrcqamp6tq1qypWrCgfHx9VqVJFCQkJys7Odqm7cOFC1a1b19G/pUuXOq1PT09XcnKyatWqJV9fX5UvX14PPPCAS/sFj8NXr16t5ORkhYWFqUqVKoX2MT09XZGRkapbt64OHTpUaL0TJ05o8ODBql69ury9vRUWFqa7775bW7duddS5eIxdy5YtXR7NF3xmzpzpqJeVlaXBgweratWq8vb2VmRkpCZOnOhy9++XX37Rnj17dP78+UL7KUlr166VJJc7awkJCTpz5owWLVpU5PaLFi3S+fPnlZyc7Ciz2Wz6xz/+oZ9++kkbNmwodNuWLVsqMTFRktSwYUPZbDYlJSU51m/atEn33HOPgoKCVKZMGcXGxurLL7902U9x39kvvvhCDRs2lCT16tXL7XkFABSNO3YllJ2drSNHjsgYo8OHD2vKlCk6efKkevToUeR227Zt0z333KNKlSpp9OjRysvL01NPPaXQ0FCXuklJSXr//ffVs2dPNWnSRKtXr1b79u1d6h06dEhNmjRxvKQQGhqqJUuWqE+fPvrtt980ePBgSfbHiIMGDVK3bt30+OOP68yZM9q5c6c2bdqk7t27q0uXLtq3b5/eeecdvfDCCwoJCZEkt32TpHPnzikuLk5nz57VwIEDVbFiRWVkZOiTTz5RVlaWgoKCHHXXrVunBQsWKDk5WQEBAXrppZfUtWtXHTx4UOXLl5dkf7y3fv16JSQkqEqVKkpLS9O0adPUsmVLfffddypTpoxT+8nJyQoNDdWIESN06tQpt338/vvv1bp1a5UrV04rVqxwHJM7jz76qObPn6/HHntMderU0dGjR7Vu3Trt3r1bd9xxh9ttnnzySfXt29epbPbs2Vq2bJnjjllOTo5iY2OVkZGh/v37q1q1alq/fr2GDx+uX375RZMnT3ZsO3z4cL311ls6cOBAkS9pnD17Vp6envLy8nIqLzhHW7ZsUb9+/Qrdftu2bfLz81Pt2rWdyhs1auRY37x580KPuVatWkpJSXEMSYiIiJAkff7552rXrp2io6M1cuRIeXh4aMaMGWrdurXWrl3r2H9JvrO1a9fWU089pREjRuiRRx5RTEyMJKlp06aFHhcA4CIGRZoxY4aR5PLx9vY2M2fOdKkvyYwcOdKx3LFjR1OmTBmTkZHhKEtNTTWlSpUyF57+LVu2GElm8ODBTvtLSkpy2WefPn1MpUqVzJEjR5zqJiQkmKCgIJOTk2OMMea+++4zUVFRRR7fs88+aySZAwcOFHcqzLZt24wkM2/evCLrSTJeXl5m//79jrIdO3YYSWbKlCmOsoJ+XmjDhg1Gknn77bcdZQXXoHnz5iY3N9ep/siRI40kk5mZaXbv3m1uuukm07BhQ3Ps2LFijycoKMgMGDCgyDqJiYkmPDy80PVffvmlKV26tOndu7ejbMyYMcbPz8/s27fPqe6wYcOMp6enOXjwoNP+S3L+J02aZCSZtWvXuuxTkunQoUOR27dv397UrFnTpfzUqVNGkhk2bFiR2xdcg82bNzvK8vPzzc0332zi4uJMfn6+ozwnJ8fUqFHD3H333Y6ykn5nN2/ebCSZGTNmFNkfAIB7PIotoVdeeUUrVqzQihUrNHv2bLVq1Up9+/bVggULCt0mLy9PK1euVOfOnXXTTTc5yiMjI9WuXTunugWPKS98VCZJAwcOdFo2xuiDDz5Qx44dZYzRkSNHHJ+4uDhlZ2c7HiUGBwfrp59+0ubNm6/o2AsU3JFbtmyZcnJyiqzbpk0bx10dSbrtttsUGBioH374wVHm6+vr+Pv58+d19OhRRUZGKjg42OlxaIF+/foVOg5s165dio2NVfXq1bVy5UqVLVu22OMJDg7Wpk2b9PPPPxdb151ff/1V3bp1U/369TV16lRH+bx58xQTE6OyZcs6XZ82bdooLy9Pa9ascdSdOXOmjDHFTqnSvXt3BQUFqXfv3lqxYoXS0tKUkpLiaPf06dNFbn/69Gl5e3u7lBeMCS1ue3e2b