{
    "cells": [
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "3100fc3f",
            "metadata": {},
            "source": [
                "# 🐝🎵 Introduction to Xylo-Audio"
            ]
        },
        {
            "cell_type": "raw",
            "id": "1f5578cd",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "Xylo-Audio is a platform for audio sensory processing, combining a low-power analog audio front-end with a low-power SNN inference core.\n",
                "Xylo-Audio is designed for sub-mW audio processing, in always-on applications.\n",
                "\n",
                "This notebook gives you an overview of interfacing from Rockpool to the various cores of Xylo-Audio.\n",
                "\n",
                "See also :ref:`/devices/quick-xylo/deploy_to_xylo.ipynb` and :ref:`/devices/analog-frontend-example.ipynb` ."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "5e4cac89",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 1,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# - Display images\n",
                "from IPython.display import Image\n",
                "\n",
                "Image('xylo-a2-block-level.png')"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "7fbbedc9",
            "metadata": {},
            "source": [
                "## Part I: Using the Xylo-Audio v2 SNN Core"
            ]
        },
        {
            "cell_type": "raw",
            "id": "c78f9126",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "Interfacing with the Xylo SNN core is the same as for other Xylo family devices, making use of the Xylo deployment pipeline; :py:class:`.syns61201.XyloSim`; and :py:class:`.syns61201.XyloSamna`.\n",
                "\n",
                "See also :ref:`/devices/quick-xylo/deploy_to_xylo.ipynb` and :ref:`/devices/xylo-overview.ipynb`."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "a1fd018c",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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ECBAgQIAAAQIEai0g7Kh1+xRPgAABAgQIECBAgAABAgQIECBAgAABAgQICDvcAwQIECBAgAABAgQIECBAgAABAgQIECBAgECtBYQdtW6f4gkQIECAAAECBAgQIECAAAECBAgQIECAAAFhh3uAAAECBAgQIECAAAECBAgQIECAAAECBAgQqLWAsKPW7VM8AQIECBAgQIAAAQIECBAgQIAAAQIECBAgIOxwDxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK1FhB21Lp9iidAgAABAgQIECBAgAABAgQIECBAgAABAgSEHe4BAgQIECBAgAABAgQIECBAgAABAgQIECBAoNYCwo5at0/xBAgQIECAAAECBAgQIECAAAECBAgQIECAgLDDPUCAAAECBAgQIECAAAECBAgQIECAAAECBAjUWkDYUev2KZ4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAQdrgHCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVoLCDtq3T7FEyBAgAABAgQIECBAgAABAgQIECBAgAABAsIO9wABAgQIECBAgAABAgQIECBAgAABAgQIECBQawFhR63bp3gCBAgQIECAAAECBAgQIECAAAECBAgQIEBA2OEeIECAAAECBAgQIECAAAECBAgQIECAAAECBGotIOyodfsUT4AAAQIECBAgQIAAAQIECBAgQIAAAQIECAg73AMECBAgQIAAAQIECBAgQIAAAQIECBAgQIBArQWEHbVun+IJECBAgAABAgQIECBAgAABAgQIECBAgAABYYd7gAABAgQIECBAgAABAgQIECBAgAABAgQIEKi1gLCj1u1TPAECBAgQIECAAAECBAgQIECAAAECBAgQICDscA8QIECAAAECBAgQIECAAAECBAgQIECAAAECtRYQdtS6fYonQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEhB3uAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDWAsKOWrdP8QQIECBAgAABAgQIECBAgAABAgQIECBAgICwwz1AgAABAgQIECBAgAABAgQIECBAgAABAgQI1FpA2FHr9imeAAECBMoSGDduXBo7dmy677770rPPPpuef/759NxzzzX+xP+eYoop0tRTT52mmmqqxp/43wsssEBafPHF0yyzzFJWGY5DgAABAgQIECBAgAABAgQIECDQhoCwow00uxDoN4HHH388vfLKK1mXNeWUU6bpppsua9tubPTyyy+nJ554IuvQ00wzTeOBdD+NN998M/3jH/9oeklzzz13P11y167ltddeS5deemm69tpr0zXXXJPuuuuuts81wwwzpOWWWy6tssoq6TOf+UyaaaaZ2j6WHQkQIECAAAECBAgQIECAAAECBFoXEHa0bmYPAn0nsNBCC2U/6I2Huvfcc0/jk+29GFtuuWU644wzsk69yy67pOOOOy5r27psdP3116cVV1yxabm33nprWmKJJepySaNe5zPPPJNOPvnkdOSRR6annnqqK+dff/3109Zbb53WWWedNNlkk3XlHA5KgAABAgQIECBAgAABAgQIECDwtoCww91AgED6f//v/6WVV145W2K77bZrPCwe7RGfwt9ggw2yTvuBD3wg3X333X03vVBOr2655Za01FJLZTkN0kbx9tIBBxyQDj300FG77AgHjzrqqLTpppumiSeeeNTO60QECBAgQIAAAQIECBAgQIAAgUETEHYMWsddL4ERBPbee+90xBFHZPv86le/SmuttVb29p1uGOspzD///NmfxD/33HPTZz/72U5PW7n9hR3ttSTeRtpkk03SX/7yl/YO0OFeyyyzTCP0WHrppTs8kt0JECBAgAABAgQIECBAgAABAgSGExB2uC8IEGgIxFoYsdDyvffemyUy2tNZbbPNNum0007Lqm3zzTfPnuoq64AV2kjY0XozzjzzzLTFFlu0vmMX9og3S/bff/800UQTdeHoDkmAAAECBAgQIECAAAECBAgQGFwBYcfg9t6VE3iXQKz1sOSSS2bLjNZ0VvEWSax9kDMihInpq/ptYfLx1y7syLkL3t6mSkHH+Kp23nnndPTRR6dJJ520tYuxNQECBAgQIECAAAECBAgQIECAwIgCwg43BwEC7xA46KCD0n777ZetcsUVV6S11147e/tWN3z++efTfPPNlz191dVXX51WW221Vk9Tm+2FHfmt+u1vf1vZe+FTn/pUOuuss9Lkk0+ef0G2JECAAAECBAgQIECAAAECBAgQEHa4BwgQyBN4/fXX03LLLZfGjh2btUO3p7Pafvvt0ymnnJJVy2677db4xHw/D2FHXnfvuOOOtOiii+ZtPGSr2WabLS2//PJpnnnmSbHQ/ZRTTtl4C+OFF15IsXbMM888kx577LEUvfjXv/7V1jlip1gn57DDDmt7fzsSIECAAAECBAgQIECAAAECBAi8LeDNDncDAQLvEojFnGMx8NzRremsfv3rX6c111wzq4y55pqrsfj0+9///qzt67qRsKO4c2+99Vb6xCc+kf7whz8Ub/x/W6ywwgpp1113TWussUaaZpppsvZ74403GvfcDTfc0HhLo5XzjT/Bbbfd1lgrxyBAgAABAgQIECBAgAABAgQIEOhMQNjRmZ+9CfStwLHHHpviTYncUfZ0VvEp+o985CPZ01fddNNNaZlllsktt7bbCTuKW3feeeelTTbZpHjDlBr32Nlnn52WWGKJrO2bbRRry3zrW99KEWDkjqWWWirdeOON1u/IBbMdAQIECBAgQIAAAQIECBAgQGAEAWGHW4MAgWEF3nzzzbTWWmulWAMjZ5S9MPguu+ySfvKTn+ScOu2///7pO9/5Tta2dd9I2NG8g6+++mqad95506OPPlrY6q233jpFqDdmzJjCbXM3iK+bH//4x2nPPffM3SX99Kc/Tdtss0329jYkQIAAAQIECBAgQIAAAQIECBB4t4Cww11BgMCIAo888khaaKGFstcl2HbbbbPX12jG3srC0vGJ/Hir473vfe9AdFLY0bzNMZ3U5ptvXngvbLjhhun888/v2hsVp512WnaAscoqq6S45w0CBAgQIECAAAECBAgQIECAAIH2BYQd7dvZk8BACJx55plpiy22yL7WTqezigWfF1xwwaxP5kdRf/3rXxuBzKAMYUfzTm+66abp3HPPbbpRrO8SC5iX+UbHcCc85ZRT0vbbb591az777LPZa4VkHdBGBAgQIECAAAECBAgQIECAAIEBExB2DFjDXS6BdgRi/YNYByFndDqd1e67756OOeaYnFOlI444oqXpgrIOWvGNhB0jN+i1115Lk002WWEHL7300rTeeusVbtfpBjGlVSw+HouYF42f//znabPNNivazN8TIECAAAECBAgQIECAAAECBAiMICDscGsQIFAo8PTTT6eFF144e7Hwdqezuvbaa9NKK61UWE9sENv95je/SZNMMknW9v2ykbBj5E7mTH8Wbw3deeedo3Y7xKLl66yzTuH5IlA855xzCrezAQECBAgQIECAAAECBAgQIECAwPACwg53BgECWQKXX355S5+Gb3U6q5deeiktuuii6YEHHsiqJ7abc845s7btp42EHSN380c/+lHaY489mrb7oIMOSt/85jdH9ZZYfvnl0w033ND0nKMdwowqgJMRIECAAAECBAgQIECAAAECBEZBQNgxCshOQaBfBHbcccd00kknZV1Oq9NZ7bXXXunII4/MOvapp56att5666xt+22jKocdb731VoN7ookm6gn717/+9XTIIYc0Pfc111yTVl555VGt76ijjiqcbu0DH/hAevHFF0e1LicjQIAAAQIECBAgQIAAAQIECPSTgLCjn7rpWgh0WSAexsZi4I8++mjWmXKns/r973+fVlhhhaxjbrjhhuniiy/O2rYfN+p12BHrUNx6663pyiuvTPfdd1/65z//mR577LH0yCOPNLhjgfkIumabbbY088wzN96+iXAh/kw99dRdbck222yTTjvttKbn6MWC9n/4wx/SsssuW3jtr7/+epp00kkLt2tng//85z/p7rvvTrfffntjcfaYmm7cuHHpueeeS3He6NXss8+eZp111jTLLLM0/v/4P93uWzvXM+E+b7zxRuP+i7e94s/999/f+G+s3zL33HOnWJA+7sM55pijcW0TTzxx26d8/vnn0y233NK45+P74OOPP56efPLJ9MEPfrDhFcefaaaZ0nzzzdd4U62K4+WXX04333xz4xqi/vjvE0880Qgpo/a4jvjvjDPOmJZZZpmuf90WGcX3nOhnrH0T92/UG32I+3f895u4d8M+7t/xfYj6p59++oGb6rDI098TIECAAAECBAgQIECgnwWEHf3cXddGoAsC119/fVpxxRWzj1w0nVU8eFtkkUWypq+KT7/fe++9jQdxrY54APrd7363cLevfOUrjXq6NR588MG0//77Nz18PIyNt1yGe8jcq7Aj1sO48MIL0/nnn5+9dsvQi1xuueXSZz7zmbT99tunKaaYonTiWBsj1shoNm677bbGouGjOV555ZU0ZsyYwlPGA+d27u2RDhxfW1dddVU6++yz03nnnVd4/pE2iCm2dt111/T5z3++9Aff8eA63sgZacSaPEccccSw542QJq7tO9/5Ttb3jzjHRz7ykXTwwQenT3/609mhRwRFV199dTr99NPTueeem+0Y54rAN9ZjKWPKvSKreeaZZ8TvLXEN8TUc9RcFgkMv8FOf+lTabLPN0tprr92Vr9vhQCPguPHGGxvr2PzsZz9rhBrtjPg348tf/nLaaqutUvgYBAgQIECAAAECBAgQINDfAsKO/u6vqyPQFYGvfe1r6Qc/+EHWsYums9pnn33S4YcfnnWseNgeD97aGffcc0+af/75C3fdd999C6dCKjxIkw0OO+ywFIFK0YhPLk855ZTv2my0w454CyDWwYjpn8oa8QAyHjhH6DH55JOXddiUszbGpZde2tLaM2UVl1PbXXfdlRZYYIGOT/nCCy+kWL/k29/+dsfHGnqAmD4u+vaJT3yilOnKct56iTdS4k2J8SPCowgeYv2V3LfMhl5HvHURU57FA/xmI+6XuN6nnnqqI8sIOPfbb7+O3twpsopwJb7PDR0RdG233XZtBwbjjxdft2eccUaKt+u6Nf773/+mX/ziF40ArN3ejlTb6quvnmIqxvXXXz+9733v69YlOC4BAgQIECBAgAABAgQI9FBA2NFDfKcmUFeBV199NX3sYx9L8XA2Z8QD0lhnY+iIT+7Gp/1zxkjHyNl3/DYf//jH09ixY5vuEtMvPfzww6U8yB3uROEWbxc0G5tvvnnjoeJwY7TCjpje6IADDkhHH310K8QtbRtB2Mknn9x4+FjGiE/rX3TRRU0PtfPOO6fjjz++jNO1dIx4UP2Pf/xjxH1iCqHPfvazHU25E2umxLVFGNnuJ+FzLyoerB933HFp1VVXzd1l2O2KHuDHThOGHTFd1XrrrdeY0qiMEW+sHHPMMe/6eg+/vffeO3uNopxaVlpppXTWWWc1pltqZxRZDQ074k2hL37xi4VfE63WsvvuuzfC7jKDyqghvrfttNNOjbf3ujnGh6277bZb177Pd7N+xyZAgAABAgQIECBAgACBkQWEHe4OAgTaEvjTn/6Ullhiiex9L7vssrTuuuv+b/uYYiemE8p5sBUPxeMTy1NNNVX2+YbbMB7OxsO/ohGByJJLLlm0Wct///e//z1rKpWYimmttdYa9vijEXbEQ/nVVlste2qgliGG7BChSnzqvZO1FOKQ8RA2HlwXjQhyqr4ORdE1DP371157LUWQ0+oURa2eZ+j28VbWnnvu2fZD46IH+HG+8WFHrBUTU5V1+pbF0GsY+jZXTHm35pprduX+j+9lf/vb39I000zTMn2R1YRhx+WXX96YeqpboVeE1PG9qKw1ZuLtk5juazRHTMt20kknZU0xN5p1ORcBAgQIECBAgAAuasytAAAgAElEQVQBAgQItC8g7Gjfzp4EBl4gpoFpNt/+hEBDp7NqZSqsmGt+lVVW6dg7FtOOxWuLRlzT9773vaLNWv77WHsgPi3ebMSnjuNh/EgPEbsddsSD2PgEetkPlIuw4u2OmJqok0Dr+9//fvrGN75RdKrGNDwxJVqn4UrhiUZpg5deeqkxHVOsp9OLEWFVu1NmFT3Aj+uJsCOuMd6K6ta44IILGut4PPPMM2nppZfuStAxvvZ4qB9rUbQ6iqzGhx0RlkYo1O0Ra6UUrT+UU0O83bXDDjvkbFr6NvG9LtZjKSu0Kb1AByRAgAABAgQIECBAgACBlgSEHS1x2ZgAgQkFYn71FVZYIcVDuJwxfiqqm2++OS2zzDI5uzQ+NR4hQVkjpsCJTz03G92ayipnGq299tqr6Rom3Qw7YnqtePjXrU+DF/Uw7onf/e53abLJJivadNi/b+XT4fEWRNxXZU/F01bhHe701a9+Nf3whz/s8Cid7X7dddc1vhe0Oooe4Mfx4q2wbr6lEOeIMDamxtp4443TDTfc0OpltLz9mWeemb7whS+0tF+R1fipxeKtrNEaN910U/b38uFqigXm4w2LXo4ItnND+17W6dwECBAgQIAAAQIECBAgUCwg7Cg2sgUBAk0E7rvvvhQP2XJHPJD+5je/mTV9VRw3pssaM2ZM7uELt4tPVH/uc58r3C4e/Mc0W2WNmBpqrrnmKjzcH//4x6afYO9W2PHkk0+meeedt+WgY8EFF2wsHj3rrLOmaaedNo0bNy7FugoPPfRQ4dokw2Fsu+226ZRTTil0Gm6DWJi7lTdDYpHqWMj7k5/8ZNvTMLVVaIk7xZRrEaK1MuLtoTXWWKOxdkT07M0330yxvsPjjz/e6F3cq60GXhEQxn6tfkK+6AF+K9dVp22L3uAa7lqqaBXfo+PNm1hzptURYfmcc87Z8kLkMcVY7DfddNOl97znPenpp59Ojz32WOM48X2nnbfSJlwXptXrsD0BAgQIECBAgAABAgQIVEdA2FGdXqiEQG0FfvKTn6Rddtml9Pq7sXbGv//97xQPGotGTM8S07SUNY466qjGWyrNxtAFhofbtlthx0YbbZR++ctfZl1ufAo+1j7ZdNNNG0HHSCOCjwi3TjjhhJaCj1gUPRYPbmdETeeee25Lu0bosdVWW6UwyAmkWjp4lzdedtlls9+sisW4YwHohRdeuOkUXvEQ+je/+U366U9/2uhf7rjqqqsaIUoro9MH+PG1HAu7x9RkEbxNP/306fXXX08R3l177bXpjDPOyPbJqTveXokQNO6ZhRZaqBHEPvzwwynW44lp2CIkzR2tvg3TqVXUFd9jtttuu8aaRPG/wy8CqggMIiy45JJLUnw/byXsiu9JERi2Olp5qyMCjpj6MN7+KnrzKwLyWLvm1FNPzb6Ob33rW+nAAw9s9RJsT4AAAQIECBAgQIAAAQIVExB2VKwhyiFQR4G33nqrsWZAPOwsa5Q1H/xw9WyzzTaFCznHQ+94gFnWyJnCKtaciAd6zUY3wo54MBgmOSOmIvvxj3+cFRhNeLxWF0y+5ZZb0lJLLZVT0ju2ifPEVGXtjniIHfuvvvrqWQ9W2z1PGfvFp9jnmGOOwkNFCBBB1jzzzFO47dANYp2bLbfcsrGuQdGIwKjVBdI7eYD/la98pfH10myx7/jeFGtC7LjjjkXlN/37JZZYonGcZm97xbliyq2o6a677io8X9GUdUMP0IlV1B8P9DfYYIM0ySSTNK3tlVdeSXvssUc68cQTC68hNojwJGxaGfE20QILLJD1hl87IVrU8vLLL6fvfve76Qc/+EFhaRHgxttN/bKOT+EF24AAAQIECBAgQIAAAQJ9KiDs6NPGuiwCoy0Q04jEw6tWPhE8Uo3xkDvmzY8pSrox4lPr8TC7aNx+++2NT3B3Oh588MHGtCtF44EHHijcruywI/eBedQen5LffPPNiy5jxL+P8CgWgY61EYpGLFgenzJvZ7TylkrR8eM+iXVMll9++can4cucUq3o3EV/f8wxx6Tdd9+96WZx//72t79tTPnT7njxxRfTyiuvXPjWQjwwjjcqWhntPMCP80SoFf3IHXHvRmjTzoi1XcI5d4qu3Cnh4joiTMqdAqodq7jeCDnioX/uecYbxVoWMeVg0YgpzGL6s1bG73//+8I1XuKtk2uuuaalPg+tIQKoeKMp3lYpGjElYzuBYNFx/T0BAgQIECBAgAABAgQIjJ6AsGP0rJ2JQN8L/OIXv2gsJNzp+Nvf/pbmn3/+Tg8z4v4xTU+sMVE0t3tZb5fEuhDxSelmY7nllkvxALBolB12xEPceGheNOLT0bEQdqcjHpzHp+Mj2Ckaf/7zn9Niiy1WtNm7/j76Gg8tywjehh48+hRTGcX0URHKzTzzzC3XV9YOEUDE/dBs3HzzzS2v6THc8eIBfgQnRV8zMYVUbigQ52n1AX5MvRTTU80000wtM6611lotvX0WD9vDL0LcVkfuG0Z33HFHY1qxnNGqVRwzvrZjyrl2Rrx9EUHf9ddfX7h7TOU1++yzF243foNYl2f77bdvuv3hhx+e4u2XTkd8v4+3tYrePGx1WrFO67I/AQIECBAgQIAAAQIECJQvIOwo39QRCQy0QIQdEXq0OzpZr6GVc+67777p0EMPbbpLzhoaOefMWVfhpJNOKnz4F+cqM+x4/vnn09RTT114CZ/61KfSBRdc0PInw0c68I033pgiNCgasZB8zOvfzsh9e6edY0+4T0x3tuKKKzbe/IipymLKqKJpgjo95/j9P/jBDzYNdKJvF154YVmna0xXFOt4NBvxhlcsfJ47Wn2A30kQGl9jrUxndcUVVzSm52t3xAP2CD2ajZgebLXVVss6RatWEShsu+22WcceaaO//vWvaZFFFik8RqtTTcVUX82ml4q3XmLB+7LepMp5syfW+on1XwwCBAgQIECAAAECBAgQqK+AsKO+vVM5gUoKPPvss40HvkWfAB+u+FVWWaWxNsBozJsei9jGPPZFo5VPXg93rNxpop555pk07bTTFpVTathx7LHHZi0EHlPtzDjjjIW1tbLBfvvtlw466KDCXXKm9hrpIH/84x/Tuuuu29a9WFjYCBvE2wDxgDym0orFunN62s65Yl2FogfBv/rVr1K8zVDWiKmAdtlll6aHi4fjsXB37mjlAf7PfvaztqeiinpiqqUPfehDWaVtscUWjQXHOxkxBVRMBdVsRJgXoV7OaMVqk002Seecc07OYQu3mW+++QrX1sgNa8efLKazu+iii0Y8d4QhsYZRWSMntIn7e6eddirrlI5DgAABAgQIECBAgAABAj0QEHb0AN0pCfS7QDxkXWeddVq6zHhIHA+kch9GtnTwETbOeYh34IEHNua8b3fkrKvQyifwy3qz44033kjx5krRdFKxCHTRGzDt2LzwwgtpqqmmKtw13iTIXTx9uIPFA+6NN944jR07tvBc3dggpgGK4CNClzLXA4i+zT333E1LjsBx+umnL+2ych62dyvsiE/6P/roox2v4xOhXU4Qe+utt2aFoc1wY7H2onu3lTfZcvyjnrCKBdLLCtoOOOCAFFP6NRsRXsa6ILmj6HtvBCHxdVPWiKmsitaAEnaUpe04BAgQIECAAAECBAgQ6J2AsKN39s5MoK8FYlqfWGQ8d5T9Sd6c88Y0KnHeZiPeUrnzzjtzDjfsNjkOMUVUfNI5Z5QVduROJfX44493bV2Kok93h8dWW22V4qFxJyOCnZhaLXodD8x7NeJa4sHxHHPM0XEJEd7EtFkjjZheKxaEL3Pcc889hWvpdCvsiAfp8UC90xFvnUQQ0GzEG18RdnQ64vtffP03G/vvv39hkDB+/9ywoyyr8efNWUw8FgGPN8VyRiwaXvT2XoSUsfB5maNo2jdhR5najkWAAAECBAgQIECAAIHeCAg7euPurAT6WiBnypChAPFw9vbbb09TTDHFqNnEnPBx3qLR7joBOdPmxBstsfjz5JNPXlRG4+/LCjti8d999tmn6TnLnApnuBPlLGgfn1IPnzJGfLo71hY44YQT0qWXXlrGIds6Riy6HMFLJ29dxLVcc801I54/PtX/sY99rK36Rtrp17/+dVpzzTWbHrNbYcd9991XypsxOYu677333umwww7r2C7n7Zudd945HX/88Vnnyg07Opn6bbhC7r///jTvvPM2rXHrrbdOp556atZ1xEZxLS+++OKw20cQkruOSe4J//Wvf6UIO5oNYUeupu0IECBAgAABAgQIECBQXQFhR3V7ozICtRR47bXXGp84/8tf/tJy/a18Orjlg4+wQywuff311zc9XMy7//Wvf73lU+asibHDDjukE088MfvYZYUdOW9VdHvB3typrOINhZxQKhsxpUaAEtOtXXzxxemXv/xlK7uWtm3Za2qUVtgIB9p+++1TLHrdbHQj7IhAMO6ViSaaqONL/MxnPpPiTapm47zzzkuxXafjwQcfTHPOOWfTw2y++eYpFs/OGTlhR1lvpUxYz7hx49I000zTtMRuB6M5Ps22OfPMM1Osw9JsCDs6VbY/AQIECBAgQIAAAQIEei8g7Oh9D1RAoK8E4hPrMT1UuyM+eR8LO4/WiIe38RC32Vh00UUbb520OnKmsPrd736XYl2H3FFG2BHTyEw55ZQpPu3cbMQD5qJPQ+fWPdJ2G2ywQeFbFueff35j3Y1ujZdffjndfPPNjdDrN7/5TWH4VWYd3Q6Uyqo1ArmcxZu7EXasvvrqKd4qKWPEGhpF06K1eg0j1ZUTdnz+859PZ511Vtal5YQdZSysPrSYN998M00yySRNa2xl3aGsiy1xo5iSbMkllyw8orCjkMgGBAgQIECAAAECBAgQqLyAsKPyLVIggfoIXHfddemTn/xkRwXHtEUxbVTRJ4k7OskEOz/77LNpuummKzzcvffeWziVy4QHibUhZp999qbHjWuNNTGKHiROeJAywo6caWlWWGGFFP3s9sgJx0b7IWSEH3/6058aU+3EugsRgBQFQ504xfQ/MQ1Q1UYs5B1TZUXYVPQ2xPjaWw0Kch7gx1tV8XZVGWO77bZLseh9sxFfu7POOmvHp8sJO8p+s+PAAw9M3/rWtzqufegBita72HDDDRtvSVVlxNdrBJgXXnhhirc6cr5+R/v7TFWs1EGAAAECBAgQIECAAIF+EhB29FM3XQuBHgo8//zzaZFFFillAehWPu1cxiXnTG1z6KGHpq985SvZpzvuuOPSF7/4xabbt7MoexlhR0zbtNFGGzWtbY899khHHnlk9vW2u+ERRxyRYo2EZqPdacTarWnofvEmTEylFQ9P4+F8BABFi1y3eu677747zTfffK3u1tH2EfQ9/PDDKdaWif/GWg/xJ9bHaPf6uhF2HHPMMYVfS7kQOWFHrCURU2d1OnoRdvzsZz9LW265Zaelv2v/qoUd//73vxv3bfx56KGHUqy/FH/i6zS+lnLCjaEXKewo/bZxQAIECBAgQIAAAQIECIy6gLBj1MmdkEB/CsQDtty553MERnN6n/hEckzD0my0Ohd+zlogf/7zn9Niiy2Ww/G/bcoIO2Ian5jOp9k4+eSTUzwY7vbImUs/QqYIm6o0Yh2DeOsjpiG78sor2w4Hxl9TTGUWIUoZ61IMdYo3FX7/+9+nsWPH/u+BcDtr6uT4dyPsOP300wvXW8ipLbbJCTti2qYy+tCLsKNb3zd7EXZEyBjhW7xlFfdrBBkRxLUbZhTdI8KOIiF/T4AAAQIECBAgQIAAgeoLCDuq3yMVEqi8QExz89nPfrbUOuOT1fFQa5ZZZin1uMMd7JVXXkkzzjhj4aeBY/qnueeeu7CemJqqaBqcBRdcMN15552Fxxq6QRlhR87bFPEg/xOf+ETL9bW6Q6zFsOaaazbdbdttty1cGLvV85a9fdwbl1xySWP9hdtuu62tw5f1qfwnnniiEW7EvRJBTDwwHq3RjbDjoosuKnwTKff6csKOeMhexsgJO1p5iy1nyq/LLrssrbvuumWU/45jjFbY8dprrzW+jiI4j/u3nTc02r14YUe7cvYjQIAAAQIECBAgQIBAdQSEHdXphUoI1FLgscceSwsssEDWQ6l4wH/AAQekTTbZJOta46HdpZdeWsqnrItOuMsuu6R42NVsHH744WmvvfYqOlQ6/vjj06677tp0u1anxRp/sDLCjv333z/F3P7NRqybMv/88xdea6cbxKe2462ZZmP99ddvPACty4g3KGIas6KFsIdeT6tvDw3d/7nnnkuxvkUsJt6r0Y2wI9ZMWXXVVUu5pH4PO8q0mhC822FH/DtywgknpKOOOirr35JSboYhBxF2dEPVMQkQIECAAAECBAgQIDC6AsKO0fV2NgJ9JRDTvayzzjrpqquuyrqu+MT74osvnr7whS+kn//851n7nHTSSWn77bfP2raTja6//voUU081G0sttVS65ZZbCk+z8sorNz6V3GzEp74//OEPFx5r6AZlhB277757inUQmo2yFmkuusB4eyfCsmZj7bXXTldccUXRoSr393Ft++yzT7r88suza4t1B+aYY47s7WPDeBMhpgOLNWJG85PwwxXZjbAj3lJZbrnlWjIZaeN+Dzvi+9jyyy9fitWEB+lm2BH3boTDvb53hR2l3zYOSIAAAQIECBAgQIAAgVEXEHaMOrkTEugfgWOPPTbttttuWRf0ne98J8UbBTGefvrpxnRQuQ+3Yq72ueaaK+s87W70xhtvNB4yx0P+ZqPoYXTOFFYrrLBCuu6669oqtYywIydsijUppppqqrZqbGWnmC6r6OHs5z73uXT22We3ctjKbBtBRLxt8YMf/CCrpvhk+5e//OWsbWOjeAMnHhQXhWvZBxxhwxlmmCEtvPDCjXVFmg1hx9s6vZjGqsxgaMI+dyPsiDeRdt5553Teeed1ens23T+mRNx4440L37QSdnS1DQ5OgAABAgQIECBAgACBUREQdowKs5MQ6D+Bu+66Ky200EJZFxbT88R88+95z3v+t3084MqdzirCgVgIepJJJsk6X7sb5UzvVPQwOqZiiQd4zUYni3+XEXaEe9EDxueffz5NOeWU7VJm75dzH8QUYzEtVJ1HLAifM61VTN0W6y7kjFi0OYKi3NAw55gTbhNvUyyzzDJpgw02aKzfcvXVVzfe5Go2hB1v6wg7Rr5T/vvf/6aVVlopRdjZjRFTJi677LKNtV7WWGONFOsyFYW3wo5udMIxCRAgQIAAAQIECBAgMLoCwo7R9XY2An0h8J///KfxICl3IeZ4KLvIIou869o//elPp1h8OGccdthhae+9987ZtO1tYsHw+PR6sxEPf2+66aYRN8mZwurZZ59N00wzTVt1lhF27LjjjimmB2s2Rmsaqx/96Edpjz32aFrLN77xjXTwwQePuE2ECK+//vqIfz9mzJjG1Gm9HE899VSaZ555CoOJ3IXrH3roofTxj388xXE7GfGp90UXXbTx5lT8iXVa4v9/5CMfSZNOOuk7Dv2rX/1K2NECtrBjZKz4mv7+97/fgubwm8a9Ot988zXu3fj6iv8f38Pja37C8cILLwg7OtZ2AAIECBAgQIAAAQIECFRfQNhR/R6pkEDlBPbbb7900EEHZdUVD7S+9rWvDbttTPkUD1dzP5l+xx13FIYRWUU12WixxRZLEc40Gw8//HCaffbZ37XJE088kWaZZZam+37qU59KF154YdtllhF2RD+KplUarQXKc2opWsy9aIqdwH7ttdfSe9/73rbdy9gxJ2SK8OHFF18sPN16663X0logccAIUj75yU82FoSP+zzWSpliiikKzzV+A2FHNlVjQ2HH8F5XXnllinV4WhkxjVq8oRH37kc/+tHGvwPTTz999iGEHdlUNiRAgAABAgQIECBAgECtBYQdtW6f4gmMvkDOGgvjq4oFvW+88cZ3fUJ8wqpPP/30tNVWW2VdSHxqd+zYsV19aJ3zpkEs7h2LQQ8dJ554Ytppp52aXku8yRJTq7Q7ygg7IugYKYAaX1e3Fjoeet0564eE6w477DAiWaz/8sADDzQlHa3wplkRv/zlL7N6/+qrr6b3ve99Ix7q2muvbUwBlDtiXZ1tt902Lb744rm7DLudsKM1PmHHu71aXa8pwuH42l999dWb/jtS1BlhR5GQvydAgAABAgQIECBAgEB/CAg7+qOProLAqAjEJ85jnY6iRbzHFxPresSnx5uNWMA51imIB6k5I9bViMXOuzUee+yxNNtsszU9fKxlEAsBDx2rrrpq0wWc41P7Me3QZJNN1nb5ZYQdOaHM8ccfX7j2SNsXMcGOK664YopgpdmIRbFjerCRRs4xLr744rThhhuWUXLbx7jnnnsabzIVjX/+859pxhlnHHGzWDcj5+slPgV/zjnnNKb3KWNcfvnlKd4oaTas2fG2jrDj3XfKL37xi7TZZpsV3o7xvfL8889vvM1Rxog1iKaeeuqmh7JmRxnSjkGAAAECBAgQIECAAIHeCgg7euvv7ARqJbDddtuln/70p1k1t7LGRkwL9eEPfzjruLFRLHa+9NJLZ2/f6obxgC0WY242IhSZcMqqeEA988wzN92njIW2ywg74iHiZz/72aa1xiLrEXh0c8SiwUPn1h/ufM8991zTB5U5C64fcsghad999+3m5RQe+5lnnsmaeiemdRtpeqmXXnopa+qpmLIq3oLK8S0s/P82yHkLS9jxtqaw4913VnwPjFChaJT9Jtbf//73wtBP2FHUFX9PgAABAgQIECBAgACB6gsIO6rfIxUSqIRATL8UC4rnjHjzIR7KD13guNm+OW8bjN8/FqON9TvKfJA7YW1nnnlm2mKLLZpe6tA3H04++eSmUy3FweJtkLDpZJQRdsSDxHgY3mzEWwG33nprJ6UW7htvW8Q0Nc1GLJQdb0Q0G7vvvnuKqcWajQhE4i2HXo7cUC/edhpp5K53cPfddzcWbi5zHHjggSnerGo2hB1v6wg73n2n5Ew5d+qpp6att966zFs35Uz9JuwoldzBCBAgQIAAAQIECBAg0BMBYUdP2J2UQL0EYuHteHCau5D4vffem+add96WLvLNN99MMQ1UPMzPGV/60pdSrK/RjZEzv3usmfC73/3uf6cvehskpsZ66KGH0sQTT9xRyWWEHWE91VRTFfYzHta28sZNqxe26aabpnPPPbfpbvHQMx5+NhuHH3542meffQpPP/RtnMIdSt4gp3dF4U7OtcZ0XREklT223377dMoppzQ9rLDjbR5hxztvlUceeSR96EMfanr/xPRVsa5HszVr2rmvcwJsYUc7svYhQIAAAQIECBAgQIBAtQSEHdXqh2oIVE6g1TU1jj766BQLIrcz7r///pZCkphqarXVVmvnVIX75CycHSHQTDPN1FiHo9kaC3GyWGek6FPxhUWl1AiDmq1fEce45ZZbUiwO32xssMEG6dJLL226TStTkeXUPuE2OYFSbJ+zdsif/vSnFG+iFI1vfOMb6eCDDy7arGt/f9JJJ6Udd9yx6fFXWWWV9Nvf/nbEbWJh+Vhgvtk444wz0uabb17qdcT3gVhvJILMZkPY8baOsOOdd8oFF1yQPvOZzzS9f2KqxHhLruyR8/aXsKNsdccjQIAAAQIECBAgQIDA6AsIO0bf3BkJ1EogHgDFPOs5Y4UVVmi87TDJJJPkbD7sNvG2xh577JG1/wwzzJBiup6ihWezDjZko1gAOhaCbjZi6q0ddtihsY5JPKRrNtp522W445UVdvzwhz9MX/3qV5vWvOiii6Y///nPaaKJJmqHsOk+Z511VtYD+fg0eNGC8fGmSqyXEqFTsxGfGo+3O+K/vRgRUhW9ubTVVlul0047bcTyctbNia/BePOozBHHjCCmaAg73hYSdrzzbsmZ6q+sUHjCM+csTh7bCzuKvrr9PQECBAgQIECAAAECBKovIOyofo9USKBnArFWQnyaO3fEIrCxnkYn47///W+K0CQWIc8ZRQ+Hc44x3Db/+c9/0nTTTdd0qqfVV189/frXv05rrbVWuuqqq0Y8VazTEet1lDHKCjvi7Y+cRd5jrZaNNtqojNLfcYwIkiJQajbWXXfddNlll2WdO3fh4+9+97tpv/32yzpmmRtdfvnlab311is8ZEwTte222464Xc7UXzE1WNEC9IWFDNkg1uuJe6FoCDveFhJ2vPNuOeGEE9LOO+/c9BaK8DhC5DJHrOcTb3YUDWFHkZC/J0CAAAECBAgQIECAQPUFhB3V75EKCfRE4PXXX28spj127Nis8+dMN5R1oJRSzgLaEx7rwgsvLFzoOvfcE2635557pqOOOqrprrFQ+iKLLNJ0m5i+KNY7KGOUFXZELR/72MfSbbfd1rSsWEMiHmC/5z3vKaP8xjFyQ7RWgpbcMCHO341pnprhvPLKK2nJJZdMd911V6HhM888k6addtoRt/viF7+YjjvuuKbHiWmuit7aKSxkgg1asRV2vA0n7HjnXXbeeeelTTbZpOmtt+aaa6Yrr7yylduz6bb/+Mc/0mKLLVa4PlEcRNhRGrsDESBAgAABAgQIECBAoGcCwo6e0TsxgWoLxHQiBxxwQFaR8YZDPKDqdPHtCU92yCGHpK9//etZ549piWKaqFg/o8xx8803p2WWWabpIWOqp7/85S9Nt3nuuedKm2qrzLAjZ9HeuLDvfe972b0o8s99cyd6Gg/+3/ve9xYdsvH3b7zxRvr4xz9eGN6MP1i8MRJvjnR7RO9jfZQbbrih8FTrr79+uuSSS5puF2+mfPvb3266TbzVUbTwe2Ex/7fBrbfe2ghqcoew420pYcc775qc713xdR/TTpXxb8m4ceMa37+L1pkZX6WwI/er3HYECBAgQIAAAQIECBCoroCwo7q9URmBngnEFFLLLrts9vnjod6HP/zh7O1zNow3Sz/r9UcAACAASURBVOJBVdGbB+OPteGGG6aLL74459DZ28SizPPMM0964IEHsvcZuuHnPve5dPbZZ7e9/9Adcx4Y5ixQHsd99dVXU6x78q9//auwvvhUdtHiwoUHSSkdeuihad999y3c9KCDDkrf/OY3C7ebcINrrrkmrbrqqtn7xMPNWANj0kknzd6nlQ3jvll77bWzH7bGfRL3S7Nx6qmnNp3mavy+Ea584hOfaKXcd20b91EEMEVroUy4o7DjbQ1hxztvqfvuuy/Fm2JFI9YT2meffYo2a/r3jz/+eOMtkpyQcfyBhB0dkduZAAECBAgQIECAAAEClRAQdlSiDYogUB2BePD90Y9+NPsBf9EaA51c2e23396oJXfEg+Ctt946d/Os7eKheydrPMS6FLGmR1mjzLAjaoopj772ta9llRdvHcTD73ZGLCIeQUfO2zqx7ks8NJ988slbPlWsixHTLuWOeDMn5vSPdWLKGjF1zhFHHNE4bu6Ih8B/+tOf0pgxY5rukvMAPQ4QIVYEhbPOOmtuCf/b7qWXXmq8PXL44Ye3vG+rIUtOsBrr3cSUemWMnAXeI+QsY+T06vOf/3w666yzsk432lYTFvXBD36waSiaGzbPPvvs6dFHHy283quvvjqtttpqhdsN3SC+z8S/AzEFYU6IO+H+8TZhThDbclF2IECAAAECBAgQIECAAIFRExB2jBq1ExGoh8BOO+2UvUBsfGo9HixPNNFEXbu4VqbTiiLiQfMcc8xRWj2560sMd8J44PzYY4+V+uZA2WFHLMQeb/HkvkETC8LHg/xpppkm2/jpp59OsfDwL3/5y6x9YrH3NdZYI2vboRvdfffdaYEFFmh533hYGwuxx5Rs7QQEMeXWTTfdlC644IL0s5/9rOXzh//iiy+etd9CCy2