9+u1NRUde/eXUePHnUc56lTp3TXXXdpzZo1ys/Pv6TvLADgyvAotoQaNWrk9PLEQw89pNtvv12PPfaYOnTo4PKITLIPOD99+rQiIyNd1l1clp6eLg8PD9WoUaPIepmZmcrKylJKSopSUlLc9rVgoPu///1vrVy5Uo0aNVJkZKTatm2r7t27q1mzZiU76IvUqFFD//znP/X8889rzpw5iomJUadOndSjRw+nx7CSVK1aNZfty5Ytq+PHjzuWT58+rfHjx2vGjBnKyMiQMcaxzt2YvYvPzYU6duyoChUqaNmyZfL39y/R8TzzzDNKTExU1apVFR0drXvvvVd///vfVbNmzWK3zc3NVXx8vPLy8rRgwQKn0JSamqqdO3cW+ki74PpciooVK+qjjz5Sz5491bZtW0lSYGCgpkyZosTExGKP2dfXV2fPnnUpP3PmjGP9pUpNTZUkx/g7d7Kzs3X+/PkSf2cBAFeGYHeZPDw81KpVK7344otKTU1VVFTUH9JuweD7Hj16FPoD9bbbbpMk1a5dW3v37tUnn3yipUuX6oMPPtDUqVM1YsQIjR49+rLanzRpkpKSkrRo0SItX75cgwYN0vjx47Vx40anFxoKu7N2YXgbOHCgZsyYocGDB+vOO+9UUFCQY+oNd1OMFBU+unbtqrfeektz5sxR//79S3Qs8fHxiomJ0Ycffqjly5fr2Wef1cSJE7VgwQKXO6oXGzJkiDZs2KCVK1e6vMiRn5+vu+++W0OHDnW77S233FKi/l2sRYsW+uGHH/TNN9/o1KlT+tvf/ua421jcPitVqqRVq1bJGOP00s4vv/wiSU53lEuq4Bo9++yzhU5N4u/vr6NHj0oq2XcWAHBlCHZXIDc3V5J94lh3wsLC5OPjo/3797usu7gsPDxc+fn5OnDggG6++eZC64WGhiogIEB5eXklmk/Mz89PDz74oB588EGdO3dOXbp00dixYzV8+HDHbxC4VPXq1VO9evX03//+V+vXr1ezZs306quv6umnn76k/cyfP1+JiYmaNGmSo+zMmTOXNVnys88+q1KlSjle1ujevXuJtqtUqZKSk5OVnJysw4cP64477tDYsWOLDHbvvvuuJk+erMmTJys2NtZlfUREhE6ePHlN5nvz9PR0ClErV66UpGLbql+/vl5//XXt3r1bderUcZRv2rTJsf5SFTxqDwwMLLL9S/nOXs73EQDwO8bYXabz589r+fLl8vLycnnTsICnp6fatGmjhQsXOo3j2r9/v8tvrYiLi5Mkp7Fakn26kov32bVrV33wwQfatWuXS5uZmZmOvxfcKSng5eWlOnXqyBjjmF6jYC64koSp3377zRFmC9SrV08eHh5uH/MVx9PT0+kOnmQ/3ry8vEvel81mU0pKirp166bExER99NFHRdbPy8tzedwbFhamm266qchj2bVrl/r27asePXro8ccfd1snPj5eGzZs0LJly1zWZWVlOZ3Dkk534k5mZqYmTpyo2267zSkwZWdna8+ePU7Hd99996l06dJO3y9jjF599VVVrlz5st48jY6OVkREhJ577jm3/3NT8F28lO/spXwfAQCuuGNXQkuWLNGePXsk2ccDzZ07V6mpqRo2bJgCAwML3W7UqFFavny5mjVrpn/84x/Ky8vTyy+/rLp16zr92qTo6Gh17dpVkydP1tGjRx3Tnezbt0+S852MCRMmaNWqVWrcuLH69eunOnXq6NixY9q6datWrlypY8eOSZLatm2rihUrqlmzZqpQoYJ2796tl19+We3bt1dAQICjXck+pUVCQoJKly6tjh07up389/PPP9djjz2mBx54QLfccotyc3M1a9Ysxw/uS9WhQwfNmjVLQUFBqlOnjuPRZsF0KJfKw8NDs2fPVufOnRUfH6/FixerdevWbuueOHFCVapUUbdu3fS3v/1N/v7+WrlypTZv3ux0B/FivXr1kmR/LDp79myndU2bNlXNmjU1ZMgQffTRR+rQoYOSkpIUHR2tU6dO6ZtvvtH8+fOVlpbmmIalpNOdSFJsbKzuvPNORUZG6tdff1VKSopOnjypTz75RB4ev/8/2ocffqhevXppxowZjvnmqlSposGDB+vZZ5/V+fPn1bBhQy1cuFBr167VnDlzipycuDAeHh56/fXX1a5dO0VFRalXr16qXLmyMjIytGrVKgUGBurjjz+WVPLvbEREhIKDg/Xqq68qICBAfn5+aty4cZHjKwEAF7hOb+PeMNxNd+Lj42Pq169vpk2b5jTNgzGu050YY8xnn31mbr/9duPl5WUiIiLM66+/bv71r38ZHx8fp3qnTp0yAwYMMOXKlTP+/v6mc+fOZu/evUaSmTBhglPdQ4cOmQEDBpiqVaua0qVLm4oVK5q77rrLpKSkOOpMnz7dtGjRwpQvX954e3ubiIgIM2TIEJOdne20rzFjxpjKlSsbDw+PIqfe+OGHH0zv3r1NRESE8fHxMeXKlTOtWrUyK1eudDkH7qYRCQ8PN4mJiY7l48ePm169epmQkBDj7+9v4uLizJ49e1zquZtqo8CF050UyMnJMbGxscbf399s3LjR7bGcPXvWDBkyxPztb38zAQEBxs/Pz/ztb38zU6dOdap38XQn4eHhbqe/0UVTdJw4ccIMHz7cREZGGi8vLxMSEmKaNm1qnnvuOXPu3Dmn/Rd1zi/0f//3f6ZmzZrG29vbhIaGmu7du5vvv//epV7B+bp4ypC8vDwzbtw4Ex4ebry8vExUVJSZPXt2se1euE9312Dbtm2mS5cuju9ZeHi4iY+PN5999plTvZJ8Z40xZtGiRaZOnTqOKYGY+gQASs5mzEXPwvCH6Ny5s7799lvHm4WF2b59u26//XbNnj1bDz/88B/UOwAAcCNijN0f4OI5wlJTU7V48WK1bNmyyHqSNHnyZHl4eKhFixbXsosAAMACGGP3B6hZs6aSkpJUs2ZNpaena9q0afLy8nKZDuOZZ57Rli1b1KpVK5UqVUpLlizRkiVL9Mgjj6hq1arXqfcAAOBGwaPYP0CvXr20atUq/frrr/L29tadd96pcePGufw+0hUrVmj06NH67rvvdPLkSVWrVk09e/bUk08+qVKlyOAAAKBoBDsAAACLYIwdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgd5XZbDaNGjXqenfjurLZbHrsscf+kLZGjRolm82mI0eO/CHtXYqCvl3Jtn/G48K1N3PmTNlsNqWlpV3vrgC4wRDsilHwH9gLP2FhYWrVqpWWLFlyvbt3xdavX69Ro0YpKyvrencFl2ncuHFauHDhVd3n2LFjZbPZVLduXafytLQ0l38PF3769evnqPvFF18UWm/jxo0l6kdGRobi4+MVHByswMBA3Xffffrhhx+u6rECgJWUut4duFE89dRTqlGjhowxOnTokGbOnKl7771XH3/8sTp06OCod/r0aZUqdeOc1vXr12v06NFKSkpScHDw9e6Opfz3v//VsGHDrnk748aNU7du3dS5c+ersr+ffvpJ48aNk5+fn8u60NBQzZo1y6V86dKlmjNnjtq2beuybtCgQWrYsKFTWWRkZLH9OHnypFq1aqXs7Gz95z//UenSpfXCCy8oNjZW27dvV/ny5S/hqADgr+HGSSDXWbt27dSgQQPHcp8+fVShQgW98847TsHOx8fnenTvL+fUqVNug8efSalSpW6okF/giSeeUJMmTZSXl+fyKNjPz089evRw2WbmzJkKDAxUx44dXdbFxMSoW7dul9yPqVOnKjU1VV999ZUjGLZr105169bVpEmTNG7cuEveJwBYHY9iL1NwcLB8fX1dfnC7G2P3xRdfqEGDBvLx8VFERISmT5/udvzV6dOnNWjQIIWEhCggIECdOnVSRkaG231mZGSod+/eqlChgry9vRUVFaU333zTpZ9TpkxRVFSUypQpo7Jly6pBgwaaO3euJPs4riFDhkiSatSo4XhMVtS4ntTUVHXt2lUVK