Utf7Hggsu2FiHIDfI+ec//5nOP//8RgCW80B6uGIj0PrKV76SdR2x0Wg/wBd2ZLfmHRuWFXbstdde6cgjjywsIqazirAwwqCcN69efvnlxr9FP/rRj1p6m2PCQuLfsyuuuKKwNhsQIECAAAECBAgQIECAQHUFhB3V7Y3KCIy6wKWXXtpYXyBnxMOoWEi8nQfDOccfv81rr72WllhiiayHu7HPSiutlH7zm9+kSSaZpJXTNN02woB4KNvqiLcYYr2LMkfZYUfU1mpAEL2PdSFiWquVV145TTbZZO+6xHj4GNNKnX766SmmwModMfXMOeeck7v5sNtF/yO0aHdESBBfB/GGSSwWHn8i3InrjrceYi2AZ599NsV6HLFAfYQzOYuPj1RPq9P2xALlsVB57oi3ceLtnQhJppxyyv/tFtOYRRgXQUsENK28ETPSucMsApNFFlkkRZD2yCOPpLnnnnvEB9bCjsF6syPWN4oFw3NHfC3G99Cll176HWsyxdo/Tz75ZON7V3y/OOmkk3IP2XS7eHstpsKLtYLi3o2v/Qh6DAIECBAgQIAAAQIECBCoh4Cwox59UiWBrgvEg6N55503e+qPeIi9xRZbdL2uOEGsHRAPu3LHUUcdlb785S/nbl64XXw6fpdddincbugG8SBuvvnma3m/Zjt0I+yI8x1//PFp1113bavWeINlttlmS//+978bwUe8XdPqFDJx4nhQHlMWzTzzzG3VMeFOsf5FfCq86iOCiIsuuqilcC5ChHh7pZ21ZKJXM800U4q3OFpZiyMc48FzPGTOXfB5vP1Pf/rTtM022wzbCmHHYIUdcRPEvXDaaae1/KUZYeOcc87ZCBlbffMo9o01bCKYbGXEv3Hxb51BgAABAgQIECBAgAABAvUQEHbUo0+qJNBVgZijPqbxiTc7ckbu/Ow5x8rdJj6ZHtPr5I74pH070xkNd/wIguIBcSsj1hiIB/dlj26FHXEPxBQzERT1YkRYEl5lLnQfU9rssccevbicrHPGWjCxNkY7byHFWjDrrLNO1nnK2CiCjrj3jj766HTggQe2dMhm6/oIOwYv7IigIu6ndgLRlm68CTaO+yzO1+obX8KOdsXtR4AAAQIECBAgQIAAgd4ICDt64+6sBColcPLJJzfWVMgZ8QnZWMeijE/f55xv/DYxLVJMjZP7afaY+ioecL3nPe9p5TQjbhvTGuWGQXGQmBZoyy23LOXcEx6kW2HH+HPEg+z999+/9LqbHTDeNoiFreeZZ57SzxtTWn3hC19o+S2G0gsZcsCLL764ETB2MmL6q69+9audHCJr3/hainAl+nT99denFVdcMWu/8RsJO0bmGrQFysdLRLCZu5ZMSzfbkI3j36tY7DzeDHzxxRffMY1bznGFHTlKtiFAgAABAgQIECBAgEB1BIQd1emFSgj0ROD+++9vTF+VO2J6oM997nO5m5e6XasPyGJx87Ie3Me6E7GeRO6ITxFPMcUUuZtnb9ftsCMKaXVNiOzih9kwPuF94YUXlj7d14SnigXSY2HqVsKqTq6p2b7xcDvuy7KCnT333LOrb+PE21RxjglDw1hzIdZeyB3CjpGlBjXsCJFWv6fm3m/jt9t6661TBILTTTfd/3bdZ5990uGHH559KGFHNpUNCRAgQIAAAQIECBAgUAkBYUcl2qAIAr0RiPn349O1uYtvx6LU5557bm+K/b+zxlocP/7xj7NrGDt2bFpyySWztx9pw1iYOje8iPU9IjDoxhiNsCPqvvnmmxtTQOXeG61ea3ziOhYe3mmnnUp7+6ZZDTFNV6wTcNBBB2W/HdTqNTXbfvPNN0/f+MY3SptabcJzxZoYEeaUOWK6n7iHhwtlbr/99rTGGmtkvy0j7Bi5M4McdoRKfH+JN5xaXT+m2b0ea/+ceOKJjYXGh45x48alWCcn3iTLGcKOHCXbECBAgAABAgQIECBAoDoCwo7q9EIlBEZd4Morr0xrr7121nnj4XS8BRJT2fRyxBsT8TZA7gK18TbGOeecU0rJ8UA5HiwXjbICluHOk7NY+1//+te00EILFZVZ+PdvvvlmI9yKgKnMh5HhePDBB6cZZ5yxsIayN3jjjTdS3PexnkdMb9PNEQ9d42HpZptt1tU3V+IaIoDYd999W16Aeej1b7zxxik+Eb/uuuumiSaaaESemE4uApGcaeWahR3xhki8KdJs3HbbbWnxxRcvpVVf+tKXGuuOjDTi+1xMd1TGeOKJJ9Iss8zS9FA777xzOv7447NON9pWExY199xzN+11J6FAfG854IADsh1GwlpmmWXStttu25i2bsyYMSOaxpSI8XZizptenVxXVlNtRIAAAQIECBAgQIAAAQKlCgg7SuV0MAIE+lkg1n8oWuB20UUXbTx47qfx6quvpuuuuy5ddtlljeCo1eAjHiBH6BQP0FdZZZWW583vluUdd9yRrrjiisanvOONmTIWTF5qqaXSeuutlzbaaKMU98Joj3gj5yc/+UnjunL7FDVHABVBx4RT/hTV/swzz6RLLrkkRbh34403/m9qq+j39NNP3wgoVlpppfTpT3+68KF/0bn8ff8LPPzww+nYY49NsZ7Nvffem3XBs802W2O9qQgUW5mOMd5qvOiii9If//jHdNNNNzXWookR9+6UU07ZeANr+eWX79nXcdbF24gAAQIECBAgQIAAAQIE3iUg7HBTECBAIFPgt7/9bVpttdWabh3Tp+Qu9p552kptFtNBRUgQi9THWhjxQP3JJ59s/O/JJ5+88eZP/ImH3fEnHkbGQ/9JJpmkUtcxtJh44yOuKcKCBx98MD333HONP88+++z//hv7TDvttGmqqaZq/PngBz/YuL6FF144LbLIIik+/T7ppJNW4jqjT3feeWf629/+1uhNBBMxFVvUP+usszbqjrcO4s/73//+UmqOczZ7G6SUkzjIQAjEm3u33npr4/tL3LvPP/98YxrBuG/j/o37Nv479dRTl+Lh3i2F0UEIECBAgAABAgQIECDQcwFhR89boAACBOoiEFOanHnmmU3LfeGFFxoPwQ0CBAgQIECAAAECBAgQIECAAAECBEZPQNgxetbORIBAjQXi7YWZZpqp6RXstttuTdcDqPHlK50AAQIECBAgQIAAAQIECBAgQIBApQWEHZVuj+IIEKiKwKGHHtpYALrZiLU6erFOQ1WM1EGAAAECBAgQIECAAAECBAgQIECgVwLCjl7JOy8BArURiMVs55xzzhTzyI80VlhhhcYi3gYBAgQIECBAgAABAgQIECBAgAABAqMvIOwYfXNnJECgZgKXXHJJ2nDDDZtWfcEFF6RPf/rTNbsy5RIgQIAAAQIECBAgQIAAAQIECBDoDwFhR3/00VUQINBFgVVXXTVdc801I55hhhlmSI899liadNJJu1iFQxMgQIAAAQIECBAgQIAAAQIECBAgMJKAsMO9QYAAgSYCsQ7HRz/60aZGRxxxRNpzzz05EiBAgAABAgQIECBAgAABAgQIECDQIwFhR4/gnZYAgeoLvPTSS2nNNddMN9xwQ9Nix40bl6aaaqrqX5AKCRAgQIAAAQIECBAgQIAAAQIECPSpgLCjTxvrsggQKBZ4+eWX05gxY4bdMP5uo402SldffXXTA+27777pkEMOKT6ZLQgQIECAAAECBAgQIECAAAECBAgQ6JqAsKNrtA5MgECVBZ566qk044wzprnmmiutscYajamqpptuuvTKK6+k+++/Px1//PEptikaTzzxRJppppmKNvP3BAgQIECAAAECBAgQIECAAAECBAh0UUDY0UVchyZAoLoCjz/+eJp11lk7KnDvvfdOhx12WEfHsDMBAgQIECBAgAABAgQIECBAgAABAp0LCDs6N3QEAgRqKFBG2BFvfkw//fQ1vHolEyBAgAABAgQIECBAgAABAgQIEOgvAWFHf/XT1RAgkCnQadhx5JFHpj322CPzbDYjQIAAAQIECBAgQIAAAQIECBAgQKCbAsKObuo6NgEClRXoJOxYc80102WXXZYmnXTSyl6fwggQIECAAAECBAgQIECAAAECBAgMkoCwY5C67VoJEPifQLthxworrJCuvPLKNGbMGJoECBAgQIAAAQIECBAgQIAAAQIECFREQNhRkUYogwCB0RVoJ+w4+OCDG1NXCTpGt1fORoAAAQIECBAgQIAAAQIECBAgQKBIQNhRJOTvCRDoS4Fx48almI5q7NixTa8vtllrrbXSJptskmaZZZa+tHBRBAgQIECAAAECBAgQIECAAAECBOouIOyoewfVT4BARwIvv/xyevjhh9O//vWv9NJLL6WJJ544TT311Gnaaadt/Hnf+97X0fHtTIAAAQIECBAgQIAAAQIECBAgQIBA9wWEHd03dgYCBAgQIECAAAECBAgQIECAAAECBAgQIECgiwLCji7iOjQBAgQIECBAgAABAgQIECBAgAABAgQIECDQfQFhR/eNnYEAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoooCwo4u4Dk2AAAECBAgQIECAAAECBAgQIECAAAECBAh0X0DY0X1jZyBAgAABAgQIECBAgAABAgQIECBAgAABAgS6KCDs6CKuQxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLdFxB2dN/YGQgQIECAAAECBAgQIECAAAECBAgQIECAAIEuCgg7uojr0AQIECBAgAABAgQIECBAgAABAgQIECBAgED3BYQd3Td2BgIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCLAsKOLuI6NAECBAgQIECAAAECBAgQIECAAAECBAgQINB9AWFH942dgQABAgQIECBAgAABAgQIECBAgAABAgQIEOiigLCji7gOTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECHRfQNjRfWNnIECAAAECBAgQIECAAAECBAgQIECAAAECBLooIOzoIq5DEyBAgAABAgQIECBAgAABAgQIECBAgAABAt0XEHZ039gZCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgS4KCDu6iOvQBAgQIECAAAECBAgQIECAAAECBAgQIECAQPcFhB3dN3YGAgQIECBAgAABAgQIECBAgAABAgQIECBAoIsCwo4u4jo0AQIECBAgQIAAAQIECBAgQIAAAQIECBAg0H0BYUf3jZ2BAAECBAgQIECAAAECBAgQIECAAAECBAgQ6KKAsKOLuA5NgAABAgQIECBAgAABAgQIECBAgAABAgQIdF9A2NF9Y2cgMKoCE0000aiez8kIECBAgAABAgQIECBAgACBPIG33norb0NbESBAgEDLAsKOlsnsQKDaAsKOavdHdQQIECBAgAABAgQIECAwuALCjsHtvSsnQKD7AsKO7hs7A4FRFRB2jCq3kxEgQIAAAQIECBAgQIAAgWwBYUc2lQ0JECDQsoCwo2UyOxCotoCwo9r9UR0BAgQIECBAgAABAgQIDK6AsGNwe+/KCRDovoCwo/vGzkBgVAWEHaPK7WQECBAgQIAAAQIECBAgQCBbQNiRTWVDAgQItCwg7GiZzA4Eqi0wXNjhh6lq90x1BAgQIECAAAECBAgQINB/An4/77+euiICBKotIOyodn9UR6BlAT9MtUxmBwIECBAgQIAAAQIECBAgULqA389LJ3VAAgQINBUQdrhBCPSZgB+m+qyhLocAAQIECBAgQIAAAQIEaing9/Natk3RBAjUWEDYUePmKZ3AcAJ+mHJfECBAgAABAgQIECBAgACB3gv4/bz3PVABAQKDJSDsGKx+u9oBEPDD1AA02SUSIECAAAECBAgQIECAQOUF/H5e+RYpkACBPhMQdvRZQ10OAT9MuQcIECBAgAABAgQIECBAgEDvBfx+3vseqIAAgcESEHYMVr9d7QAI+GFqAJrsEgkQIECAAAECBAgQIECg8gJ+P698ixRIgECfCQg7+qyhLoeAH6bcAwQIECBAgAABAgQIECBAoPcCfj/vfQ9UQIDAYAkIOwar3652AAT8MDUATXaJBAgQIECAAAECBAgQIFB5Ab+fV75FCiRAoM8EhB191lCXQ8APU+4BAgQIECBAgAABAgQIECDQewG/n/e+ByogQGCwBIQdg9VvVzsAAn6YGoAmu0QCBAgQIECAAAECBAgQqLyA388r3yIFEiDQZwLCjj5rqMsh4Icp9wABAgQIECBAgAABAgQIEOi9gN/Pe98DFRAgMFgCwo7B6rerHQABP0wNQJNdIgECBAgQIECAAAECBAhUXsDv55VvkQIJEOgzAWFHnzXU5RDww5R7gAABAgQIECBAgAABAgQI9F7A7+e974EKCBAYLAFhx2D129UOgIAfpgagyS6RAAECBAgQIECAAAECBCov4PfzyrdIgQQI9JmAsKPPGupyCPhhyj1AgAABAgQIECBAgAABAgR6L+D38973QAUECAyWgLBjsPrtagdAwA9TA9Bkl0iAAAECBAgQIECAAAEClRfw+3nlW6RAAgT6TEDY0WcNdTkE/DDlHiBAgAABAgQIECBAgAABAr0X8Pt573ugAgIEBktA2DFY/Xa1AyDgh6kBaLJLJECAAAECBAgQIECAAIHKC/j9vPItUiABAn0mIOzos4a6HAJ+mHIPECBAgAABAgQIECBAgACB3gv4/bz3PVABAQKDJSDsGKx+u9oBEPDD1AA02SUSIECAAAECBAgQIECAQOUF/H5e+RYpkACBPhMQdvRZQ10OAT9MuQcIECBAgAABAgQIECBAgEDvBfx+3vseqIAAgcESEHYMVr9d7QAI+GFqAJrsEgkQIECAAAECBAgQIECg8gJ+P698ixRIgECfCQg7+qyhLoeAH6bcAwQIECBAgAABAgQIECBAoPcCfj/vfQ9UQIDAYAkIOwar3652AAT8MDUATXaJBAgQIECAAAECBAgQIFB5Ab+fV75FCiRAoM8EhB191lCXQ8APU+4BAgQIECBAgAABAgQIECDQewG/n/e+ByogQGCwBIQdg9VvVzsAAn6YGoAmu0QCBAgQIECAAAECBAgQqLyA388r3yIFEiDQZwLCjj5rqMsh4Icp9wABAgQIECBAgAABAgQIEOi9gN/Pe98DFRAgMFgCwo7B6rerHQABP0wNQJNdIgECBAgQIECAAAECBAhUXsDv55VvkQIJEOgzAWFHnzXU5RDww5R7gAABAgQIECBAgAABAgQI9F7A7+e974EKCBAYLAFhx2D129UOgIAfpgagyS6RAAECBAgQIECAAAECBCov4PfzyrdIgQQI9JmAsKPPGupyCPhhyj1AgAABAgQIECBAgAABAgR6L+D38973QAUECAyWgLBjsPrtagdAwA9TA9Bkl0iAAAECBAgQIECAAAEClRfw+3nlW6RAAgT6TEDY0WcNdTkE/DDlHiBAgAABAgQIECBAgAABAr0X8Pt573ugAgIEBktA2DFY/Xa1AyDgh6kBaLJLJECAAAECBAgQIECAAIHKC/j9vPItUiABAn0mIOzos4a6HAJ+mHIPECBAgAABAgQIECBAgACB3gv4/bz3PVABAQKDJSDsGKx+u9oBEPDD1AA02SUSIECAAAECBAgQIECAQOUF/H5e+RYpkACBPhMQdvRZQ10OAT9MuQcIECBAgAABAgQIECBAgEDvBfx+3vseqIAAgcESEHYMVr9d7QAI+GFqAJrsEgkQIECAAAECBAgQIECg8gJ+P698ixRIgECfCQg7+qyhLoeAH6bcAwQIECBAgAABAgQIECBAoPcCfj/vfQ9UQIDAYAkIOwar3652AAT8MDUATXaJBAgQIECAAAECBAgQIFB5Ab+fV75FCiRAoM8EhB191lCXQ8APU+4BAgQIECBAgAABAgQIECDQewG/n/e+ByogQGCwBIQdg9VvVzsAAn6YGoAmu0QCBAgQIECAAAECBAgQqLyA388r3yIFEiDQZwLCjj5rqMsh4Icp9wABAgQIECBAgAABAgQIEOi9gN/Pe98DFRAgMFgCwo7B6rerHQABP0wNQJNdIgECBAgQIECAAAECBAhUXsDv55VvkQIJEOgzAWFHnzXU5RDolx+mdtppJ80kQIAAAQKlCJxwwgmlHMdBWhc48DL/nreuZg8CBAgQGE5gv/Xq9+95v/x+7o4kQIBAXQSEHXXplDoJZAr0yw9Two7MhtuMAAECBAoFhB2FRF3bQNjRNVoHJkCAwMAJCDsGruUumAABAi0LCDtaJrMDgWoLCDuq3R/VESBAgMDoCwg7Rt98/BmFHb2zd2YCBAj0m4Cwo9866noIECBQvoCwo3xTRyTQUwFhR0/5nZwAAQIEKigg7OhdU4QdvbN3ZgIECPSbgLCj3zrqeggQIFC+gLCjfFNHJNBTAWFHT/mdnAABAgQqKCDs6F1ThB29s3dmAgQI9JuAsKPfOup6CBAgUL6AsKN8U0ck0FOBfg47jjzyyJ7aOjkBAgQIVF9gzz33fFeRwo7e9W24sGPjpb7Uu4KcmQABAgRqIXDB2B+/q05hRy1ap0gCBAj0VEDY0VN+JydQvoCwo3xTRyRAgACB+ggIO6rVK2FHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaOM0i8wAAIABJREFUAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X6oRoCBAjURUDYUZdOqZMAAQLVEhB2VKsfqiHQsYCwo2NCByBAgACBGgsIO6rVPGFHtfqhGgIECNRFQNhRl06pkwABAtUSEHZUqx+qIdCxgLCjY0IHIECAAIEaCwg7qtU8YUe1+qEaAgQI1EVA2FGXTqmTAAEC1RIQdlSrH6oh0LGAsKNjQgcgQIAAgRoLCDuq1TxhR7X68f/Zuw8wq6rrj/srMCJVmAFriA1CryLV2EBFGJQuRROxRUUUe6+xx5ZEY6yJnaIgIB0UkKJSRCzon1jAwU6TqsLA/zljUMrMnLPv3vfetc/53uf5P+/7vNl7nbU/6+QN3B/nHrpBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zYNuEEAAAV8ECDt8mRR9IoAAAroECDt0zYNuELAWIOywJqQAAggggIDHAoQduoZH2KFrHnSDAAII+CJA2OHLpOgTAQQQ0CVA2KFrHnSDgLUAYYc1IQUQQAABBDwWIOzQNTzCDl3zoBsEEEDAFwHCDl8mRZ8IIICALgHCDl3zoBsErAUIO6wJKYAAAggg4LEAYYeu4RF26JoH3SCAAAK+CBB2+DIp+kQAAQR0CRB26JoH3SBgLUDYYU1IAQQQQAABjwUIO3QNj7BD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zWPHbrZt2yYFSwvkw/c/lNUr18ja79fKuu/XyprVa2TN6u/l+9Xfy7p166RcuXJSNbeqVK26l+xVbS+pstdeUqVqFcmrnit16teRWnVrS/nye+o9KJ0hgICXAoQdXo6NphFAAIGsCxB2ZH0ENICAWwHCDreeVEMAAQQQ8EuAsEPXvAg79Mzjxx9/lI/e/0gWLXhX3pn3jsyaNks2rN/gpMEGjRtI0xZNpFHzRtKoWSOpXbe2k7oUQQCB5AoQdiR39pwcAQQQsBEg7LDRYy8CCgUIOxQOhZZky5YtMnnyZAn+FanJJ7ifO3bsKGXLljXZlpW1b7zxhqxatSor187GRevVqye1atUyuvSSJUvkv//9r9GeuCzOzc2Vdu3axeU4qs9B2KFrPIQd2Z/HZ58slSH/HiLPP/l8xpqp06CO9Dq1p3Q8qaPU2KdGxq5b0oXuv+0B+fbrb4z7aNqiqfQ7o5/xvmxsGD18jLzx+pxIl65YqaLccNcNUtzfGyIV+N+idd+vkzuuv8P4z3fB9m59ukmbI9uYXC5ra03un8bNG8upZ52atV7jdGHCjjhNk7MggAACmRMg7MicNVdCICMChB0ZYeYihgIfffSRzJ8/33DXz8tbtWolderUSWlvJje99NJL8sMPP2Tyklm91iGHHCJHHHGEUQ+vv/66fP7550Z74rI4+BmYU045JS7HUX0Owg5d4yHsyM48gn9cMG/OPHn60Wdk+uTp2Wnif1c95oRjpHufbhL8P3P2yMlKL0c2OkpWrUjtHySMfHWE1G1YNyt9m1z02ouuk9HDR0fe8t6X70qZMmUiry9u4eeffS6d2nZOqca+++8rY2e9IkHwov1jcv+0O7qtPD7sce1H8qI/wg4vxkSTCCCAgDoBwg51I6EhBOwECDvs/NidHoHRo0cX/e53Kp9q1apJly5dUtma0T2EHeHchB2EHeF3if0Kwg57Q5cVCDtcakartWjBIrn5iltkyeIl0TZkaNXBtQ6W626/Vtodk/mn3Ey+rN6VI3i649kxz0rZsnbBQLqZfQs7Ao+zBp0ll15/SbpprOub3D+EHdbcvxQg7HBnSSUEEEAgSQKEHUmaNmdNhABhRyLG7NUhg5AjCDtsPr169ZLy5cvblEj7XsKOcGLCDsKO8LvEfgVhh72hywqEHS41S6+1detWeeqRp+W+v9yXuYumcKWjjztKrrjlSjmk1sEp7E5ti8mX1cVdIfjJp74D+qR28Qzt8jHsCGh8eHLG5P4h7HB3wxN2uLOkEgIIIJAkAcKOJE2bsyZCgLAjEWP26pBvvfWW9XsaGjVqJM2aNVN9bsKO8PEQdhB2hN8l9isIO+wNXVYg7HCpWXKtFd+ukGsHXyezp83OzAUdXGXA+QPkwisHSfkK6f/HDCZfVhd3tEqVKxX95NI+++3j4OTpKeFr2OHDkzMm9w9hh7v7m7DDnSWVEEAAgSQJEHYkadqcNREChB2JGLNXhxw6dGjRC8ptPhUqVJCePXvalEj7XsKOcGLCDsKO8LvEfgVhh72hywqEHS41i6+1cO5CuejMwSm/kyL9HZZ8heatmsvDz/5T9qq6V1rbMPmyuqRGOnfrJPc8ck9a+7Qp7mvYEZz5xrtvlD6n6/3fSJP7h7DD5i7eeS9hhztLKiGAAAJJEiDsSNK0OWsiBAg7EjFmbw755Zdfymuvveak3+C9HcH7O7R+CDvCJ0PYofeLnPDp+bOCsEPXrAg70juP4L0cp538R9mwfkN6L5TG6rXq1JLHhz0mwQur0/Ux+bK6tB4eeeFfcmT7I9PVplVdn8MO7U/OmNw/hB1Wt/FOmwk73FlSCQEEEEiSAGFHkqbNWRMhQNiRiDF7c8ipU6fK119/7aTfQw89VNq1y/xLTaM2T9gRLkXYQdgRfpfYryDssDd0WYGww6XmzrW+KPhC+nbq5+UTHbuq5NXIk2dGPS2H1D4kLWAmX1aX1kAQyIyfMy4jP71lCuFz2BGcNb9Hvvz14btNj52R9Sb3D2GHu5EQdrizpBICCCCQJAHCjiRNm7MmQoCwIxFj9uKQmzdvluHDh8u2bduc9JuTkyN9+/Z1UisdRQg7wlUJOwg7wu8S+xWEHfaGLisQdrjU/LXWmtVr5NQup8nST5am5wIiEgQQFStVlNUrV2fkyZHgX/cPmzQsLS8uN/myOgz07AvPlkuuuzhsWcb/c9/DjgBM65MzJvcPYYe7W5+ww50llRBAAIEkCRB2JGnanDURAoQdiRizF4f88MMPZcGCBU57bd++vRxwwAFOa7oqRtgRLknYQdgRfpfYryDssDd0WYGww6Xmz7WCf0Tw575/ljkz3rAu3rJdS2nSvLHUb9JA6jWsKzX22bso4ChbtsxOtQu3FMr69etl7Zq1snbtOvl0yacyd/ZbMn3KDKdPlgT9/GfEv6W4P8/aHNbky+oo13l52stSp/7voyzN2Jo4hB01D6opo6ePUvfkjMn9Q9jh7pYn7HBnSSUEEEAgSQKEHUmaNmdNhABhRyLG7MUhR40aVfTFiMvP/vvvLx06dHBZ0lktwo5wSsIOwo7wu8R+BWGHvaHLCoQdLjV/rjXplUly6TmXpVy4ToM60v+MfnJi105SZa/KKdfZvrFgaYEseGuBDH/mRVm0YJF1vTv+cYd0PeVk6zo7FjD5sjrKhYMXqwc/u1WmzM6hUJS96VoTh7AjsDnnonPk4msHp4sppbom9w9hR0rExW4i7HBnSSUEEEAgSQKEHUmaNmdNhABhRyLGrP6Qa9eulTFjxjjvM7i/g5+yKlu2rPPatgVNw44KFSpIzZo1bS+btf0HH3yw7Luv2ctkTcOOSpUqqX2SxxS+atWqUq9ePdNtrE9BgLAjBbQ0biHscIu7aeMmOaFVx5Sepgj+1fxtf7tNWrY93G1T/6sWPHHy+qsz5W93/E2CF6en+gl+zmrS3ImSm5ebaond9pl8WR31orfce7P0Oq1X1OVpXxeXsCOA0vbkjMn9Q9jh7lYn7HBnSSUEEEAgSQKEHUmaNmdNhABhRyLGrP6Qb775pnz88cdp6bNNmzZSu3bttNS2KWoadtStW1datmxpc0nv9pqGHQ0bNpTmzZt7d04azq4AYUd2/Xe9OmGH23n8896H5eF7HzYuenLvk+S6O66TylXsn+QIu/jWrVtlyrgpcsMlN6b8ro9ufbrJ7X+/LexSkf9zky+roxYNQpngZeU19qkRdUta18Up7ND25IzJ/UPY4e42J+xwZ0klBBBAIEkChB1JmjZnTYQAYUcixqz+kEOHDpUtW7akpc/c3FzJz89PS22booQd4XqEHeFGrLAXIOywN3RZgbDDneaKb1fI0U2OMS446IoL5PzLzjfeZ7vhs0+Wylm9zpJvvvompVJjZ4919rJyky+rTZrN75Evf334bpMtaVsbp7AjQNL05IzJ/UPY4e4WJ+xwZ0klBBBAIEkChB1JmjZnTYQAYUcixqz6kF988YVMmzYtrT326tVLypcvn9ZrmBYn7AgXI+wIN2KFvQBhh72hywqEHe40hz41TG69+lajgj3795Bb7rvF+Qu/ozbx1RdfyYAeZ8jyZcujbvll3eU3Xi5nDBxgvK+4DSZfVpte8PGhj0m7Y9qZbnO+Pm5hh6YnZ0zuH8IOd7c2YYc7SyohgAACSRIg7EjStDlrIgQIOxIxZtWHnDJlinzzTfR/xdmqVSuZO3eu0ZkaN24sTZs2NdqT7sWEHeHChB3hRqywFyDssDd0WYGww53maSf/URbOXRi5YPBTQE+N+I/k7JETeU86FgZPpJx60mnGgUfTFk3lhXHPO2nJ5Mtq0wsG70IZPX2UlK+Q3X+EEbewI5iDlidnTO4fwg7T/waVvJ6ww50llRBAAIEkCRB2JGnanDURAoQdiRiz2kNu3rxZhg8fLsFLSqN8gqczgqc0hg0bJsHeqJ/g5d49e/aMujwj6wg7wpkJO8KNWGEvQNhhb+iyAmGHG83gCYnjWhxvVOylKS9K/cb1jfaka/H8N+fL6d3Mn9KY9s5rss9++1i3ZfJldSoXO+/S8+TCKwelstXZnjiGHQHOE8Mfl7ZHtXXmlEohk/uHsCMV4eL3EHa4s6QSAgggkCQBwo4kTZuzJkKAsCMRY1Z7yMWLF8vbb78dub9GjRpJs2bN5I033pBPPvkk8r5gYZcuXaRatWpGe9K5mLAjXJewI9yIFfYChB32hi4rEHa40XzmsWfl7hujvxui9x97y8333OTm4o6q3HjpjTLihZFG1W594Fbp0a+70Z7iFpt8WZ3qxUbPGCW169ZOdbv1vriGHRqenDG5fwg7rG/lXwoQdrizpBICCCCQJAHCjiRNm7MmQoCwIxFjVnvIUaNGyfr16yP3t/3dG6tXr5Zx48ZF3hcsrFWrlrRtm91/6bdjw4Qd4eMj7Ag3YoW9AGGHvaHLCoQdbjQHnzlYpo5/NXIxTU91bG86eGF5lyO6RD5DsPCYE46Rfz7zkNGe4habfFkdvCsi+GxYv8Houi1at5CnXv6PlClTxmifq8U+hB0H1zpYln6y1PjI5192vgy64gLjfa42mNw/hB2u1EUIO9xZUskfgXWfvSQV9ztKylawf6rRn1PTKQJuBQg73HpSDYGsCxB2ZH0EiW1gzZo1Mnbs2MjnD57KCJ7O2P558cUX5ccff4y8PycnR/r27Rt5fboXEnaECxN2hBuxwl6AsMPe0GUFwg43micf1VU+WRLtCch9999XXn17atZeSl7aiQeeNlBmTH09MkpejTyZ+X709SUVNvmyukHjBnLaOafJtRddG7nP7QtdPYlifGER8SHsOGvQWbLyu5Uyatgo4yOOeX201KpTy3ifiw0m9w9hhwvxn2sQdrizpJI/Ahu/fE0KJneR3HrnSfWmVxN6+DM6OlUkQNihaBi0goALAcIOF4rUSEXA9KeoWrduLb///e9/udS8efPk//7v/4wu3aFDB9l///2N9qRrMWFHuCxhR7gRK+wFCDvsDV1WIOyw1yws3CpNftskcqE//fmPctVfroq8PpMLJ70ySS495zKjS7735bvWT0uYfFkdhB3DJw+Ts3qfLW/Nesuo1+CpkIlvTpAgpMn0x5ew44yBA6RjqxO9enLG5P4h7HB35xN2uLOkkl8Cy8a0lU3fvim/yakgufXPl+pNriL08GuEdJtlAcKOLA+AyyPgWoCww7Uo9aIKDB06VLZs2RJpeXCfBk9llC1b9pf1a9eulTFjxkTav33RAQccIO3btzfak67FhB3hsoQd4UassBcg7LA3dFmBsMNe8+svv5YOhx0XuVAQdASBh8bPmtVr5Ij6fzBqbc5Hs6VqtapGe3ZdbPJldRB2vDhluHz+2efSqW1n4+ue3PskufPBO4332W7wJey49PpLZOyIsXLVBVcbH/m2v90q3fvav8PF9MIm9w9hh6luyesJO9xZUskvgQ1fvioF43/93/0yORWlWv3zCD38GiPdZlGAsCOL+FwagXQIEHakQ5WaYQIFBQUyY8aMsGW//OfB0xjBUxm7fkaMGCGbNm2KXCe43/v162f9Lz4jX7CUhYQd4YqEHeFGrLAXIOywN3RZgbDDXnP+m/Pl9G4DIhe655F7pHO3TpHXZ3ph//xTZdGCRZEvO3b2WDmk1sGR1xe30OTL6u1hR1DnyYeelPtve8D42k+++IS0ObKN8T6bDT6FHdu2bZNz+58ns6fNNjpytp6cMbl/CDuMRlrqYsIOd5ZU8k9g+9MdO3b+c+gRPOlxJU96+DdSOs6gAGFHBrG5FAKZECDsyIQy19hVYPLkyfLtt99Ghgmexgieytj18/bbb8vixYsj1wkWtmnTRmrXrm20Jx2LCTvCVQk7wo1YYS9A2GFv6LICYYe9ZvBi8uAF5VE/dz10l5zUy+xF4FFru1hnKSx5AAAgAElEQVR3/633y5P//HfkUs+NeVaat2oeeX1xC02+rN4x7Ni8ebP07NAr8vtStl+75kE1ZfSM0VK+/J5WfZts9insCM61fNly6dj6RJMjFq3tekpXueMftxvvs9lgcv8QdthI77yXsMOdJZX8E9j16Y4dT/BL6BG806N8Df8OR8cIpFmAsCPNwJRHINMChB2ZFud6wRcBw4cPl+Bf6UX5lPZi8Q0bNsjLL78cpcwva3JzcyU/P99oTzoWE3aEqxJ2hBuxwl6AsMPe0GUFwg57zQmjJ8rl514euVDwM0HBi6C1fkYPH2P08u+///vvclzn3Z8GNTmfyZfVO4YdwTWCp1CCp1FMPxdcPlAGXj7QdFvK630LO4KDPvWvp+SeW+41PvO/X3pSWv+htfG+VDeY3D+EHakq776PsMOdJZX8FCju6Y4dT/Jz6DFQqje9itDDzxHTdZoECDvSBEtZBLIlQNiRLfnkXveDDz6QhQsXRgaoVauWtG3btsT1QdgRhB4mn969e8uee2buX08W1xthR/jECDvCjVhhL0DYYW/osgJhh72m6ZMdvf/YW26+5yb7C6epwvvvvC99Tuwbufo9//qrdO5u/u6MHS9g8mX1rmFHUOfO6++U5554PnLP2xeOnfWKHFL7EON9qWzwMewo3FIovU7oLUsWLzE68sG1DpYRr47I2JMzJvcPYYfRKEtdTNjhzpJKfgps+GKqFEw4PrT5otCjwQU//7wVT3qEerEg/gKEHfGfMSdMmABhR8IGruC4I0eOlI0bN0bupEuXLlKtWrUS17/77rsS/J/Jp0mTJhL8XzY/hB3h+oQd4UassBcg7LA3dFmBsMNe0/TJguC9BjM/eD3r/wigpJMHX3Av+2xZZJjgJ6HKlSsXeX1xC02+rC4u7Fi/bn3Ry8pXrVhl1Efw9EHw/o7i/nxuVCjCYh/DjuBYHyz6QE7p2CfCCXdeMuiKC+T8y8433pfKBpP7h7AjFeHi9xB2uLOkkr8CYU937HiyMjmVpFqDgYQe/o6bzh0JEHY4gqQMAloECDu0TCIZfaxZs0bGjh0b+bAVKlSQnj17lro+eEF58KJyk0/FihWlR48eJlucryXsCCcl7Ag3YoW9AGGHvaHLCoQd9prLP/9COrbqaFTo/sfvk44nme0xuoBni02+rC4u7AiOO23SNBl0+oXGJ7/jH3dI11NONt5nusHXsCM4519vvkeefuRp0yOLi5fXR7moyf1D2BFFNNoawo5oTqyKt0DUpzt2VPhNTgXJbTCI0CPetwanK0WAsIPbA4GYCRB2xGygyo8zZ84c+fTTTyN3GfUJjNGjR8u6desi1w0WnnzyybLXXnsZ7XG5mLAjXJOwI9yIFfYChB32hi4rEHbYa/6w6QdpccjhRoWCn/l5cfJwqVipotG+uC42+bK6pLAjsLn47EtkytgpRkzBkzaT5k6U3Lxco32mi30OOzZu2Chd/nCSfPPVN0bHztSTMyb3D2GH0QhLXUzY4c6SSn4LmDzdseNJgyc9chtcIHlNruDnrfy+BejeUICwwxCM5QhoFyDs0D6hePU3ZMgQKSwsjHyoXr16Sfny5UPXm74HJChYu3ZtadOmTWjtdC0g7AiXJewIN2KFvQBhh72hywqEHW40W9VuLRvWm73PqnO3TvLXf/01Iz+h5OaU6ati8mV1aWHHt19/W/SlvOksuvXpJrf//bb0HVBEfA47ApgZU1+XgaeZv9A9E0/OmNw/hB3ubnPCDneWVPJbYMMXU6RgwgkpH4InPVKmY6OnAoQdng6OthEoSYCwg3sjUwKff/65BF9eR/3k5uZKfn5+pOU//fSTDB8+PNLa7YtycnKkb9/oLzw1Kh5hMWFHOBJhR7gRK+wFCDvsDV1WIOxwozmgxxkyb84842L9z+wvl990mdr3dxgfKMUNJl9WlxZ2BJd/8dkX5eYrbjHu5KmXn5KWbc2e0DG5iO9hR3DWK867QsaPmmBybMnEkzMm9w9hh9H4Sl1M2OHOkkr+C6T6dMeOJy+zR+Win7cqetJjzzz/UTgBAiUIEHZwayAQMwHCjpgNVPFxJk2aJN99913kDoOnLoKnL6J+gneBBO8EMfkcd9xxst9++5lscbaWsCOckrAj3IgV9gKEHfaGLisQdrjRfOm5l+Smy29OqVidBnXkvkfvlUN/f2hK++OwyeTL6rCwo7Bwq5ze/XRZOHehEU3w02IjXxuRtuApDmHHim9XSOd2+cZPzvTo111ufeBWo3mYLDa5fwg7TGRLX0vY4c6SSv4LbPhishRMcPMuLkIP/+8HTlC6AGEHdwgCMRMg7IjZQJUex/TJi+C+7Nevn5QpUybyiT766COZP39+5PXBwt/+9rdy7LHHGu1xtZiwI1ySsCPciBX2AoQd9oYuKxB2uNFcvWq1/KHBkVbFgp+1Ou2c06Rpi6ZWdXzcbPJldVjYEZz/4//7WLoe3c2Y4sKrLpTzLjnXeF+UDXEIO4JzjhzystxwyQ1RjrzTmnQ+OWNy/xB2GI+uxA2EHe4sqRQPARdPd+wo8XPocaHkNbmcJz3icYtwiv8JEHZwKyAQMwHCjpgNVOlx3n//fXnnnXcid5dKCLF582YZNmxY5GsEC1MJVYwuUMpiwo5wScKOcCNW2AsQdtgbuqxA2OFO84I/DZLpk6dbF6x5UE3p0rOLHNepg9RrVC8R7/Qw+bI6StgRDOHhex+Wf977sPE8xs8ZJwcdepDxvrANcQk7tm7dKgO6nyEL3loQduSd/vPgyZmXp42UcuXKGe2Lstjk/iHsiCIabQ1hRzQnViVHYMPySVIw8UTnByb0cE5KwSwLEHZkeQBcHgHXAoQdrkWpV5zAyJEjZePGjZFxOnToIPvvv3/k9dsXTpgwQVauXGm0r23btlKrVi2jPS4WE3aEKxJ2hBuxwl6AsMPe0GUFwg53mlPHvyqDzxzsrqCI5NXIk+Pzj5N2Rx8hLdsdLlWrVXVaX0sxky+ro4YdP/74o/Ro31OWfrLU6JjBl+GPDX3MecgUl7AjwPzsk6XS5YguRq7B4ouuvkjOvfjPxvvCNpjcP4QdYZrR/3PCjuhWrEyOwNKXD5MfVpr9jGJUnTJ7VJHchhdKXuPLeNIjKhrrVAoQdqgcC00hkLoAYUfqduyMJrB69WoZN25ctMUisscee0ifPn0ir99x4ccffyxvvvmm0d68vDzp3Lmz0R4Xiwk7whUJO8KNWGEvQNhhb+iyAmGHO81t27bJRWcMltcmvuau6C6Vgp+4ant0W2nR6jBp3LyxVKlaJW3XymRhky+ro4YdQf/z35wvp3cbYHyUux66S07qZf5lfmkXilPYEZzzkQcelQfvftDYNh1PzpjcP4QdxiMrcQNhhztLKsVHYMPyiVIwsVNaD0TokVZeimdAgLAjA8hcAoFMChB2ZFI7mdeaPXu2fPbZZ5EPH7yUPHg5eSqfwsJCGTp0qARf8Jh8TjnllLT8jEFpPRB2hE+IsCPciBX2AoQd9oYuKxB2uNQUWfndSunUtrPxC5xT7SL44r/Nka2leavmReHH3vvunWqprO4z+bLaJOwIDhW8OD54gbzJp1LlSjJl/mSnT9LELewI3g/X/dgexk/OHHHsEfLoC484fXLG5P4h7DD5b0Lpawk73FlSKV4C6Xy6Y0epn0OPiySv8aU86RGvWyj2pyHsiP2IOWDSBAg7kjbxzJ43CB2C8CEIIaJ+Tj75ZNlrr72iLt9t3eTJk+Xbb7812t+sWTNp1KiR0R7bxaZhh+31MrXf5ZMypmFHps6YjuuUKVNG+vfvn47S1AwRIOzQdYsQdrifx7RJ02TQ6Re6Lxyh4r777yttj2pbFH40ad5YatWpJWVzykbYmd0lJl9Wm4Yda79fK8e1ON44gOp1Wi+55d6bncHELewIYN6Z946cetJpxkZ3//OuovfSuPqY3D+EHa7URQg73FlSKV4CmXi6Y0exMnvsJbmNgtDjMilbrlq8MDlNLAUIO2I5Vg6VZAHCjiRPP/1nX7ZsmcycOTPyhSpWrCg9evSIvL64hUuXLpVZs2YZ1ahUqZJ0797daI/t4riGHVWqVJGuXbva8hTtT1LYEfz/i0899VQnbhQxEyDsMPNK92rCjvQI/+u+f8lD9/wzPcUNqx7Z/kg5rPVh0rRFE2nYtKFUrlLZsEL6l5t8WW0adgTdT3plklx6zmXGB3l29DNFdi4+cQw7Apfbrr5Nhjw11IjI9ZMzJvcPYYfRqEpdTNjhzpJK8RPI1NMdO8oResTvPorriQg74jpZzpVYAcKOxI4+IwefOHGirFixIvK1mjZtKo0bN468vriFW7dulSFDhhj/lFXwBX3wRX2mPoQd4dKEHeFGrLAXIOywN3RZgbDDpebOtV55aaxcPejq9F0gxcp1GtSRNke2kRatW8hhrZoXvQQ92x+TL6tTCTuC8w08baDMmPq60VGDJ2NGvPpS0fvNbD9xDTvWfb9OOh+RL6tWrDIi6v3H3nLzPTcZ7Slpscn9Q9jhhLyoCGGHO0sqxU9gQ8EEKZiU+fdUBpJB6JHXaLDkBj9vxZMe8bu5YnAiwo