1aUj4+PqlSpooSEBGVnZ7vUXbhwoerWrevo39KlS53Wp6enKzk5WbVq1ZKvr6/Kly+vBx54wKX9gsfhq1evVnJyssLCwlSlSpVC+5ienq7IyEjVrVtXhw4dcltn586dstls+uijjxxlW7Zskc1m0x133OFUt127dmrcuLFT2ZIlSxQTEyM/Pz8FBASoffv2+vbbb53qXOk1lqSsrCzH3dSgoCD16tVLOTk5jvU2m02nTp3SW2+95bh+SUlJjvV79uzRwYMHCz1XF1uzZo3mz5+vyZMnl3ibX375RatWrVKXLl0K/R+bEydOKDc3t8T7lKT58+erYcOGTnf7br31Vt111116//33i92+YKznnDlzVKtWLfn4+Cg6Olpr1qxxqbtt2za1a9dOgYGB8vf311133eXyuLiwMZPuxsNVr15dHTp00Lp169SoUSP5+PioZs2aevvtt122//bbb9W6dWv5+vqqSpUqevrpp5Wfn+9S7+uvv1ZcXJxCQkLk6+urGjVqqHfv3sWeBwB/LTfe7YTrJDs7W0eOHJExRocPH9aUKVN08uRJt3cvLrRt2zbdc889qlSpkkaPHq28vDw99dRTCg0NdamblJSk999/Xz179lSTJk20evVqtW/f3qXeoUOH1KRJE8cPrtDQUC1ZskR9+vTRb7/9psGDB0uSXnvtNQ0aNEjdunXT448/rjNnzmjnzp3atGmTunfvri5dumjfvn1655139MILLygkJESS3PZNks6dO6e4uDidPXtWAwcOVMWKFZWRkaFPPvlEWVlZCgoKctRdt26dFixYoOTkZAUEBOill15S165ddfDgQccjtM2bN2v9+vVKSEhQlSpVlJaWpmnTpqlly5b67rvvVKZMGaf2k5OTFRoaqhEjRujUqVNu+/j999+rdevWKleunFasWOE4povVrVtXwcHBWrNmjTp16iRJWrt2rTw8PLRjxw799ttvCgwMVH5+vtavX69HHnnEse2sWbOUmJiouLg4TZw4UTk5OZo2bZqaN2+ubdu2qXr16m7blEp+jQvEx8erRo0aGj9+vLZu3arXX39dYWFhmjhxoqMvffv2VaNGjRx9jIiIcGxfu3ZtxcbG6osvvii0jQJ5eXkaOHCg+vbtq3r16hVbv8C7776r/Px8Pfzww27X9+rVSydPnpSnp6diYmL07LPPOt39dic/P187d+50G1waNWqk5cuX68SJEwoICChyP6tXr9Z7772nQYMGydvbW1OnTtU999yjr776yjF+8Ntvv1VMTIwCAwM1dOhQlS5dWtOnT1fLli21evVql1BfUvv371e3bt3Up08fJSYm6s0331RSUpKio6MVFRUlSfr111/VqlUr5ebmatiwYfLz81NKSop8fX2d9nX48GG1bdtWoaGhGjZsmIKDg5WWlqYFCxZcVt8AWJhBkWbMmGEkuXy8vb3NzJkzXepLMiNHjnQsd+zY0ZQpU8ZkZGQ4ylJTU02pUqXMhad/y5YtRpIZPHiw0/6SkpJc9tmnTx9TqVIlc+TIEae6CQkJJigoyOTk5BhjjLnvvvtMVFRUkcf37LPPGknmwIEDxZ0Ks23bNiPJzJs3r8h6koyXl5fZv3+/o2zHjh1GkpkyZYqjrKCfF9qwYYORZN5++21HWcE1aN68ucnNzXWqP3LkSCPJZGZmmt27d5ubbrrJNGzY0Bw7dqzY42nfvr1p1KiRY7lLly6mS5cuxtPT0yxZssQYY8zWrVuNJLNo0SJjjDEnTpwwwcHBpl+/fk77+vXXX01QUJBTeUHfClzKNS7Ytnfv3k5177//flO+fHmnMj8/P5OYmOj2GCWZ2NjYok/E//fyyy+boKAgc/jwYWOMMbGxscV+f4wxJjo62lSqVMnk5eU5lX/55Zema9eu5o033jCLFi0y48ePN+XLlzc+Pj5m69atRe4zMzPTSDJPPfWUy7pXXnnFSDJ79uwpch8F/1a//vprR1l6errx8fEx999/v6Osc+fOxsvLy3z//feOsp9//tkEBASYFi1aOMouvp4FCr6fF/4bCg8PN5LMmjVrHGWHDx823t7e5l//+pejbPDgwUaS2bRpk1O9oKAgp31++OGHRpLZvHlzkccMADyKLaFXXnlFK1as0IoVKzR79my1atVKffv2LfL/mPPy8rRy5Up17txZN910k6M8MjJS7dq1c6pb8JgyOTnZqXzgwIFOy8YYffDBB+rYsaOMMTpy5IjjExcXp+zsbG3dulWS/XHxTz/9pM2bN1/RsRcouCO3bNkyp8eB7rRp08bpztFtt92mwMBApzcaL7wrcf78eR09elSRkZEKDg52HMOF+vXrJ09PT7ft7dq1S7GxsapevbpWrlypsmXLFns8MTEx2rp1q+Pu37p163Tvvfeqfv36Wrt2rST7XTybzabmzZtLklasWKGsrCw99NBDTufe09NTjRs31qpVqwptr6TX+EKPPvqoS5+PHj2q3377rdjjk+zfl5LcrTt69KhGjBih//3vf4XesXVn37592rJlixISEuTh4fyfk6ZNm2r+/Pnq3bu3OnXqpGHDhmnjxo2y2WwaPnx4kfs9ffq0JMnb29tlXcHj3oI6RbnzzjsVHR3tWK5WrZruu+8+LVu2THl5ecrLy9Py5cvVuXNn1axZ01GvUqVK6t69u9atW1fic32xOnXqKCYmxrEcGhqqWrVqOf0bWLx4sZo0aaJGjRo51bv47mfBi02ffPKJzp8/f1n9AfDXQLAroUaNGqlNmzZq06aNHn74YX366aeqU6eOHnvsMZ07d87tNocPH9bp06fdvgF4cVl6ero8PDxUo0aNIutlZmYqKytLKSkpCg0Ndfr06tXL0a4k/fvf/5a/v78aNWqkm2++WQMGDNCXX3552eegRo0a+uc//6nXX39dISEhiouL0yuvvOJ2fF21atVcysqWLavjx487lk+fPq0RI0aoatWq8vb2VkhIiEJDQ5WVleV2nxefmwt17NhRAQEBWrZsmQIDA0t0PDExMcrNzdWGDRu0d+9eHT58WDExMWrRooVTsKtTp47KlSsnyT7GUJJat27tcv6XL1/uOPfulPQaX+ji81gQWC88j1fDf//7X5UrV67IkOnOnDlzJKnQx7AXi4yM1H333adVq1YpLy+v0HoFof/s2bMu686cOeNUpyg333yzS9ktt9yinJwcZWZmKjMzUzk5OapVq5ZLvdq1ays/P18//vhjse24U5J/A+np6W77eHF/YmNj1bVrV40ePVohISG67777NGPGDLfnB8BfG2PsLpOHh4datWqlF198UampqY4xM9dawaDqHj16KDEx0W2d2267TZL9B9PevXv1ySefaOnSpfrggw80depUjRgxQqNHj76s9idNmqSkpCQtWrRIy5cv16BBgzR+/Hht3LjR6YWGwu6sGWMcfx84cKBmzJihwYMH684771RQUJBsNpsSEhLcDh4v6gd5165d9dZbb2nOnDnq379/iY6l4IWWNWvWqFq1agoLC9Mtt9yimJgYTZ06VWfPntXatWt1//33O7Yp6NesWbNUsWJFl31e7bdgS3Ier1RqaqpSUlI0efJk/fzzz47yM2fO6Pz580pLS1NgYKAj3F5o7ty5qlWrltNdseJUrVpV586d06lTpwoN4eXKlZO3t7d++eUXl3UFZRfeBf8jFDbZdGEB9WpeO5vNpvnz52vjxo36+OOPtWzZMvXu3VuTJk3Sxo0b5e/vf8n7BGBNBLsrUPCW38mTJ92uDwsLk4+Pj/bv3++y7uKy8PBw5efn68CBA07/B39xvdDQUAUEBCgvL09t2rQpto9+fn568MEH9eCDD+rcuXPq0qWLxo4dq+HDh8vHx+eyfjNCvXr1VK9ePf33v//V+vXr1axZM7366qt6+umnL2k/8+fPV2JioiZNmuQoO3PmzGVNlvzss8+qVKlSjpc1unfvXuw2Xl5eatSokdauXatq1ao5HpvFxMTo7NmzmjNnjg4dOqQWLVo4til4vBwWFlai83+hkl7jS3W5v92iQEZGhvLz8zVo0CANGjTIZX2NGjX0+OOPu7wpu2nTJu3fv19PPfXUJbX3ww8/yMfHp8gw4uHhoXr16unrr792Wbdp0ybVrFmz2BcnpN/vsF5o3759KlOmjOORc5kyZbR3716Xenv27JGHh4eqVq0q6fe7pVlZWU5zPqanpxfbj8KEh4e77aO7/khSkyZN1KRJE40dO1Zz587Vww8/rHfffVd9+/a97D4AsBYexV6m8+fPa/ny5fLy8lLt2rXd1vH09FSbNm20cOFCpzsh+/fvd/mtFXFxcZLsc3ddaMqUKS777Nq1qz744APt2rXLpc3MzEzH348ePeq0zsvLS3Xq1JExxjFOp2AuuJKEqd9++81lyop69erJw8Pjsh4JeXp6uty9mDJlSpGP6Apjs9mUkpKibt26KTEx0Wkak6LExMRo06ZNWrVqlSPYhYSEqHbt2o43Ty8cJxUXF6fAwECNGzfO7VinC8//xUp6jS+Vn59fodevJNOd1K1bVx9++KHLJyoqStWqVdOHH36oPn36uGxXMG1OYSHa3bnYsWOHPvroI7Vt29ZpTN7Bgwe1Z88ep7rdunXT5s2bncLd3r179fnnn+uBBx4o8pgKbNiwwWm85o8//qhFixapbdu28vT0lKenp9q2batFixY5TVdy6NAhzZ07V82bN3fcVSwI9RdOl1Iw1czluvfee7Vx40Z99dVXjrLMzEzHI+4Cx48fd/m3Ur9+fUnuH1cD+Ovijl0JLVmyxPGD5/Dhw5o7d65SU1M1bNiwIsd0jRo1SsuXL1ezZs30j3/8Q3l5eXr55ZdVt25dbd++3VEvOjpaXbt21eTJk3X06FHHVBj79u2T5HxXZsKECVq1apUaN26sfv36qU6dOjp27Ji2bt2qlStX6tixY5Kktm3bqmLFimrWrJkqVKig3bt36+WXX1b79u0ddzsKHqE9+eSTSkhIUOnSpdWxY0e3k/9+/vnneuyxx/TAAw/olltuUW5urmbNmuUIm5eqQ4cOmjVrloKCglSnTh1t2LBBK1euvOzfKODh4aHZs2erc+fOio+P1+LFi9W6desit4mJidHYsWP1448/OgW4Fi1aaPr06apevbrTI+bAwEBNmzZNPXv21B133KGEhASFhobq4MGD+vTTT9WsWTO9/PLLbtu6lGt8KaKjo7Vy5Uo9//zzuummm1SjRg3HFB0lme4kJCTE7W+tKLhD525dXl6e3nvvPTVp0sTpJZkLPfjgg/L19VXTpk0VFham7777TikpKSpTpowmTJjgVPfvf/+7Vq9e7RRekpOT9dprr6l9+/Z64oknVLp0aT3//POqUKGC/vWvfxV9Uv6/unXrKi4uzmm6E0lOQxGefvpprVixQs2bN1dycrJKlSql6dOn6+zZs3rmmWcc9dq2batq1aqpT58+GjJkiDw9PfXmm286rv/lGDp0qGbNmqV77rlHjz/+uGO6k/DwcO3cudNR76233tLUqVN1//33KyIiQidOnNBrr72mwMBA3XvvvZfVNgCLul6v494o3E134uPjY+rXr2+mTZtm8vPznerromkrjDHms88+M7fffrvx8vIyERER5vXXXzf/+te/jI+Pj1O9U6dOmQEDBphy5coZf39/07lzZ7N3714jyUyYMMGp7qFDh8yAAQNM1apVTenSpU3FihXNXXfdZVJSUhx1pk+fblq0aGHKly9vvL29TUREhBkyZIjJzs522teYMWNM5cqVjYeHR5FTn/zwww+md+/eJiIiwvj4+Jhy5cqZVq1amZUrV7qcgwEDBrhsHx4e7jQtx/Hjx02vXr1MSEiI8ff3N3FxcWbPnj0u9QqugbupHi6c7qRATk6OiY2NNf7+/mbjxo1uj6XAb7/9Zjw9PU1AQIDTVCqzZ882kkzPnj3dbrdq1SoTFxdngoKCjI+Pj4mIiDBJSUlOU2u4mx6jpNfY3XFdeC4uvEZ79uwxLVq0ML6+vkaS07nTJUx3crGipjtZunSpkWReeumlQrd/8cUXTaNGjUy5cuVMqVKlTKVKlUyPHj1Mamqq27bc/efoxx9/NN26dTOBgYHG39/fdOjQwe327hR8D2fPnm1uvvlm4+3tbW6//XazatUql7pbt241cXFxxt/f35QpU8a0atXKrF+/3qXeli1bTOPGjY2Xl5epVq2aef755wud7qR9+/Zuj/Pi67Fz504TGxtrfHx8TOXKlc2YMWPMG2+84bTPrVu3moceeshUq1bNeHt7m7CwMNOhQwen7xsAGGOMzZirOAobJda5c2d9++23bsfXXGj79u26/fbbNXv27BK/eYgbC9f42rDZbBowYEChd1ABwIoYY/cHuHi+rdTUVC1evFgtW7Yssp5kfxzm4eHhNIAfNy6uMQDgWmKM3R+gZs2aSkpKUs2aNZWenq5p06bJy8tLQ4cOdar3zDPPaMuWLWrVqpVKlSqlJUuWaMmSJXrkkUccb+bhxsY1BgBcSwS7P8A999yjd955R7/++qu8vb115513aty4cS4TkzZt2lQrVqzQmDFjdPLkSVWrVk2jRo3Sk08+eZ16jquNawwAuJYYYwcAAGARjLEDAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsYA1JSVL16n9ce6NGSTbblW175MjV7BEAAAS7Ys2caf8hXPDx8ZFuukmKi5Neekk6ceJ69/CPY7NJjz12vXtxbRR1bAXfga+//kO7BADApSLYldRTT0mzZknTpkkDB9rLBg+W6tWTdu68rl3DdfDf/0qnT1/vXgAA4KTU9e7ADaNdO6lBg9+Xhw+XPv9c6tBB6tRJ2r1b8vW9fv27Gs6ckby8JA/yfrFKlbJ/AAD4E+En+JVo3Vr63/+k9HRp9uzfy3futI/5qlnT/ui2YkWpd2/p6FHn7QvGWu3fb68fHCwFBUm9ekk5Oc51T5+WBg2SQkKkgAB7mMzIsG8/apRz3YwMe3sVKkje3lJUlPTmm851vvjCvu2779rvPlWuLJUpI/3225Wdk/x8afJke5s+PvY+9O8vHT/+e50OHeznxp0773QO0JL93EZH24NzuXJSQoL044/F9+WXX6Q9e6Tz5y/7cArlbozdpVwjScrKKv66AwBwCQh2V6pnT/ufy5f/XrZihfTDD/Yf1FOm2IPIu+9K994rGeO6j/h4+1i98ePtf585Uxo92rlOUpJ9X/feK02caA857du77uvQIalJE2nlSvuYsRdflCIjpT597IHrYmPGSJ9+Kj3xhDRunP2O3ZXo318aMkRq1szedq9e0pw59jGJBQHrwQelAwekzZudt01PlzZutJ+vAmPHSn//u3TzzdLzz9sff3/2mdSihT0YFWX4cKl2bXu4KokzZ+wvNFz8OXmyZNuX9BoVKMl1BwDgUhgUbcYMYyRjNm8uvE5QkDG33/77ck6Oa5133rHvZ82a38tGjrSX9e7tXPf++40pX/735S1b7PUGD3aul5RkLx858veyPn2MqVTJmCNHnOsmJNj7WdC3Vavs29as6b6/7kjGDBhQ+Pq1a+115sxxLl+61Lk8O9sYb29j/vUv53rPPGOMzWZMerp9OS3NGE9PY8aOda73zTfGlCrlXJ6YaEx4uHO9xER7uwcOlOzYivtc+B0ouHYFLuUalfS6AwBwibhjdzX4+zu/HXvhWLuCu0BNmtiXt2513f7RR52XY2Lsj20LHosuXWr/MznZuV7BSxwFjJE++EDq2NH+9wvvOsXFSdnZru0nJl69sYHz5tkfKd59t3Pb0dH2c7Rqlb1eYKB9zOL77zvfwXzvPft5qlbNvrxggf3Rbny88/4qVrTfwSvYX2FmzrTvv6TToNx3n/1u68WfIUOK37ak1+hCxV13AAAuEaO/r4aTJ6WwsN+Xjx2zP1J7913p8GHnutnZrtsXBJkCZcva/zx+3B6C0tPtLzTUqOFcLzLSeTkz0/54MiXF/nHn4v5cvM8rkZpqP74Lz0VhbT/4oLRwobRhg9S0qfT999KWLc6Pi1NT7cHs5pvd76906avVc7sqVaQ2bVzLf/qp+G1Leo0uVNx1BwDgEhHsrtRPP9nDzIU/wOPjpfXr7Xd66te3363Kz5fuucf+58U8Pd3v2914vKIU7LtHD/udOHduu815+Wq+yZufbw91c+a4Xx8a+vvfO3a0v6zx/vv2YPf++/Zg9MADzvuz2aQlS9yfI3//q9f36+FqXXcAAP4/gt2VmjXL/mdcnP3P48ftg/tHj5ZGjPi9Xmrq5bcRHm4POQcOON+92r/fuV5oqP1tzLw893eerrWICPtLG82aFR8Y/fzsb8fOm2d/KeK99+yPIm+6yXl/xtjvgt1yy7Xt+5Uq6TUCAOAaYozdlfj8c/tbpTVqSA8/bC8ruAtz8V0Xd2+kllRBaJw61bl8yhTnZU9PqWtX+zi7Xbtc95OZefl9KIn4eHuoHDPGdV1urutbrA8+KP38s/T669KOHfblC3XpYj+m0aNdz6cxrtPHXOxaTndysZJeIwAAriHu2JXUkiX2kJCba59S5PPP7QPrw8Oljz6yz9km2cdGtWghPfOMPVBUrmyfCuXAgctvOzraHtgmT7aHmSZNpNWrpX377OsvnE9twgT7SwWNG0v9+kl16tjH/G3dar+bduzY5fdDsv9araefdi1v2VKKjbVPdzJ+vLR9u9S2rX0cXGqq/c7ciy9K3br9vs2999rvMD7xxO+h9EIREfa2hg+X0tKkzp3t9Q8ckD78UHrkEfu2hRk+XHrrLXv9a/17ZC/lGgEAcI0Q7Eqq4LGql5d9ktx69ew/xHv1soeNC82da38b8pVX7HeW2ra1B8MLHzNeqrfftr8N+s479lDTpo398WWtWr+HSsk+IfBXX9l/BdqCBfY7SOXL2ycMnjjx8tsvsGmT/XOxMWOk5s2lV1+1h5zp06X//Mf+2xmqV7eP+2vWzHkbHx/7JL5z5tiPx91LF8OG2R/DvvDC73O8Va1qP6edOl358VxNJb1GAABcIzZjGKl9w9q+Xbr9dvtvZih4FIw/F64RAOAPxBi7G4W7Xzg/ebL9TdIWLf7w7sANrhEA4DrjUeyN4pln7PO8tWplf7y5ZIn988gj9keTuP64RgCA64xHsTeKFSvsY8y++84+IXK1avbfU/vkk/YQgeuPawQAuM4IdgAAABbBGDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEX8PyV/kNSm7gv3AAAAAElFTkSuQmCC", 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" ] @@ -1146,21 +1009,25 @@ "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.030649185180664062\n" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "predictions, frames = process_video('videos_example/421.mp4')\n", + "# predictions, frames = process_video('videos_example/421.mp4')\n", "\n", "for i in range(30):\n", " start = time()\n", " top_pred = process_results_for_plot(predictions = predictions[i], threshold = 0.5, classes = classes, \n", " class_sizes = class_sizes_lower, dangerous_distance = 100)\n", - " prediction_dashboard(top_pred=top_pred)\n", + " fig_mat = prediction_dashboard(top_pred=top_pred)\n", + " # plt.imshow(fig_mat)\n", " print(time() - start)" ] },