4YDJEjILCjAGEH90O6BH788Ud58cUXjcq7enfGq6++Kl999ZXRtX//+99L69atjfbYLCbsCNcj7Ag3YoW9AGGHvaHLCoQdLjV3r7Vw7kI5t/95xj+hlN6udq7e+g+tJb9Hvhzb8VjJq56byUv/ci2TL6tTDTu+XP6lHH/4Ccbnu/jawXLORecY79t1Q1zDjuCcU8dNlcFnXWxs9NyYZ4t+cs32Y3L/EHbYav+6n7DDnSWV4imwdHRr+eG7uVk7XNE7PRoN5uetsjYBLlySAGEH9wYCMRMg7IjZQBUd57333pNFixZF7sjlux4KCgpkxowZka8dLAz+lWSfPn2M9tgsJuwI1yPsCDdihb0AYYe9ocsKhB0uNYuvtfzzL+TO6++U6ZOnp/9illcIfvKqc/fOcswJR8teVVN/n5dpGyZfVqcadgQ9Pfv4c3LXDXeZticT3hgvBx5yoPG+HTfEOewIznnhgIvktYmvGRm5enLG5P4h7DAaUamLCTvcWVIpngLZfLpjR9Ey5apKXsPgSY9LeNIjnread6ci7PBuZDSMQOkChB3cIekSGDFihGzatCly+Xbt2smhhx4aeX1pC4MXowc/ZRX8pJXJ5/jjj5d9993XZEvKawk7wukIO8KNWGEvQNhhb+iyAmGHS83Sa82bM08euP1vsmhB9H+YkLnudr/S6eedLude/GepWq1q2tsw+bLaJuwo3FIofTv1k8XvLTY6UxACPfLCv4z27Lo47mHH119+LR0OO87Y6JLrLpazLzzbeN+OG0zuH8IOK+qdNhN2uLOkUnwFsvHujpI0CT3ie5/5djLCDt8mRr8IhAgQdnCLpENg1apVMn78+Milg/uwf//+Utz9GLnILgunT58uy5cvN9pes2ZNOeaYY4z2pLqYsCNcjrAj3IgV9gKEHfaGLisQdrjUjFbrg0UfyLCnh8mIF0ZG25DFVcGLpAdfc5EE71coV65c2jox+bLaJuwIDvDhex9Kr+N7G5/lnkfukc7dOhnv274h7mFHcM4h/xkit11zu7HRxDcnyO8O/p3xvu0bTO4fwo6UmXfbSNjhzpJK8RVYXzBelk/KV3XAotCj0cWS2+hinvRQNZnkNEPYkZxZc9KECBB2JGTQGT7mrFmzZOnSpZGvmo6QIXhnR/DuDpNPOkKXkq5P2BE+GcKOcCNW2AsQdtgbuqxA2OFS06zW2u/XyutTX5cp46bI1PFm//tpdiX71TUPqilX/+Wqovd6pONj8mW1bdgR9H//bQ/Ikw89aXSU4EXu42aPTfnnvZIQdhQWbpX++f3l/XfeN7K1fXLG5P4h7DAaTamLiws7zj/gAHcXyFClW265ebcr3XTT7v/fMtQOl4mhwJqPHpUtG83eb5kJhp9Dj0skr/ElRS8154NApgQIOzIlzXUQyJAAYUeGoBN0mVR+QipdPx8V/JRVYWGhkf4RRxwhhxxyiNGeVBYTdoSrEXaEG7HCXoCww97QZQXCDpeaqdfauGGjvPH6G0Xv9Zg+ZYasWrEq9WJp3OnqZd27tmjyZbWLsGPTxk2Sf0QX+earb4y0+px+itx4941Ge7YvTkLYEZx1yeIl0r19D2MjmydnTO4fwg7j0ZS4obiwo/fXj7m7AJUQQCAjAmXLVSt6yoPQIyPcXERECDu4DRCImQBhR8wGquA4wRMdwZMdUT/pfDH4zJkzZdmyZVFbKVpXvXp16dQp9Z+FiHoxwo5wKcKOcCNW2AsQdtgbuqxA2OFS012tzz/7XN6e+7bMnT1PZr42U1X4cdagsyR4z4LLn8I0+bLaRdgRTGrO9DlyTt8/Gw/t+Veek2YtmxnvS0rYEcA8ePeD8sgDjxoZ2Tw5Y3L/EHYYjaXUxYQd7iyphIAGgaLQo/ElRT9xxZMeGiYS3x4IO+I7W06WUAHCjoQOPo3HnjBhgqxcuTLyFerWrSstW7aMvN5k4bfffiuTJ0822VK0tk+fPhKEMOn8pBJ25OTkpLMlJ7WDF7wfe6ybnxUxDTvKly9fFFb5+KlQoYK0adPGx9a975mwQ9cICTt0zaOkbgqWFsh777wvi+a/I3PnzCv61/PZ/ARPOFx3x/VStmwZJ22YfFntKuwIGr/mwmtkzIuvGJ2hToM68uKk4ZKzh9mfEZIUdvyw6Qfpekw3Wb7M7F1ufQf0kRvuusFoHsFik/uHsMOYt8QNhB3uLKmEgCYBQg9N04hnL4Qd8Zwrp0qwAGFHgoefhqP/8MMPEnyJb/Lp2rWrVKlSxWSL0dqhQ4fKli1bjPY0a9ZMGjVqZLTHdLFp2JHOUMi090ytNw07GjZsKM2bN89Ue1wnJgKEHboGSdihax5Ru1m/br0sfnexLFqwSBbOXSjz31wgG9ZviLrdybqzLzy76AkPFx+TL6tdhh3Bz4Wd2KaTsd1lN14mZw48w+joSQo7Api3Zr0lZ/Y6y8goWPzCuOelaYumRvtM7h/CDiPaUhcTdrizpBICGgXK7pkrucE7PRoN5kkPjQPyuCfCDo+HR+sIFCdA2MF94VJg0aJF8t5770UuWblyZenWrVvk9aksnDNnjnz66adGWzPRF2FH+EgIO8KNWGEvQNhhb+iyAmGHS83s1QpeDP3Zx5/KewvfKwo/Zk2bbfw+ilS6f2nKi1K/cf1Utu60x+TLapdhR9DE6OFj5NqLrjU+w6S5k6Tmgb+NvC9pYUcAc93g62XUsFGRjYKFqTw5Y3L/EHYYjaPUxYQd7iyphIBmgT32qiUH5U+XnEo1NbdJbx4JEHZ4NCxaRSCKAGFHFCXWRBUYMWKEbNq0Keryon+FH/xr/HR+Vq1aJePHjze+RLqfOCHsCB8JYUe4ESvsBQg77A1dViDscKmpq9byz7+Qt996u+hf2E8ZN8X46YUopwmCh6EThkjZnLJRlpe4xuTLatdhx7Zt2+Ss3mcXOZl8jj7uKHn4uYcjb0li2LF61Wrp2OpE43vv8hsvlzMGDohsa3L/EHZEZg1dSNgRSsQCBLwW4OesvB6f6uYJO1SPh+YQMBcg7DA3Y0fxAsF7OoL3dZh8gvuvTBk3v69d2nULCwtN2ipam+6fjSLsCB8JYUe4ESvsBQg77A1dViDscKmpt1bhlsKin7x6deJrMubFMU5feH71rVfLH885zerwJl9Wuw47gsaDF8J3atvZ+Az3P36fdDypY6R9SQw7ApixI8bKVRdcHclox0UmT86Y3D+EHcajKHEDYYc7SyohoEmgzB5VJK/J5byoXNNQYtYLYUfMBspxECDs4B5wJTBz5kxZtmyZq3JZrxO8oDx4UXm6PoQd4bKEHeFGrLAXIOywN3RZgbDDpaYftbZu3Srz5syTIU8NlSljpzhpesFn86V8hfIp1zL5sjodYUfQ+BMPPiEP3P43ozPk1ciT8bPHSZWq4e9CS2rYETw5c27/82T2tNlGtseccIz885mHIu0xuX8IOyKRRlpE2BGJiUUIeCNQplxVyWs4WHIbXyLBUx18EEiXAGFHumSpi0CWBAg7sgQfs8sGf3EcMmSIBF9YxOlzwgknyD777JOWIxF2hLMSdoQbscJegLDD3tBlBcIOl5r+1fr6y6/l6Ueelmcee9aq+YeeflCO7XhsyjVMvqxOV9ixefNm6dmhl3yy5BOjc/Q/s79cd0f4Oz+SGnYEmMuXLZeOrU80cg0WP/DE/XJClxNC95ncP4QdoZyRFxB2RKZiIQKqBcrssVfRS8hzG19KyKF6UvFpjrAjPrPkJAgUCRB2cCO4EPjss89k9myzfyHn4rrprvG73/1Ojj766LRchrAjnJWwI9yIFfYChB32hi4rEHa41PS31mefLJV7bvqrzJj6ekqHOLn3SXLng3emtDfYZPJldbrCjqCP4Ke++uefanyOIeNfkCaHNSl1X5LDjgDmqX89Jffccq+RbdQnZ0zuH8IOoxGUuri4sOP8Aw5wd4EMVbrllpt3u9JNN+3+/y1D7XCZGAqs+ehR2bLxK3UnC36uKrfhRZIXhBx75qnrj4biK0DYEd/ZcrKEChB2JHTwjo8dvAA8eBF43D7Bfz/69+9fbChoe1bCjnBBwo5wI1bYCxB22Bu6rEDY4VLT71rB06L3/uW+oic9Uvm8vWyB7LnnnqlsVRN2BM3fef2d8twTzxudo06DOvLS5BdLfVF70sOOLZu3SO+Op8iSxUuMbE8961S59vZrSt1D2GFE6mxxcWHHDV0edVY/U4Xi8vfzTHlxHTOB9QXjZPmkLmab0rz655DjQslrfBkhR5qtKV+8AGEHdwYCMROIyx+mzj333N0m88ADD8RsWjqP88MPP0jwxX1cP3/4wx/k4IMPdn48wo5wUsKOcCNW2AsQdtgbuqxA2OFSMx61Hrz7QXnkAfMvLB954V9yZPsjU0Iw+bI6nU92BM2vX7e+6GXlq1aY/aOSK2++Qk4/7/QSz5/0sCOA+WDRB3JKR/P3sw2dMEQaN29coq3J/cOTHSn9V7TYTYQd7iypFF+BpS8fJj+sXKjigIQcKsZAE8Ev3mwLfpidDwIIxEaAsCM2o8zaQd555x15//33s3b9dF+4Ro0acuKJ5r/rHNYXYUeYkAhhR7gRK+wFCDvsDV1WIOxwqRmPWqm+u+KS6y6Wsy88OyUEky+r0x12BAeYNmmaDDr9QuOzTJk/WQ6oWfzP+BB2/Mz515vvMX56KJh5EHiUzSlb7ExM7h/CDuPbusQNhB3uLKkUT4ENBROkYFLnrB+OkCPrI6CBXQQIO7glEIiZAGFHzAaaheOYfmmfhRatL9mnTx/ZY489rOvsWMDUrW7dutKyZUunPWgvRtihfULx6I+wQ9ccCTtSm0fhlkKZOmGqbN0a7d+lHdaquey7/76pXSwLu+a9MV8GdB9gdOXTzj5Vrrmt9J8bKqmgyZfVmQg7gj4vPvsSmTJ2ipFB+xPby4NP/aPYPYQdP7Ns3LBRuvzhJPnmq2+MbK+65Ur507l/KnaPyf1D2GHEXupiwg53llSKp8DSUS3lhxXzs3a4MjmVfn4nR5Pg56qqZ60PLozArgKEHdwTCMRMgLAjZgPN8HFWrFghEydOzPBVM3+55s2bS8OGDZ1emLAjnJOwI9yIFfYChB32hi4rEHakpvnhex9Kr+N7R958w103SN8B5j/fE/kCaVjYsfWJsnzZ8siVO57UUe5//L7I63dcaPJldabCjm+//rboS/kN6zcYnenv//67HNe5w257CDt+JZkx9XUZeNpAI9dgcUlPzpjcP4QdxuwlbiDscGdJpfgJrC8YL8sn5WflYGX2qCy5DS6UvCaX806OrEyAi4YJEHaECfGfI+CZAGGHZwNT1q7pl9HK2o/cTuXKlaVbt26R10dZSNgRrmR6fwWBVBBM8UHARICww0Qr/WsJO1IzLlhaICe26RR5c/8z+8t1d1wbeb2GhaY/N9S8VXN5bsyzKbVu8mV1psKO4CDDnxkut1z5F6Mz5dXIkwlvjJfKVSrvtI+wY2fGy/58mUwcM8nItqQnZ0zuH8IOI/JSFxN2uLOkUvwEsvGuDkKO+N1HcT0RYUdcJ8u5EitA2JHY0VsffOvWrTJkyBAxeZVTzZo1pU6dOtbXti0wY8YMKSwsNCoThB1B6OHqQ9gRLknYEW7ECnsBwg57Q5cVCDtS01z7/VppW7dd5M0t27WUp0b+J/J6DQtnvTZLzu1/XuRWgp/pem3hq5HX77jQ5MvqTIYdhYVb5fTup8vCuWYvl/3Tn/8oV/3lqp0sCDt2vjW+++Y7yT+ii5MnZ0zuH8KOlP4rWuwmwg53llSKl0Cm39Xxc8gxSPKaXMGTHPG6lWJ7GsKO2I6WgyVVgLAjqZO3P/enn34qc+bMMSp08skny1577WW0Jx2LTb9ED3qoV6+eHH744c7aIewIpzSdE092hJuyYncBwg5ddwVhR2rzCL4Eb/LbJpE3V6pcSeZ+/Fbk9RoWLvnwv9L92O5GrXzw9ftG67cvNvmyOpNhR9Dfx//3sXQ92vxp0+GThknDpr/+JCdhx+63xsghL8sNl9xgdM8U9+SMyf1D2GHEXepiwg53llSKl0Cmnuog5IjXfZOk0xB2JGnanDURAoQdiRhzWg45btw4Wb16deTaFStWlB49ekRen86FX331lbz6qtm/9ixXrpyccsopztoi7AinJOwIN2KFvQBhh72hywqEHalrtqrd2uhfpc9aPFNy83JTv2CGdwb/8v6YpsdGvmrwJfTM91+PvH7HhSZfVmc67Aj6fPjeh+Wf9z5sdLagz6EThkjZnLJF+wg7ducLnloe0P0MWfDWAiPb4EXlwQvLt39M7h/CDiPqUhcTdrizpFJ8BDLxVMfPIccFktfkSp7kiM+tk6iTEHYkatwcNo4gknMAACAASURBVAkChB1JmLL7M27atElGjBhhVLhJkyYS/J+Wz9ChQ2XLli1G7XTs2FH23ntvoz0lLSbsCGck7Ag3YoW9AGGHvaHLCoQdqWsGP8Gz9JOlkQs8/8pz0qxls8jrs73Q9Ke66jSoIy+/NjKltk2+rM5G2PHDDz9Kzw49jeYdQFx7+zVy6lmnFpkQdhR/a3z28WdFL4I3/QyfPFwaNmlQtM3k/iHsMJUueT1hhztLKsVHIJ1PdZTJqSS5DQdJXuPLpWz5GvFB4ySJEyDsSNzIOXDcBQg74j7h9Jxv4cKF8sEHHxgV7927t+y5555Ge9K5eObMmbJs2TKjSxx44IFy1FFHGe0paTFhRzgjYUe4ESvsBQg77A1dViDsSF3zT11PN/oX6ZfdeJmcOfCM1C+Y4Z1LFi+R7u2jPyFq8yWyyZfV2Qg7Avp5b8yXAd0HGE/h1benyn4H7EfYUYrcIw88Kg/e/aCRbaNmjeSFsc8XPTljcv/Y3KdGDSZgMWFHAobMEY0ENiyfKAUTOxntibKYkCOKEmt8EiDs8Gla9IpABAHCjghILNlNwPSL+tzcXMnPz1cl+c0338iUKVOMeipTpoz069dPivvvjVEhETE1rFu3rrRs2dL0Ml6vJ+zwenzeNE/YoWtUhB2pz+P+2x6QJx96MnKB4Geeghd477HHHpH3ZHPh1PGvyuAzB0duIb9Hvvz14bsjr99xocmX1dkKO4J+b7r8ZnnpuZeMznh8l+Plb088QNhRitpPP/0k3Y/tYfzkzHV3XCv9z+xP2GF0R7pbTNjhzpJK8RBw/VRHUchR9HNVV/AkRzxuEU7xPwHCDm4FBGImQNgRs4Fm4DjfffedTJo0yehKbdq0kdq1axvtycTiVH7K6sgjj5SDDjrIuj3CjnBCwo5wI1bYCxB22Bu6rEDYkbrmmzPflLN6n21U4K6H7pKTenUx2pOtxUGQEwQ6UT+nnX2qXHPbNVGX77TOl7Dj+zXfy/GHn2D0rpbgoA89/aBMGTdVRg8fHdnnvS/fleAffdh8Pv/sc+nUtnPkEmcNOksuvf6SyOtdLlw4d6GcdvIfjUsGAWKv43vLqhWrIu3lyY5ITJEWEXZEYmJRQgRcPtVByJGQmybBxyTsSPDwOXo8BQg74jnXdJ5qxowZUlBQEPkSwT0WPA1h+xfkyBc0WDhr1ixZujT675sHpYN3dgTv7rD9EHaECxJ2hBuxwl6AsMPe0GUFwo7UNYP3OLQ4uIVRgVp1asnoGaOcPLFodOEUFl96zmUy6ZXo/9ji8hsvlzMGmv/MU9CaL2FH0OuE0RPl8nMvNxLdd/99pX7j+jJ98vTI+5IWdgQwt159qwx9alhko2Bhx5M6yrw35hF2GKm5WUzY4caRKvEQWDamrWz69k2rwxByWPGx2SMBwg6PhkWrCEQRIOyIosSa7QJbt26VIUOGyLZt2yKj7L///tKhQ4fI6zO5cMWKFTJx4kSjSwb/nTnllFOsf/aDsCOcnbAj3IgV9gKEHfaGLisQdthpDjxtoMyY+rpRkceHPibtjmlntCfTi//70X+l2zHdjS47dMIQady8sdGe7Yt9CjuCnlOZuylMEsOOdd+vk85H5EcOLkxNg/U82ZGKWvF7CDvcWVLJb4ENX0yWggmp/+O83+RUkNwGg6R6kyv5uSq/bwW6jyhA2BERimUI+CJA2OHLpHT0+fHHH8ubb5r9C5H27dvLAQccoOMAxXQxbNgw2bx5s1F/LVq0kPr16xvt2XUxYUc4H2FHuBEr7AUIO+wNXVYg7LDTHPKfIXLbNbcbFWneqrk8PfKpohcra/1c8KdBRk8hVKpcSd74aE7KZ/It7Pii4As5oWXqX2xFmXsSw47AZeq4qTL4rIujEKW0hrAjJbZiNxF2uLOkkt8CqT7VETzJUa3BQEIOv8dP9ykIEHakgMYWBDQLEHZono6+3saOHStr1qyJ3FhOTo707ds38vpsLJwzZ458+umnRpeuUqWKdO3a1WjProsJO8L5CDvCjVhhL0DYYW/osgJhh53msk+XSed2+cZFuvXpJrc+8BeVPzm54K0F8qeupxudKfgpofsfv89oz46LfQs7gt6fffw5ueuGu1I+c9jGpIYdgcuFAy6S1ya+FkaU0n9O2JESW7GbCDvcWVLJX4ENX0yVggnHGx2g6EmO+hdI9abBkxx7G+1lMQJxECDsiMMUOQMCOwgQdnA7RBXYuHGjjBw5MuryonWHHnqotGun+6cxVq5cKRMmTDA6V7C4e/fuUqlSJeN92zcQdoTTEXaEG7HCXoCww97QZQXCDnvNK867QsaPMv/ftdPPO12uvPkK+wYcVihYWiBn9zlHli9bblT1lvtukV6n9jTas+NiH8OOwi2F0rdTP1n83uKUz13axiSHHV9/+bV0OOy4tLgSdrhjJexwZ0klfwVMnuook1NRqtUfKNWbXsXPVfk7cjp3IEDY4QCREghoEiDs0DQN3b28/fbbsnix2V+g8/PzJTc3V/fBRCSVn7KqV6+eHH744SmfjbAjnI6wI9yIFfYChB32hi4rEHbYa37+2efSqW3nlAoNvmaw/HnwOSntdb3pg0UfyBk9z5QN6zcYl572zmuyz377GO/bvsHHsCPo/cP3PpRex/dO+dyEHSULpPITcVEGQdgRRSnaGsKOaE6siq9A1Hd1EHLE9x7gZKkJEHak5sYuBNQKEHaoHY26xoYPHy4//fRT5L7Kly8vvXr1irw+mwuD95AE7yMx+ZQrV67oReWpfgg7wuUIO8KNWGEvQNhhb+iyAmGHG827b7xbnnns2ZSKDTh/gJx/6XlSuUrllPa72DTztZlyXv/zUyrVb0Bfuf6u61Pau32Tr2FH0P/9tz0gTz70pNX5i9uc5Cc7Ao/Cwq3SP7+/vP/O+05tCTvccRJ2uLOkkp8CYU91/BxynP/zOzkqpP4PAvzUoWsEShYg7ODuQCBmAoQdMRtomo7zzTffyJQpU4yqN2rUSJo1a2a0J1uLV69eLePGjTO+/Iknnig1atQw3hdsIOwIZyPsCDdihb0AYYe9ocsKhB1uNFetWCXBF/apfvJq5MkVN10hXXrmZ/Q9HksWL5F/P/xveeWlsam2LpPmTpKaB/425f3BRp/Djk0bN0n+EV3km6++sTLYdXPSw47AI7g/u7fv4dSVsMMdJ2GHO0sq+SdQ2lMdhBz+zZOOMytA2JFZb66GQNoFCDvSThyLC0yfPl2WLzf7veyePXtKhQoVvDm/6ZMrwcEOOuggOfLII1M6I2FHOJtp2BFUzMnJCS/syYoDDjhAjjoq9S8rPTlm1tsk7Mj6CHZqgLDD3Twe/8fj8rc7/m5VsGmLpnLt7ddIo2aNrOqEbV60YJE88eCT1i+B/tO5f5Krbrky7HKh/7nPYUdwuDnT58g5ff8cek6TBYQdP2v9/c6/y2N/f9yErtS1hB3OKIWww50llfwTKO6pDkIO/+ZIx9kRIOzIjjtXRSBtAoQdaaONTeGtW7fKkCFDZNu2bZHPVLVqVTnppJMir9ewcO7cubJkyRKjVsqUKSP9+/c32rN9MWFHOFsqYUd4VX9WVKtWTbp06eJPw552Stiha3CEHe7mEbyw+sIBF8qMqa9bFz241sHS4cT20u6YdtKsZXMpX35Pq5obN2yU9xa+JwveXCCzps2WIOyw/dSqU0uGTx5u3VvQh+9hR3CGqwddbfWEzK7zIOz4WeSHTT9I12O6yfJlZv8IqKT7m7DD9r/5v+4n7HBnSSW/BDZ8MUUKJpzwS9O/yakguUU/V3UVP1fl1yjpNksChB1ZgueyCKRLgLAjXbLxqRu8yyJ4p4XJp2XLllK3bl2TLVlfu2bNGhk71vxnM4J/eX/ggQca90/YEU5G2EHYEX6X2K8g7LA3dFmBsMOlpkjwk0YDepzh/D0Dx5xwjLT+Q2upsU8Nyc2rJtVyq0nV3KpStVpVqVS5UtE/kAheLL72+7Xy/erv5fs1P//ffz/6WN6c+aYsnLvQ7UFF5OVpL0ud+r93UjcOYUfwU2YntumU0gvei0Mk7PhVJbiHz+p9tpN7jbDDCWNREcIOd5ZU8ktg+1MdhBx+zY1u9QgQduiZBZ0g4ESAsMMJY6yLBAFAEARE/QT3VJ8+fbz8OSHTACIw2WeffeSEE379lzRRnUyvFYRHQYiUpA9hB2FHJu53wo5MKEe/BmFHdKuoK1etXC39Ovdz9i/Ro143k+v++cxDEgQwrj5xCDsCi9HDx8i1F13rhIWwY2fG6wZfL6OGjbK2JeywJvylAGGHO0sq+SMQPNWxfEpXya13nlRvejVPcvgzOjpVJEDYoWgYtIKACwHCDheK8a2xYcMGefnll40OmOqX/0YXSdPi+fPny0cffWRUPdVwh7AjnJmwg7Aj/C6xX0HYYW/osgJhh0vNX2sFP7nTL7+/BP/aP26fR174lxzZPrX3Z5VkEZewI3jCJngC4a1Zb1mPnbBjZ8LVq1ZLx1YnWj85Q9hhfWsSdrgjpJKHAus+HS4V9j9acirs62H3tIyADgHCDh1zoAsEnAkQdjijjGWhBQsWyIcffmh0tqOPPlp+97vfGe3Rsnjt2rUyZswY43YOP/xwqVevntE+wo5wLsIOwo7wu8R+BWGHvaHLCoQdLjV3rrXkw/8WvcPD1bsG0tdptMp5NfLkvkfvlVZHtIq2wWBVXMKO4MjLPl0mndvlG5y++KWEHbu7jB0xVq664GorW8IOK76dNvNkhztLKiGAAAJJEiDsSNK0OWsiBAg7EjHmlA85fPhw+emnnyLvL1u2rPTr1y/yeo0LR4wYIZs2bTJqrUqVKtK1a1ejPYQd4VyEHYQd4XeJ/QrCDntDlxUIO1xq7l4reDH4XTfcJSNeGJneC6W5+nGdO8jN994suXm5ablSnMKOAOiJB5+QB27/m5UVYcfufMGTM+f2P09mT5udsi1hR8p0u20k7HBnSSUEEEAgSQKEHUmaNmdNhABhRyLGnNIhv/76a5k6darR3oMOOkiOPNLtT0kYNeBgcSpPswSX7dGjh1SsWDFyB4Qd4VSEHYQd4XeJ/QrCDntDlxUIO1xqllxr0iuT5IZLbrT+CZ7MdPvrVWoeVFMGXzNYOnfrlNZLxy3s2Lx5s/Ts0Es+WfJJym6EHcXTFSwtKHoRfKofwo5U5XbfR9jhzpJKCCCAQJIECDuSNG3OmggBwo5EjDmlQ06bNk2++OILo72dOnWS6tWrG+3Rtnj9+vUyapT5Cyfr168vLVq0iHwcwo5wKsIOwo7wu8R+BWGHvaHLCoQdLjVLr/Xl8i/lyoFXycK5CzN30RSvFIQcg64YVBRylM0pm2KV6NviFnYEJ1+0YJH0zz81OsIuKwk7Sqb7z8NPyb1/uTclW8KOlNiK3UTY4c6SSggggECSBAg7kjRtzpoIAcKORIzZ+JCFhYUydOhQCR7Pj/rZc889pXfv3lGXq143cuRI2bhxo1GP5cuXl169ekXeQ9gRTkXYQdgRfpfYryDssDd0WYGww6VmeK3gf+fnzp4rzzz2rEyfPD18Q4ZXBCHHhVcOkk5dMxNybD9eHMOO4Gx3XHenPP/k8ylNkbCjZLYtm7dI746nyJLFS4xtCTuMyUrcQNjhzpJKCCCAQJIECDuSNG3OmggBwo5EjNn4kCtWrJCJEyca7Qte0B28qDsOn4ULF8oHH3xgfJS+fftKTk5OpH2mgUrDhg2lefPmkWrHZdGcOXPk008/jctxjM8RPCUVPC3FJ70ChB3p9TWtTthhKuZuffAi66FPDS0KPrL5CV48HjzBcVz+8XJYy+YZeZJj1/PmH9FFln6yNBJDi9Yt5JnRT0dam+1F69etl05tO8uqFauMW3ERdnzz1bfSvnn7yNcedMUFcv5l50den82FHyz6QE7p2Me4hfYntpcHn/qH8T427C5A2MFdgQACCCCQigBhRypq7EFAsQBhh+Lh0BoCCCCAQNoFCDvSTmx0AcIOI660LF77/VoZ//KEoic+Zk2blZH3egQBR5eeXeT4zsdJ08ObSdmyZdJyNooigEB8BQg74jtbToYAAgikU4CwI5261EYgCwKEHVlA55IIIIAAAmoECDvUjKKoEcIOXfMIfuYqeAHzu2+/K4sWvCtvzXrL6iXXwemCn6Zq0ryx1GtUT+o0qCO169aW/Q7YT4r7M6kuDbpBAAHNAoQdmqdDbwgggIBeAcIOvbOhMwRSEiDsSImNTQgggAACMREg7NA1SMIOXfMorpvg/QRr166T9WvXybq16yR4EiT4v3Xfr5Pvv18rWwsLpXKVylKpcmWpXKXS//7fK0nFypVkn333lkqVK+k/JB0igIB3AoQd3o2MhhFAAAEVAoQdKsZAEwi4EyDscGdJJQQQQAAB/wQIO3TNjLBD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zYNuEEAAAV8ECDt8mRR9IoAAAroECDt0zYNuELAWIOywJqQAAggggIDHAoQduoZH2KFrHnSDAAII+CJA2OHLpOgTAQQQ0CVA2KFrHnSDgLUAYYc1IQUQQAABBDwWIOzQNTzCDl3zoBsEEEDAFwHCDl8mRZ8IIICALgHCDl3zoBsErAUIO6wJKYAAAggg4LEAYYeu4RF26JoH3SCAAAK+CBB2+DIp+kQAAQR0CRB26JoH3SBgLUDYYU1IAQQQQAABjwUIO3QNj7BD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zYNuEEAAAV8ECDt8mRR9IoAAAroECDt0zYNuELAWIOywJqQAAggggIDHAoQduoZH2KFrHnSDAAII+CJA2OHLpOgTAQQQ0CVA2KFrHnSDgLUAYYc1IQUQQAABBDwWIOzQNTzCDl3zoBsEEEDAFwHCDl8mRZ8IIICALgHCDl3zoBsErAUIO6wJKYAAAggg4LEAYYeu4RF26JoH3SCAAAK+CBB2+DIp+kQAAQR0CRB26JoH3SBgLUDYYU1IAQQQQAABjwUIO3QNj7BD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQeycvaQAAIABJREFUDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zYNuEEAAAV8ECDt8mRR9IoAAAroECDt0zYNuELAWIOywJqQAAggggIDHAoQduoZH2KFrHnSDAAII+CJA2OHLpOgTAQQQ0CVA2KFrHnSDgLUAYYc1IQUQQAABBDwWIOzQNTzCDl3zoBsEEEDAFwHCDl8mRZ8IIICALgHCDl3zoBsErAUIO6wJKYAAAggg4LEAYYeu4RF26JoH3SCAAAK+CBB2+DIp+kQAAQR0CRB26JoH3SBgLUDYYU1IAQQQQAABjwUIO3QNj7BD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBagLDDmpACCCCAAAIeCxB26BoeYYeuedANAggg4IsAYYcvk6JPBBBAQJcAYYeuedANAtYChB3WhBRAAAEEEPBYgLBD1/AIO3TNg24QQAABXwQIO3yZFH0igAACugQIO3TNg24QsBYg7LAmpAACCCCAgMcChB26hkfYoWsedIMAAgj4IkDY4cuk6BMBBBDQJUDYoWsedIOAtQBhhzUhBRBAAAEEPBYg7NA1PMIOXfOgGwQQQMAXAcIOXyZFnwgggIAuAcIOXfOgGwSsBQg7rAkpgAACCCDgsQBhh67hEXbomgfdIIAAAr4IEHb4Min6RAABBHQJEHbomgfdIGAtQNhhTUgBBBBAAAGPBQg7dA2PsEPXPOgGAQQQ8EWAsMOXSdEnAgggoEuAsEPXPOgGAWsBwg5rQgoggAACCHgsQNiha3iEHbrmQTcIIICALwKEHb5Mij4RQAABXQKEHbrmQTcIWAsQdlgTUgABBBBAwGMBwg5dwyPs0DUPukEAAQR8ESDs8GVS9IkAAgjoEiDs0DUPukHAWoCww5qQAggggAACHgsQdugaHmGHrnnQDQIIIOCLAGGHL5OiTwQQQECXAGGHrnnQDQLWAoQd1oQUQAABBBDwWICwQ9fwCDt0zYNuEEAAAV8ECDt8mRR9IoAAAroECDt0zYNuELAWIOywJqQAAggggIDHAoQduoZH2KFrHnSDAAII+CJA2OHLpOgTAQQQ0CVA2KFrHnSDgLUAYYc1IQUQQAABBDwWIOzQNTzCDl3zoBsEEEDAFwHCDl8mRZ8IIICALgHCDl3zoBsErAUIO6wJKYAAAggg4LEAYYeu4RF26JoH3SCAAAK+CBB2+DIp+kQAAQR0CRB26JoH3SBgLUDYYU1IAQQQQAABjwUIO3QNj7BD1zzoBgEEEPBFgLDDl0nRJwIIIKBLgLBD1zzoBgFrAcIOa0IKIIAAAgh4LEDYoWt4hB265kE3CCCAgC8ChB2+TIo+EUAAAV0ChB265kE3CFgLEHZYE1IAAQQQQMBjAcIOXcMj7NA1D7pBAAEEfBEg7PBlUvSJAAII6BIg7NA1D7pBwFqAsMOakAIIIIAAAh4LEHboGh5hh6550A0CCCDgiwBhhy+Tok8EEEBAlwBhh6550A0C1gKEHdaEFEAAAQQQ8FiAsEPX8Ag7dM2DbhBAAAFfBAg7fJkUfSKAAAK6BAg7dM2DbhCwFiDssCakAAIIIICAxwKEHbqGR9ihax50gwACCPgiQNjhy6ToEwEEENAlQNihax50g4C1AGGHNSEFEEAAAQQ8FiDs0DU8wg5d86AbBBBAwBcBwg5fJkWfCCCAgC4Bwg5d86AbBKwFCDusCSmAAAIIIOCxAGGHruERduiaB90ggAACvggQdvgyKfpEAAEEdAkQduiaB90gYC1A2GFNSAEEEEAAAY8FCDt0DY+wQ9c86AYBBBDwRYCww5dJ0ScCCCCgS4CwQ9c86AYBawHCDmtCCiCAAAIIeCxA2KFreIQduuZBNwgggIAvAoQdvkyKPhFAAAFdAoQduuZBNwhYCxB2WBNSAAEEEEDAYwHCDl3DI+zQNQ+6QQABBHwRIOzwZVL0iQACCOgSIOzQNQ+6QcBaIM5hhzUOBRBAAAEEEinw6KOPJvLcGg5dXNihoS96QAABBBDwT+CGLv7973lc/n7u391CxwggkFQBwo6kTp5zx1YgLn+YOvfcc2M7Iw6GAAIIIJBZAcKOzHrveDXCjuzZc2UEEEAgbgKEHXGbKOdBAAEE3AsQdrg3pSICWRUg7MgqPxdHAAEEEFAoQNiRvaEQdmTPnisjgAACcRMg7IjbRDkPAggg4F6AsMO9KRURyKoAYUdW+bk4AggggIBCAcKO7A2FsCN79lwZAQQQiJsAYUfcJsp5EEAAAfcChB3uTamIQFYFCDuyys/FEUAAAQQUChB2ZG8ohB3Zs+fKCCCAQNwECDviNlHOgwACCLgXIOxwb0pFBLIqEJewI6uIXBwBBBBAAAEEEEAAgTQLbN28Xj4Z8jsp/GmNlC1XTWr1K5Aye1RO81UpjwACmRTg7+eZ1OZaCCCAgAhhB3cBAjET4A9TMRsox0EAAQQQQAABBBCIpcCKhX+RFQtu+uVse7e4Vao3vz6WZ+VQCCRVgL+fJ3XynBsBBLIlQNiRLXmui0CaBPjDVJpgKYsAAggggAACCCCAgCOBHZ/q2F6Spzsc4VIGAUUC/P1c0TBoBQEEEiFA2JGIMXPIJAnwh6kkTZuzIoAAAggggAACCPgosOtTHdvPsPfht0v1Ztf6eCR6RgCBYgT4+zm3BQIIIJBZAcKOzHpzNQTSLsAfptJOzAUQQAABBBBAAAEEEEhZoLinOrYX4+mOlFnZiIBKAf5+rnIsNIUAAjEWIOyI8XA5WjIF+MNUMufOqRFAAAEEEEAAAQT8EFix8FZZseDGEpvdu+WdUr3p1X4chi4RQKBUAf5+zg2CAAIIZFaAsCOz3lwNgbQL8IeptBNzAQQQQAABBBBAAAEEUhIoeqpj6IFS+OPqEveX3bO61O5XIL/JqZDSNdiEAAJ6BPj7uZ5Z0AkCCCRDgLAjGXPmlAkS4A9TCRo2R0UAAQQQQAABBBDwSiDsqY7th9m75V1SvelVXp2NZhFAYHcB/n7OXYEAAghkVoCwI7PeXA2BtAvwh6m0E3MBBBBAAAEEEEAAAQSMBbZuXiefDDlQCn9aE7q3bPkaUqvvMimTUzF0LQsQQECvAH8/1zsbOkMAgXgKEHbEc66cKsEC/GEqwcPn6AgggAACCCCAAAJqBVYuvE2+W3BD5P54uiMyFQsRUCvA38/VjobGEEAgpgKEHTEdLMdKrgB/mEru7Dk5AggggAACCCCAgE6Bond1DPldpKc6tp8geLqjdt/PeXeHzpHSFQKRBPj7eSQmFiGAAALOBAg7nFFSCAEdAvxhSscc6AIBBBBAAAEEEEAAge0Cpk91bN+3d6u7pXqTK4FEAAFPBfj7uaeDo20EEPBWgLDD29HROALFC/CHKe4MBBBAAAEEEEAAAQT0CKTyVMf27nm6Q88c6QSBVAT4+3kqauxBAAEEUhcg7Ejdjp0IqBTgD1Mqx0JTCCCAAAIIIIAAAgkVWPnO7fLd/OtTPj1Pd6RMx0YEsi7A38+zPgIaQACBhAkQdiRs4Bw3/gL8YSr+M+aECCCAAAIIIIAAAn4I2DzVsf2EPN3hx6zpEoHiBPj7OfcFAgggkFkBwo7MenM1BNIuwB+m0k7MBRBAAAEEEEAAAQQQiCRg+1TH9ovs0+qvktfkikjXZBECCOgR4O/nemZBJwggkAwBwo5kzJlTJkiAP0wlaNgcFQEEEEAAAQQQQECtgIunOrYfjqc71I6ZxhAoVYC/n3ODIIAAApkVIOzIrDdXQyDtAvxhKu3EXAABBBBAAAEEEEAAgVCBle/cId/Nvy50XdQFPN0RVYp1COgR4O/nemZBJwggkAwBwo5kzJlTJkiAP0wlaNgcFQEEEEAAAQQQQEClgMunOrYfkKc7VI6aphAoVYC/n3ODIIAAApkVIOzIrDdXQyDtAvxhKu3EXAABBBBAAAEEEEAAgVIFVi66S76bd41zpX1a3yN5jS93XpeCCCCQHgH+fp4eV6oigAACJQkQdnBvIBAzAf4wFbOBchwEEEAAAQQQQAABrwTS8VTHdgCe7vDqVqBZBIS/n3MTIIAAApkVIOzIrDdXQyDtAvxhKu3EXAABBBBAAAEEEEAAgRIFVi66U76bd23ahHi6I220FEbAuQB/P3dOSkEEEECgVAHCDm4QBGImwB+mYjZQjoMAAggggAACCCDgjUA6n+rYjsDTHd7cDjSKAE92cA8ggAACGRYg7MgwOJdDIN0ChB3pFqY+AggggAACCCCAAALFC6T7qY7tV+XpDu5ABPwQ4O/nfsyJLhFAID4ChB3xmSUnQaBIgD9McSMggAACCCCAAAIIIJB5gUw81bH9VDzdkfn5ckUEUhHg7+epqLEHAQQQSF2AsCN1O3YioFKAP0ypHAtNIYAAAggggAACCMRcYOWiu+S7eddk7JT7tL5X8hpflrHrcSEEEDAX4O/n5mbsQAABBGwECDts9NiLgEIB/jClcCi0hAACCCCAAAIIIBBrgUw+1bEdkqc7Yn1LcbiYCPD385gMkmMggIA3AoQd3oyKRhGIJsAfpqI5sQoBBBBAAIH/Z+9OoC0p6vuBF7PAsM8CDC6sAQIDw6YGxSVx14iC0YhBRJEIIkQQFUGFqICAGwYTQf2LLC64gGJEDH8SNIosiiCLCLKj7AwwIMvAzPxPP3z+h8ebuXXv7e5XXfW55+R4cqa6uurzq+FU3e/0bQIECBCoS6DtpzpGx+3pjroqqB8CzQg4nzfjqlcCBAgsTUDYYW0QyEzAZiqzgpoOAQIECBAgQIBA0gKLH384XPuNp4eFC+5rfZye7mid3A0J9CXgfN4Xl8YECBAYWkDYMTShDgikJWAzlVY9jIYAAQIECBAgQCBvgXt+c3S465cHTdgk19ruM2Hm3AMm7P5uTIDA0gWcz60OAgQItCsg7GjX290INC5gM9U4sRsQIECAAAECBAgQGBEYearj1HXDwkfunjART3dMGL0bE+gp4Hzek0gDAgQI1Cog7KiVU2cEJl7AZmria2AEBAgQIECAAAECZQhM9FMdo8qe7ihjvZll9wScz7tXMyMmQKDbAsKObtfP6Ak8RcBmyqIgQIAAAQIECBAg0LxACk91jM7S0x3N19sdCAwi4Hw+iJprCBAgMLiAsGNwO1cSSFLAZirJshgUAQIECBAgQIBAZgL3XPbJcNdFH0xmVms997Nh5hbvTWY8BkKAQAjO51YBAQIE2hUQdrTr7W4EGhewmWqc2A0IECBAgAABAgQKF0jpqY7RUni6o/BFafpJCjifJ1kWgyJAIGMBYUfGxTW1MgVspsqsu1kTIECAAAECBAi0J5DaUx2jM/d0R3trwJ0IxAg4n8coaUOAAIH6BIQd9VnqiUASAjZTSZTBIAgQIECAAAECBDIVSPGpjlFqT3dkuuhMq7MCzuedLZ2BEyDQUQFhR0cLZ9gEliZgM2VtECBAgAABAgQIEGhOYN7lnw53XviB5m4wZM9rPfeYMHOL/YfsxeUECNQh4Hxeh6I+CBAgEC8g7Ii30pJAJwRspjpRJoMkQIAAAQIECBDooMCixx8K1526Xlj4yN3Jjn7ytDXDRm++KSw3ZcVkx2hgBEoRcD4vpdLmSYBAKgLCjlQqYRwEahKwmaoJUjcECBAgQIAAAQIExgjMu+xT4c6LDkzexdMdyZfIAAsRcD4vpNCmSYBAMgLCjmRKYSAE6hGwmarHUS8ECBAgQIAAAQIElhRI+V0dYyvl3R3WLoE0BJzP06iDURAgUI6AsKOcWptpIQI2U4UU2jQJECBAgAABAgRaFUj9XR1jMTzd0erycDMC4wo4n1sYBAgQaFdA2NGut7sRaFzAZqpxYjcgQIAAAQIECBAoTKBLT3WMlmbKSk8Lf/XmG8Nyk5YvrFqmSyAdAefzdGphJAQIlCEg7CijzmZZkIDNVEHFNlUCBAgQIECAAIFWBLr2VMcoyuztPx9mzNm3FSM3IUDgqQLO51YFAQIE2hUQdrTr7W4EGhewmWqc2A0IECBAgAABAgQKEhh5quNb64eFD9/ZuVlPWenpYaNd/ti5cRswgVwEnM9zqaR5ECDQFQFhR1cqZZwEIgVspiKhNCNAgAABAgQIECAQITDv8s+EOy98f0TLNJvMfu7nwowt9ktzcEZFIHMB5/PMC2x6BAgkJyDsSK4kBkRgOAGbqeH8XE2AAAECBAgQIEBgVKDud3VMnrZmWPjIXT2BJ09bIyx85O6e7WIaeHdHjJI2BJoRcD5vxlWvBAgQWJqAsMPaIJCZgM1UZgU1HQIECBAgQIAAgQkTqOupjqmr/VVYY+uPhMWPPxRu/8U+Pecz+3n/FiZNXTXcfcnh4bEHru/ZvleDqr8Zm7+nVzN/ToBAzQLO5zWD6o4AAQI9BIQdlgiBzARspjIrqOkQIECAAAECBAhMiMATT3WsF/UkxtIGOHXVDcMa23wkrL7J7iNN7rvq+HD7eXv3nM+SLxa//5qvhrsvOSw89sANPa9bWoPq6Y6Ndrl14OtdSIDAYALO54O5uYoAAQKDCgg7BpVzHYFEBWymEi2MYREgQIAAAQIECHRKYN7lnw13Xvi+gcY8GnKsttFbw3KTpvylj0HCjurixYseD/OvPfnPT3oMFnp4umOgUrqIwFACzudD8bmYAAECfQsIO/omcwGBtAVsptKuj9ERIECAAAECBAikL1A91XHdtzYIjz98R1+DnbrqBn9+kuMd4143aNixZGf3X3PCQKHHlJWeHjba5Y99zUdjAgSGE3A+H87P1QQIEOhXQNjRr5j2BBIXsJlKvECGR4AAAQIECBAgkLxAv091jIYcq22025Oe5Bg70TrCjqrPxYseC/f//qRwz6VHhMceuDHac/bzjg0zNv+X6PYaEiAwnIDz+XB+riZAgEC/AsKOfsW0J5C4gM1U4gUyPAIECBAgQIAAgaQFnnhXx7ph4SN39xxnFXLM2vrDYfWN37bMkGO0o7rCjtH+RkKPa04M9/zmE1GhR/Xujr96841huUnL95ybBgQIDC/gfD68oR4IECDQj4Cwox8tbQl0QMBmqgNFMkQCBAgQIECAAIFkBeZdcUy484IDljm+qauu/+eQ4+1RIUdTYcdTQo/qSY8Hb1rm2D3dkezSM7AMBZzPMyyqKREgkLSAsCPp8hgcgf4FbKb6N3MFAQIECBAgQIAAgUqg11Md/z/kqJ7kmNo3Wt1PdowdwBNPenw13HPpJ5Yaeni6o++yuYDAwALO5wPTuZAAAQIDCQg7BmJzEYF0BWym0q2NkREgQIAAAQIECKQtsLSnOqaust4TT3JsUj3J0X/IMTrrpsOO0fs8EXqc8OfQ4+anoM/e/vNhxpx90y6G0RHIQMD5PIMimgIBAp0SEHZ0qlwGS6C3gM1UbyMtCBAgQIAAAQIECIwVGO+pjrpCjrbDjl6hh6c7rH8C7Qg4n7fj7C4ECBAYFRB2WAsEMhOwmcqsoKZDgAABAgQIECDQisC8Kz4X7rzgvSP3eiLk+FBYfZPdh3qSY+zA23qy4ylBzqIF4f6r//ykx59uGfljT3e0sqzcpHAB5/PCF4DpEyDQuoCwo3VyNyTQrIDNVLO+eidAgAABAgQIEMhPYPSpjklTVvpzyPGOWkOOUbGJCjtG7794JPT4Srjn0iPD4sWPh796841huUnL51dQMyKQiIDzeSKFMAwCBIoREHYUU2oTLUXAZqqUSpsnAQIECBAgQIBAXQIP3Hh6WPjI3WH6pnvW1eW4/Ux02LHkoO797RfC1JWfEVZZb8dG56xzAiULOJ+XXH1zJ0BgIgSEHROh7p4EGhSwmWoQV9cECBAgQIAAAQIEhhBIKewYYhouJUAgUsD5PBJKMwIECNQkIOyoCVI3BFIRsJlKpRLGQYAAAQIECBAgQODJAsIOK4JAWQLO52XV22wJEJh4AWHHxNfACAjUKmAzVSunzggQIECAAAECBAjUJiDsqI1SRwQ6IeB83okyGSQBAhkJCDsyKqapEKgEbKasAwIECBAgQIAAAQJpCgg70qyLURFoSsD5vClZ/RIgQGB8AWGHlUEgMwGbqcwKajoECBAgQIAAAQLZCAg7simliRCIEnA+j2LSiAABArUJCDtqo9QRgTQEbKbSqINRECBAgAABAgQIEBgrIOywJgiUJeB8Xla9zZYAgYkXEHZMfA2MgECtAjZTtXLqjAABAgQIECBAgEBtAsKO2ih1RKATAs7nnSiTQRIgkJGAsCOjYpoKgUrAZso6IECAAAECBAgQIJCmgLAjzboYFYGmBJzPm5LVLwECBMYXEHZYGQQyE7CZyqygpkOAAAECBAgQIJCNgLAjm1KaCIEoAefzKCaNCBAgUJuAsKM2Sh0RSEPAZiqNOhgFAQIECBAgQIAAgbECwg5rgkBZAs7nZdXbbAkQmHgBYcfE18AICNQqYDNVK6fOCBAgQIAAAQIECNQmIOyojVJHBDoh4HzeiTIZJAECGQkIOzIqpqkQqARspqwDAgQIECBAgAABAmkKCDvSrItREWhKwPm8KVn9EiBAYHwBYYeVQSAzAZupzApqOgQIECBAgAABAtkICDuyKaWJEIgScD6PYtKIAAECtQkIO2qj1BGBNARsptKog1EQIECAAAECBAgQGCsg7LAmCJQl4HxeVr3NlgCBiRcQdkx8DYyAQK0CNlO1cuqMAAECBAgQIECAQG0Cwo7aKHVEoBMCzuedKJNBEiCQkYCwI6NimgqBSsBmyjogQIAAAQIECBAgkKaAsCPNuhgVgaYEnM+bktUvAQIExhcQdlgZBDITsJnKrKCmQ4AAAQIECBAgkI2AsCObUpoIgSgB5/MoJo0IECBQm4CwozZKHRFIQ8BmKo06GAUBAgQIECBAgACBsQLCDmuCQFkCzudl1dtsCRCYeAFhx8TXwAgI1CpgM1Urp84IECBAgAABAgQI1CYg7KiNUkcEOiHgfN6JMhkkAQIZCQg7MiqmqRCoBGymrAMCBAgQIECAAAECaQoIO9Ksi1ERaErA+bwpWf0SIEBgfAFhh5VBIDMBm6nMCmo6BAgQIECAAAEC2QgIO7IppYkQiBJwPo9i0ogAAQK1CQg7aqPUEYE0BGym0qiDURAgQIAAAQIECBAYKyDssCYIlCXgfF5Wvc2WAIGJFxB2THwNjIBArQI2U7Vy6owAAQIECBAgQIBAbQLCjtoodUSgEwLO550ok0ESIJCRgLAjo2KaCoFKwGbKOiBAgAABAgQIECCQpoCwI826GBWBpgScz5uS1S8BAgTGFxB2WBkEMhOwmcqsoKZDgAABAgQIECCQjYCwI5tSmgiBKAHn8ygmjQgQIFCbgLCjNkodEUhDwGYqjToYBQECBAgQIECAAIGxAsIOa4JAWQLO52XV22wJEJh4AWHHxNfACAjUKmAzVSunzggQIECAAAECBAjUJiDsqI1SRwQ6IeB83okyGSQBAhkJCDsyKqapEKgEbKasAwIECBAgQIAAAQJpCgg70qyLURFoSsD5vClZ/RIgQGB8AWGHlUEgMwGbqcwKajoECBAgQIAAAQLZCAg7simliRCIEnA+j2LSiAABArUJCDtqo9QRgTQEbKbSqINRECBAgAABAgQIEBgrIOywJgiUJeB8Xla9zZYAgYkXEHZMfA2MgECtAjZTtXLqjAABAgQIECBAgEBtAvMu/2y488L39exv9vafDzPm7NuznQYECKQt4Hyedn2MjgCB/ASEHfnV1IwKF7CZKnwBmD4BAgQIECBAgECyAnf98qBwz2+O7jk+YUdPIg0IdELA+bwTZTJIAgQyEhB2ZFRMUyFQCdhMWQcECBAgQKCbAosXLQj3/e7L4bH514ZFCx8Ny02a0s2JGDUBAk8SWG65yaH6+/3I3ZeEh++8IISwuKeQsKMnkQYEOiHgfN6JMhkkAQIZCQg7MiqmqRAQdlgDBAgQIECguwLVv/au/tW3DwECBIQd1gCBPASEHXnU0SwIEOiOgLCjO7UyUgJRAjZTUUwaESBAgACB5ATuvOgDYd5ln05uXAZEgED7AsKO9s3dkUATAs7nTajqkwABAksXEHZYHQQyE7CZyqygpkOAAAECxQjccf57wr1Xfr6Y+ZooAQJLFxB2WB0E8hBwPs+jjmZBgEB3BIQd3amVkRKIErCZimLSiAABAgQIJCcg7EiuJAZEYMIEhB0TRu/GBGoVcD6vlVNnBAgQ6Ckg7OhJpAGBbgnYTHWrXkZLgAABAgRGBYQd1gIBAqMCwg5rgUAeAs7nedTRLAgQ6I6AsKM7tTJSAlECNlNRTBoRIECAAIHkBIQi0vLIAAAgAElEQVQdyZXEgAhMmICwY8Lo3ZhArQLO57Vy6owAAQI9BYQdPYk0INAtAZupbtXLaAkQIECAwKiAsMNaIEBgVEDYYS0QyEPA+TyPOpoFAQLdERB2dKdWRkogSsBmKopJIwIECBAgkJyAsCO5khgQgQkTmLX1h8Oazz58wu7vxgQI1CPgfF6Po14IECAQKyDsiJXSjkBHBGymOlIowyRAgAABAmMEhB2WBAECowJrbfepMHPu+4EQINBxAefzjhfQ8AkQ6JyAsKNzJTNgAssWsJmyQggQIECAQDcFYsOOKSuuHVZZ77VhxdnPD2G5SWG5sFw3J2zUBAg8RWDR4w+FhY/eE2ZtdVAI/m5bIQQ6L+B83vkSmgABAh0TEHZ0rGCGS6CXgM1ULyF/ToAAAQIE0hSIDTum//UeYa3nHRsmTVkpzYkYFQECBAgQIDAi4HxuIRAgQKBdAWFHu97uRqBxAZupxondgAABAgQINCIQG3bMfv4XwozN9m5kDDolQIAAAQIE6hNwPq/PUk8ECBCIERB2xChpQ6BDAjZTHSqWoRIgQIAAgSUE4sKO5cLaz/9CmL7Zu9gRIECAAAECiQs4nydeIMMjQCA7AWFHdiU1odIFbKZKXwHmT4AAAQJdFYgOO15wXJi+6V5dnaZxEyBAgACBYgScz4sptYkSIJCIgLAjkUIYBoG6BGym6pLUDwECBAgQaFdA2NGut7sRIECAAIGmBZzPmxbWPwECBJ4sIOywIghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRkDYUUypTZQAAQIEChFwPi+k0KZJgEAyAsKOZEphIATqEbCZqsdRLwQIECBAoG0BYUfb4u5HgAABAgSaFXA+b9ZX7wQIEBgrIOywJghkJmAzlVlBTYcAAQIEihEQdhRTahMlQIAAgUIEnM8LKbRpEiCQjICwI5lSGAiBegRspupx1AsBAgQIEGhbQNjRtrj7ESBAgACBZgWcz5v11TsBAgTGCgg7rAkCmQnYTGVWUNMhQIAAgWIEhB3FlNpECRAgQKAQAefzQgptmgQIJCMg7EimFAZCoB4Bm6l6HPVCgAABAgTaFhB2tC3ufgQIECBAoFkB5/NmffVOgACBsQLCDmuCQGYCNlOZFdR0CBAgQKAYAWFHMaU2UQIECBAoRMD5vJBCmyYBAskICDuSKYWBEKhHwGaqHke9ECBAgACBtgWEHW2Lux8BAgQIEGhWwPm8WV+9EyBAYKyAsMOaIJCZgM1UZgU1HQIECBAoRuCOC/YP917xbz3nu/bzvxCmb7Z3z3YaECBAgAABAhMr4Hw+sf7uToBAeQLCjvJqbsaZC9hMZV5g0yOQkcB4/73KaHqmQoAAAQItCixevLjFu7kVAQIE4gScz+OctCJAgEBdAsKOuiT1QyARAZupRAphGAQI9BQQdvQk0oAAAQIEIgWEHZFQmhEg0KqA83mr3G5GgACBIOywCAhkJmAzlVlBTYdAxgLCjoyLa2oECBBoWUDY0TK42xEgECXgfB7FpBEBAgRqExB21EapIwJpCNhMpVEHoyBAoLeAsKO3kRYECBAgECcg7Ihz0ooAgXYFnM/b9XY3AgQICDusAQKZCdhMZVZQ0yGQsYCwI+PimhoBAgRaFhB2tAzudgQIRAk4n0cxaUSAAIHaBIQdtVHqiEAaAjZTadTBKAgQ6C0g7OhtpAUBAgQIxAkIO+KctCJAoF0B5/N2vd2NAAECwg5rgEBmAjZTmRXUdAhkLCDsyLi4pkaAAIGWBYQdLYO7HQECUQLO51FMGhEgQKA2AWFHbZQ6IpCGgM1UGnUwCgIEegsIO3obaUGAAAECcQLCjjgnrQgQaFfA+bxdb3cjQICAsMMaIJCZgM1UZgU1HQIZCwg7Mi6uqREgQKBlAWFHy+BuR4BAlIDzeRSTRgQIEKhNQNhRG6WOCKQhYDOVRh2MggCB3gLCjt5GWhAgQIBAnICwI85JKwIE2hVwPm/X290IECAg7LAGCGQmYDOVWUFNh0DGAsKOjItragQIEGhZQNjRMrjbESAQJeB8HsWkEQECBGoTEHbURqkjAmkI2EylUQejIECgt4Cwo7eRFgQIECAQJyDsiHPSigCBdgWcz9v1djcCBAgIO6wBApkJ2ExlVlDTIZCxgLAj4+KaGgECBFoWEHa0DO52BAhECTifRzFpRIAAgdoEhB21UeqIQBoCNlNp1MEoCBDoLSDs6G2kBQECBAjECQg74py0IkCgXQHn83a93Y0AAQLCDmuAQGYCNlOZFdR0CGQsIOzIuLimRoAAgZYFhB0tg7sdAQJRAs7nUUwaESBAoDYBYUdtlDoikIaAzVQadTAKAgR6Cwg7ehtpQYAAAQJxAsKOOCetCBBoV8D5vF1vdyNAgICwwxogkJmAzVRmBTUdAhkLCDsyLq6pESBAoGUBYUfL4G5HgECUgPN5FJNGBAgQqE1A2FEbpY4IpCFgM5VGHYyCAIHeAsKO3kZaECBAgECcgLAjzkkrAgTaFXA+b9fb3QgQICDssAYIZCZgM5VZQU2HQMYCwo6Mi2tqBAgQaFlA2NEyuNsRIBAl4HwexaQRAQIEahMQdtRGqSMCaQjYTKVRB6MgQKC3gLCjt5EWBAgQIBAnIOyIc9KKAIF2BZzP2/V2NwIECAg7rAECmQnYTGVWUNMhkLGAsCPj4poaAQIEWhYQdrQM7nYECEQJOJ9HMWlEgACB2gSEHbVR6ohAGgI2U2nUwSgIEOgtIOzobaQFAQIECMQJCDvinLQiQKBdAefzdr3djQABAsIOa4BAZgI2U5kV1HQIZCwg7Mi4uKZGgACBlgWEHS2Dux0BAlECzudRTBoRIECgNgFhR22UOiKQhoDNVBp1MAoCBHoLCDt6G2lBgAABAnECwo44J60IEGhXwPm8XW93I0CAgLDDGiCQmYDNVGYFNR0CGQsIOzIurqkRIECgZQFhR8vgbkeAQJSA83kUk0YECBCoTUDYURuljgikIWAzlUYdjIIAgd4Cwo7eRloQIECAQJyAsCPOSSsCBNoVcD5v19vdCBAgIOywBghkJmAzlVlBTYdAxgLCjoyLa2oECBBoWUDY0TK42xEgECXgfB7FpBEBAgRqExB21EapIwJpCNhMpVEHoyBAoLeAsKO3kRYECBAgECcg7Ihz0ooAgXYFnM/b9XY3AgQICDusAQKZCdhMZVZQ0yGQsYCwI+PimhoBAgRaFhB2tAzudgQIRAk4n0cxaUSAAIHaBIQdtVHqiEAaAjZTadTBKAgQ6C0g7OhtpAUBAgQIxAkIO+KctCJAoF0B5/N2vd2NAAECwg5rgEBmAjZTmRXUdAhkLCDsyLi4pkaAAIGWBYQdLYO7HQECUQLO51FMGhEgQKA2AWFHbZQ6IpCGgM1UGnUwCgIEegsIO3obaUGAAAECcQLCjjgnrQgQaFfA+bxdb3cjQICAsMMaIJCZgM1UZgU1HQIZCwg7Mi6uqREgQKBlAWFHy+BuR4BAlIDzeRSTRgQIEKhNQNhRG6WOCKQhYDOVRh2MggCB3gLCjt5GWhAgQIBAnICwI85JKwIE2hVwPm/X290IECAg7LAGCGQmYDOVWUFNh0DGAsKOjItragQIEGhZQNjRMrjbESAQJeB8HsWkEQECBGoTEHbURqkjAmkI2EylUQejIECgt4Cwo7eRFgQIECAQJyDsiHPSigCBdgWcz9v1djcCBAgIO6wBApkJ2ExlVlDTIZCxgLAj4+KaGgECBFoWEHa0DO52BAhECTifRzFpRIAAgdoEhB21UeqIQBoCNlNp1MEoCBDoLSDs6G2kBQECBAjECQg74py0IkCgXQHn83a93Y0AAQLCDmuAQGYCNlOZFdR0CGQsIOzIuLimRoAAgZYFhB0tg7sdAQJRAs7nUUwaESBAoDYBYUdtlDoikIaAzVQadTAKAgR6Cwg7ehtpQYAAAQJxAsKOOCetCBBoV8D5vF1vdyNAgICwwxogkJmAzVRmBTUdAhkLCDsyLq6pESBAoGUBYUfL4G5HgECUgPN5FJNGBAgQqE1A2FEbpY4IpCFgM5VGHYyCAIHeAsKO3kZaECBAgECcgLAjzkkrAgTaFXA+b9fb3QgQICDssAYIZCZgM5VZQU2HQMYCwo6Mi2tqBAgQaFlA2NEyuNsRIBAl4HwexaQRAQIEahMQdtRGqSMCaQjYTKVRB6MgQKC3gLCjt5EWBAgQIBAnIOyIc9KKAIF2BZzP2/V2NwIECAg7rAECmQnYTGVWUNMhkLGAsCPj4poaAQIEWhYQdrQM7nYECEQJOJ9HMWlEgACB2gSEHbVR6ohAGgI2U2nUwSgIEOgtIOzobaQFAQIECMQJCDvinLQiQKBdAefzdr3djQABAsIOa4BAZgI2U5kV1HQIZCwg7Mi4uKZGgACBlgWEHS2Dux0BAlECzudRTBoRIECgNgFhR22UOiKQhoDNVBp1MAoCBHoLCDt6G2lBgAABAnECwo44J60IEGhXwPm8XW93I0CAgLDDGiCQmYDNVGYFNR0CGQsIOzIurqkRIECgZQFhR8vgbkeAQJSA83kUk0YECBCoTUDYURuljgikIWAzlUYdjIIAgd4Cwo7eRloQIECAQJyAsCPOSSsCBNoVcD5v19vdCBAgIOywBghkJmAzlVlBTYdAxgLCjoyLa2oECBBoWUDY0TK42xEgECXgfB7FpBEBAgRqExB21EapIwJpCNhMpVEHoyBAoLeAsKO3kRYECBAgECcg7Ihz0ooAgXYFnM/b9XY3AgQICDusAQKZCdhMZVZQ0yGQsYCwI+PimhoBAgRaFhB2tAzudgQIRAk4n0cxaUSAAIHaBIQdtVHqiEAaAjZTadTBKAgQ6C0g7OhtpAUBAgQIxAkIO+KctCJAoF0B5/N2vd2NAAECwg5rgEBmAjZTmRXUdAhkLCDsyLi4pkaAAIGWBYQdLYO7HQECUQLO51FMGhEgQKA2AWFHbZQ6IpCGgM1UGnUwCgIEegsIO3obaUGAAAECcQLCjjgnrQgQaFfA+bxdb3cjQICAsMMaIJCZgM1UZgU1HQIZCwg7Mi6uqREgQKBlAWFHy+BuR4BAlIDzeRSTRgQIEKhNQNhRG6WOCKQhYDOVRh2MggCB3gLCjt5GWhAgQIBAnICwI85JKwIE2hVwPm/X290IECAg7LAGCGQmYDOVWUFNh0DGAsKOjItragQIEGhZQNjRMrjbESAQJeB8HsWkEQECBGoTEHbURqkjAmkI2EylUQejIECgt4Cwo7eRFgQIECAQJyDsiHPSigCBdgWcz9v1djcCBAgIO6wBApkJ2ExlVlDTIZCxgLAj4+KaGgECBFoWEHa0DO52BAhECTifRzFpRIAAgdoEhB21UeqIQBoCNlNp1MEoCBDoLSDs6G2kBQECBAjECQg74py0IkCgXQHn83a93Y0AAQLCDmuAQGYCNlOZFdR0CGQsIOzIuLimRoAAgZYFhB0tg7sdAQJRAs7nUUwaESBAoDYBYUdtlDoikIaAzVQadTAKAgR6Cwg7ehtpQYAAAQJxAsKOOCetCBBoV8D5vF1vdyNAgICwwxogkJmAzVRmBTUdAhkLCDsyLq6pESBAoGUBYUfL4G5HgECUgPN5FJNGBAgQqE1A2FEbpY4IpCFgM5VGHYyCAIHeAsKO3kZaECBAgECcgLAjzkkrAgTaFXA+b9fb3QgQICDssAYIZCZgM5VZQU2HQMYCwo6Mi2tqBAgQaFlA2NEyuNsRIBAl4HwexaQRAQIEahMQdtRGqSMCaQjYTKVRB6MgQKC3gLCjt5EWBAgQIBAnIOyIc9KKAIF2BZzP2/V2NwIECAg7rAECmQnYTGVWUNMhkLGAsCPj4poaAQIEWhYQdrQM7nYECEQJOJ9HMWlEgACB2gSEHbVR6ohAGgI2U2nUwSgIEOgtIOzobaQFAQIECMQJCDvinLQiQKBdAefzdr3djQABAsIOa4BAZgI2U5kV1HQIZCwg7Mi4uKZGgACBlgWEHS2Dux0BAlECzudRTBoRIECgNgFhR22UOiKQhoDNVBp1MAoCBHoLCDt6G2lBgAABAnECwo44J60IEGhXwPm8XW93I0CAgLDDGiCQmYDNVGYFNZ1ogccfui3Mu+KYMGvu+8PkFdeKvk7DiRMQdkycvTsTIEAgNwFhR24VNR8CeQg4n+dRR7MgQKA7AsKO7tTKSAlECdhMRTFplKnArefuEh686YwwfbO9w6ytDgqTp62R6UzzmNfaIWwAACAASURBVJawI486mgUBAgRSEBB2pFAFYyBAYKyA87k1QYAAgXYFhB3tersbgcYFbKYaJ3aDhAUem39duO47m4SweFGYNGWlMH2zd4dZW31Q6JFozYQdiRbGsAgQINBBAWFHB4tmyAQKEHA+L6DIpkiAQFICwo6kymEwBIYXsJka3lAP3Raonu6Yf903/zIJoUe69RR2pFsbIyNAgEDXBIQdXauY8RIoQ8D5vIw6myUBAukICDvSqYWREKhFwGaqFkaddFhgyac7lpyG0CO9ogo70quJEREgQKCrAsKOrlbOuAnkLeB8nnd9zY4AgfQEhB3p1cSICAwlYDM1FJ+LMxEY+3SH0CPNwgo70qyLUREgQKCLAsKOLlbNmAnkL+B8nn+NzZAAgbQEhB1p1cNoCAwtYDM1NKEOMhBY2tMdTwk95uwTZm15oHd6TFDNhR0TBO+2BAgQyFBA2JFhUU2JQAYCzucZFNEUCBDolICwo1PlMlgCvQVspnobaVGGwLKe7nhy6LFymD7n3UKPCVgWwo4JQHdLAgQIZCog7Mi0sKZFoOMCzucdL6DhEyDQOQFhR+dKZsAEli1gM2WFEHhCIObpDqHHxK4WYcfE+rs7AQIEchIQduRUTXMhkI+A83k+tTQTAgS6ISDs6EadjJJAtIDNVDSVhgUIxD7dIfSYmMUg7JgYd3clQIBAjgLCjhyrak4Eui/gfN79GpoBAQLdEhB2dKteRkugp4DNVE8iDQoS6PfpjrGhx4w5+4SZW37AOz0aWjMlhh2zZs0Kb3jDG8JGG20U1llnnbD22muH2bNnhxkzZoRVV101rLjiimHhwoVh8uTJ4bHHHgsPP/zwyP/Nnz8/3HfffeGOO+4IZ599djj11FPDPffc01BldEuAAIHuCQg7ulczIyZQgoDzeQlVNkcCBFISEHakVA1jIVCDgM1UDYi6yEpgkKc7hB7tLIFSwo5NNtkk7LfffmHHHXcMz3jGM2rDfeCBB8Jll10WzjrrrPD1r3893HjjjbX1rSMCBAh0TUDY0bWKGS+BMgScz8uos1kSIJCOgLAjnVoYCYFaBGymamHUSUYCwzzdIfRodiHkHHa88IUvDO95z3vCy172sjB9+vRmIf/c+xVXXBHe+973hnPOOaeV+7kJAQLdFTjllFPCLrvs0nMCb3/720PVtgsfYUcXqmSMBMoTcD4vr+ZmTIDAxAoIOybW390J1C5gM1U7qQ4zEBj26Q6hRzOLIMewY86cOeH0008Pf/3Xf90MWkSvt956azjkkEPCCSecENFaEwIEShT47//+7/CSl7yk59QPOuigcPTRR/dsl0IDYUcKVTAGAgTGCjifWxMECBBoV0DY0a63uxFoXMBmqnFiN+igQF1Pdzwl9Nh83zBz7vu902PANZFT2DFt2rRw8sknhze+8Y0hlXnde++94dWvfnW48MILB6yQywgQyFVA2JFrZc2LAIHUBJzPU6uI8RAgkLuAsCP3CptfcQI2U8WV3IQjBep8ukPoEYneo1kqocCws6l+ruqTn/xkWGGFFYbtqvbrq3/pXD3lccQRR9Tetw4JEOiugLCju7UzcgIEuiXgfN6tehktAQLdFxB2dL+GZkDgSQI2UxYEgfEFmni640mhx9RVwow5+3jSo48F2PWwo3rZ+HnnnRfWW2+9PmY9MU2rcVbvD3nkkUcmZgDuSoBAUgLCjqTKYTAECGQs4HyecXFNjQCBJAWEHUmWxaAIDC5gMzW4nSvzF7j13LeE+dd9o9GJThoNPbY8MExeYWaj9+p6510OO9Zdd91w5ZVXhlVWWaUzZbjvvvvCNttsE2688cbOjNlAJ0bg0EMPDQcffHDPmx933HHhgAMO6NlOg/QEhB3p1cSICBDIU8D5PM+6mhUBAukKCDvSrY2RERhIwGZqIDYXFSLQ9NMdSzI+EXrsG2Zu+QGhx1LWV1fDjg033DBcfvnlYaWVVurc35z58+eH9ddfP1Tv8/AhsDSBU045Jey66649gc4888ywww479GynQXoCwo70amJEBAjkKeB8nmddzYoAgXQFhB3p1sbICAwkYDM1EJuLChJo4+kOoUfcgupi2DFnzpxw8cUXh+qF5HV9Fi1aNPLzUg888ECYN2/eSBAxderUsNpqq408ObLyyiuH1VdfvbYXn996662hCmweffTRuqagn8wEhB2ZFXSc6Qg78q+xGRIgkIaA83kadTAKAgTKERB2lFNrMy1EwGaqkEKb5sACbT7dIfRYdpm6FnZsueWW4Ze//GVYfvnlB15/1YXVS8OvueaacOqpp4Z///d/D3fffXfP/iZPnhxe+tKXjvwr+urdG5tttlnPa5bV4Iorrghz584dqg8X5ysg7Mi3tqMzE3bkX2MzJEAgDQHn8zTqYBQECJQjIOwop9ZmWoiAzVQhhTbNoQTafrpD6DF+uboUdlRPdFx66aUjT1wM+rn22mvDJz/5yXDyyScP/VTF0572tHDEEUeEnXfeeeCf0/rP//zP8LrXvW7Q6bguYwFhR8bF/fPUhB3519gMCRBIQ8D5PI06GAUBAuUICDvKqbWZFiJgM1VIoU1zKIEF9/8+XP+dTYbqY9iLJ01ZOczY/D1h5pbvL/adHl0KO6qffqoChkE+Dz74YHj3u98dqi+Q6/5UT3xU4ckuu+wyUNevfOUrw9lnnz3QtS7KV0DYkW9tR2cm7Mi/xmZIgEAaAs7nadTBKAgQKEdA2FFOrc20EAGbqUIKbZpDC0zk0x1LDv6JF5n/S5GhR1fCjv/4j/8YCSv6/VTv4vjCF74Q9t9//7Bw4cJ+L++r/Qtf+MJQvSx61VVX7eu6++67L8yaNStUY/UhMCog7Mh/LQg78q+xGRIgkIaA83kadTAKAgTKERB2lFNrMy1EwGaqkEKb5tACE/XujqUNvMTQowthxzbbbDPyQvJ+x1q9/Pu5z33uyE9ftfWpQourr756JLzo5/OVr3wl/PM//3M/l2ibuYCwI/MChxCEHfnX2AwJEEhDwPk8jToYBQEC5QgIO8qptZkWImAzVUihTbMWgVSe7lhyMpOmrhpmzNm3iCc9+g0Qail6H51MmjQp3HbbbWGttdbq46oQqp+t2mqrrcL111/f13V1NB4k8KhemL7JJpuE6p0iPgQqAWFH/utA2JF/jc2QAIE0BJzP06iDURAgUI6AsKOcWptpIQI2U4UU2jRrEUjt6Y6nhB6b/0uYOfd92b7TI/Wwo3ri4R3veEdfa+2ee+4Jm222Wbjrrrv6uq7OxrNnzw633HJLXy9T//73vx9e//rX1zkMfXVYQNjR4eJFDl3YEQmlGQECBIYUcD4fEtDlBAgQ6FNA2NEnmOYEUhewmUq9QsaXmkCKT3eUEnqkHHZssMEGfT+ZMX/+/LDOOuuE6n8n+vPWt7515MXlsZ8FCxaEFVdc0bs7YsEybyfsyLzAfsYq/wKbIQECyQg4nydTCgMhQKAQAWFHIYU2zXIEbKbKqbWZ1iOQ8tMduYceKYcd3/ve98JOO+3U1yL7u7/7u/DTn/60r2uabBz7L7dHx7DvvvuG6mXsPgSEHfmvgdj/Phx00EHh6KOP7gRI9ZN8PgQIEEhNwPk8tYoYDwECuQsIO3KvsPkVJ2AzVVzJTbgGgdSf7sg19Eg17FhhhRVG3rsxZcqU6NX1jW98I7zlLW+Jbt9GwzXWWCPceeed0S9Xv+GGG8KGG27YxtDcI3EBYUfiBapheMKOGhB1QYAAgQgB5/MIJE0IECBQo4Cwo0ZMXRFIQcBmKoUqGEPXBLrydMdTQ4/3hJlzD+jsOz1SDTs++tGPhn/913+NXsbz5s0beYn5woULo69pq+GPfvSj8OpXvzr6dlXAM9HzqF6yXn0ee+yxJH4SLBovo4bCjnqLmeKaFnbUW2O9ESBAYGkCzufWBgECBNoVEHa06+1uBBoXsJlqnNgNMhXo0tMduYQeqYYd1UvGZ86cGb3St99++3D++edHt2+z4TOf+cxw8803Rz/d8aIXvSj87Gc/a3yIK620Uthzzz3Dm970pvD0pz89rLbaamHllVceean6kuui+lmaKvR46KGHwv333x9++ctfhq9+9auhCnG6/qmevPmHf/iHsPHGG4f1119/5H0vVWhWOVTzrZ7Kuf3228Mf/vCHUD11c84554RLL720lWl3Oeyonsx629veFl7/+teHpz3taaFyrtbVww8/HKq/2yeddFI49thja3fs2poWdtS+BHRIgACBcQWczy0MAgQItCsg7GjX290INC5gM9U4sRtkKtDFpzu6HnqkGHa85jWvCT/84Q+jV/lVV10V5syZE91+Ihpec801I1+ox3wOP/zwcMghh8Q07btNFbzst99+4Q1veMPIl/vD1P/xxx8Plf3Xv/718KlPfarxF6vvuuuuoXrp+7I+V199dXjPe96zzDarr7562H///Ue+jN9ggw36Nrz33nvD97///fCJT3wiXHvttX1fv+QFxx9//FLH8JznPCfMmDGjZ//Vz7394he/WGa7ffbZp+dYjzzyyLDtttsus5/TTjstfOlLX1pqm+rv4cknnzzSz7LW1k9+8pPw4he/uOfcYhp0eU0LO2IqrA0BAgSGF3A+H95QDwQIEOhHQNjRj5a2BDogYDPVgSIZYrICt/5k1zD/2q8nO76YgU2aulqYsfm/hJlbvj9MXn56zCUT1maYL7ubGnT1L+e32mqr6O533333cOKJJ0a3n4iG1RfjBx98cNSt/+d//ie89KUvjWob26h6aqN6UuB1r3td7CV9tfvTn/4UDjvssEZfoly59PqC/JFHHgkrrrjiuGOvwp0qpNhyyy2HCnmW7PyWW24Jr3rVq8Jvf/vbvrxGGy9YsGDkiYemP3vvvXeogpVlfaoQZ/r0Zf/36pJLLhk3EKnm8IMf/GDEIuZTR9iRw5oWdsSsFm0IECAwvIDz+fCGeiBAgEA/AsKOfrS0JdABAZupDhTJEJMV6PrTHUvCjoQeW1Tv9HhfsqFHimFH9ZNJsS8mf/TRR8O0adOSXc+jA6t+yufWW2+NGudNN9008tRFXZ+PfOQj4dBDD23lS/X58+eHgw46KBx33HF1Df8v/QwTdnz84x8PH/7wh8OkSZNqH9eiRYvCgQceGD7zmc/03XcOYUe1Vi+88MKRn/+K/QwbduSypoUdsStGOwIECAwn4Hw+nJ+rCRAg0K+AsKNfMe0JJC5gM5V4gQwveYEcnu7oSuiRWtjx7Gc/e+SdELGf73znOyPvnOjCZ4899oj6WaJq/j/96U+HntKmm2460k8/X0IPfdM/d3DeeeeNPIVRBVd1fQYJOyqDH//4x2G99daraxhL7aeac/VEThXAxX66HnZsscUW4eKLLw7LL7987JRH2g0aduS2poUdfS0bjQkQIDCwgPP5wHQuJECAwEACwo6B2FxEIF0Bm6l0a2Nk3RDI6emOJcVTfNIjtbDjqKOOCh/84AejF2r1Hoxh35sQfbMONaxCo+rL936/hK5zitXLvbfbbrtw44031tJtv2FH9ZNKZ555ZiNPcyxtQmeffXZ45StfGT3fLocd1RMd1TtbBnmyapCwI8c1LeyI/quiIQECBIYScD4fis/FBAgQ6FtA2NE3mQsIpC1gM5V2fYyuGwK5Pd0xNvSYucV+YcbcAyb8561SCzt+9atfhWc961lRi7T6Mn327NlRbUtqVD1RUX3pHvtTYE3aVE92VC9D/8///M+hb9NP2FEZnHPOOa0GHaMTrF6i/rWvfS1qvl0NO9ZYY41w/fXXh1VXXTVqnmMb9Rt25LqmhR0DLR8XESBAoG8B5/O+yVxAgACBoQSEHUPxuZhAegI2U+nVxIi6J5Dr0x2phR6phR0PPvhgWHnllaMW7Lnnnhte8pKXRLUtpdGOO+4YTj/99An5kn9pxosXLw5/+7d/G372s58NVYbYsONlL3vZyM8kTVTYUwU866yzTrjjjjt6zreLYceLXvSicMMNN4Qq8Bj000/YkfOaFnYMuoJcR4AAgf4EnM/789KaAAECwwoIO4YVdD2BxARsphIriOF0ViDnpzueHHqsGmZssd+EvMg8pbBjzTXXDNXTGrGfww47bOTF2z5PCMyZMydcccUVYZiaVl++P/DAA2HevHnh8ccfDzNnzgyrr756WGGFFYbqt3qPRfXejJgAYGn1jAk7qmursGHq1KkTuiyq9678zd/8Tc8xdDHsuOuuu8IrXvGKnnNbVoPYsCP3NS3sGGoZuZgAAQLRAs7n0VQaEiBAoBYBYUctjDohkI6AzVQ6tTCSbguU8HTHkhWq3unR9s9bDfPFeN2ra9999w2f//zno7vdfvvtw/nnnx/dPveGt956a3ja057W9zRvuummcMIJJ4TPfvazoXqyZmmf6ufFPvaxj4180T1ImPDHP/5xJPBYuHBh32OsLogNO2I7X7Ro0chPMVU/nfab3/wm3HPPPWH+/Plh7bXXDptssknYfPPNw/Of//yBnhCpnmapfmKtCgaW9TnrrLOW+vL0DTbYIOp9GFVgct111y3zPm95y1vCJZdcssw29957b5g+ffoy21RhZB0vvI8NO3Jf08KO2L+t2hEgQGA4Aefz4fxcTYAAgX4FhB39imlPIHEBm6nEC2R4nRIo5emOJYvyROixf5gx972Nv9MjpbCj+sJ99913j1qf1ZfJkyZNimpbQqMvfvGLYc899+xrqldfffVIcHHzzTf3dV3lXt3r05/+dPRPjo3eoHqPxstf/vK+7jfauK6wo3rK5Etf+lI48MADwyOPPLLMsVShzn777ReOOOKIvl/2Xt1jr732Gmiu1UWnnHJK2HXXXXteX72EfYcddujZrleDmLCjVx9j/7wKYh566KGRp4WqIK16mXn181f/5//8n3DAAQcss7sS1rSwo98VpT0BAgQGE3A+H8zNVQQIEBhUQNgxqJzrCCQqYDOVaGEMq5MCpT3dsWSRJi2/epi5efUi8+ZCj5TCjuol1rFf2t59992h+tkrnxCe97znhV/84hfRFFVQ9JnPfCZ84AMfiL5mvIYzZswIF1xwwchTEP18qnc+DPL+jmHDjupJjuqnz6r/6/fpknXXXTdUP03Vz1MN1VMJz3jGM/qheVLbroYdt9xySzjjjDPCcccdF377298ONP9S1rSwY6Dl4SICBAj0LeB83jeZCwgQIDCUgLBjKD4XLylw968/Fu7+9UehECBAgEBGAk2GHimFHdUX9tWXnDGf8847L7zgBS+IaZp9m+rnl6p3a8R8qqDj7//+78OPf/zjmOZRbU4++eTw1re+Napt1ah6r8jcuXOj2482HCbsqN7jUb3M/uc//3nf9x29oHpvSWW98sorR/VRWVdPhvQbrIx23rWwo3oy5J3vfGc47bTTonyW1aiUNS3sGHqp6IAAAQJRAsKOKCaNCBAgUJuAsKM2Sh0JO6wBAgQI5Cswaeqqf/55qwNq+3mrlMKO6l+Bb7bZZlEF/Pa3vx123nnnqLY5N9pll13C17/+9egpHn744eGQQw6Jbh/b8Nxzzw1/93d/F9s8bLvttj3fITG2s0HDjupnlJ7znOcM/JTBkuN4zWteE374wx9Gz7Nq/6Mf/Si6/ZINuxR2fP/73w+vf/3rB5rn2ItKWtPCjlqWjE4IECDQU0DY0ZNIAwIECNQqIOyolbPszoQdZdff7AkQKENg5EmP6p0eW+w/dOiRUtjxhz/8Ifpnf6rf83/Xu95VRsGXMctrrrkmbLzxxlEOTT4Ns9JKK428jLv635jPRRddFLbbbruYpn9pM0jYUb2fo3rR92233dbXvZbV+Ne//nXYZpttovo78sgjw4c+9KGotmMbdSXs+OpXvxre8Y53DDTH8S4qaU0LO2pbNjoiQIDAMgWEHRYIAQIE2hUQdrTrnfXdhB1Zl9fkCBAg8CSBOkKPlMKOefPmheo9EDGf6oXRH/nIR2KaZttmzpw54corr4ya3+OPPx5WX331kZdFN/V51ateFc4666zo7jfccMNwww03RLcfJOx405veFL7zne9E3yOm4d577x2+8IUvxDQd+UmnN77xjVFtxzbqQtjxX//1X6Gqe12f0ta0sKOulaMfAgQILFtA2GGFECBAoF0BYUe73lnfTdiRdXlNjgABAuMKDBN6pBR2PPzww2HatGlRVT7ggAPCMcccE9U210ZVsBD7RfMJJ5wQ9thjj8Yp+nnq4aijjgoHH3xw9Jj6DTuq95K8+tWvju4/tmH17o5qrcb83bnkkktGfrJrkE/qYcf8+fNHXthePT1T16e0NS3sqGvl6IcAAQLCDmuAAAECKQkIO1KqRsfHIuzoeAENnwABAkMIDBJ6xHxhO8SQ+rq0epHzpEmToq6pXoj9ta99Laptjo2qF18/8sgjUV7VUx3VEzMPPvhg4xR77rlnqH5iLObTbxDQT9ixaNGikReJV0ZNfK6++uqwySab9Oz6lltuCeuuu27PduM1SD3sqN7R8tOf/nSguY13UYlrWthR2/LREQECBJYp4MkOC4QAAQLtCgg72vXO+m7CjqzLa3IECBCIEngi9HhvmDn3vWHS1NX6PvxF3aSBRtUX1LHhS/VEQ/UTOqV+dtxxx1C9FDrmU/2MU/VzTm18Jk+eHBYsWBAVwlRBxIorrhg9rH7Cjp///OfhhS98YXTf/Tb83ve+F3baaaeel91xxx1h7bXX7tluvAYphx2///3vo8KefiZe4poWdvSzQrQlQIDA4ALCjsHtXEmAAIFBBIQdg6i5ZlwBYYeFQYAAAQKjApOXnz7yEvNlhR6x4UIbqtWX5NW/7o75VD8NVD0ZUOqn+lmq3XffPWr6z372s8PFF18c1baORtW9Yn+6qXq5+rXXXht1237Cjpe//OXhnHPOiep3kEbVOzuqd3f0+tx7771h5syZvZqN++cphx077LBDOPPMMwea19IuKnFNCztqXUI6I0CAwFIFhB0WBwECBNoVEHa065313YQdWZfX5AgQIDCQwLJCj5TCjuodAKuuumrUHNv+Aj9qUC02iv0Zpeqnq2JN6xp+Pz9l9bGPfSx89KMfjbp1bNhRPSFUPWHS5OdDH/pQOOKII3reYhj/VMOOfp/I6Yn05wYlrmlhR+zq0I4AAQLDCQg7hvNzNQECBPoVEHb0K6b9UgWEHRYHAQIECCxNYLzQI6Ww4/bbbw+zZ8+OKuBrXvOa8KMf/SiqbY6NYp+CqX7q6vWvf32rBNXTOdVLq2PW1k9+8pPw4he/OGp8sWHHvHnzwqxZs6L6HLTRrrvuGqowotfnoYceGnl3yCCfVMOOCy+8MDz3uc8dZErLvKbENS3sqH0Z6ZAAAQLjCgg7LAwCBAi0KyDsaNc767sJO7Iur8kRIECgFoGR0GPue8PMLfYPk5dfvZY+6+ikeg/ARhttFNXVHnvsEaqfvSnxs+mmm4arrroqaurVuzqqd3a0/Yl9Sufyyy8PW265ZdTwYsOOfvqMuvE4jV7ykpeE6ovqXp8cw45//dd/DR//+Md7Tb2vPy91TQs7+lomGhMgQGBgAWHHwHQuJECAwEACwo6B2Fw0noCww7ogQIAAgViBKvTY5G33xTZvvN1FF10UnvOc50Td5+CDDw5HHXVUVNvcGh100EHhyCOPjJrW9OnTw/333x/Vts5Gf/jDH8IznvGMnl3efPPNYb311uvZrmoQG3b84Ac/CNXLrpv8VE+jVOPp9ckx7GgiQCt1TQs7ev0N8ucECBCoR0DYUY+jXggQIBArIOyIldKup4CwoyeRBgQIECCwhMBm70yH47/+67/CK17xiqgBfeYznwnvf//7o9rm1ui4444L73rXu3pOq/pZoBVWWKFnuyYaXHbZZWHu3Lk9u+7nJ6diw47q55922223nvcepkHJYUcVSP7qV78ahu8p15a6poUdtS4jnREgQGCpAsIOi4MAAQLtCgg72vXO+m7CjqzLa3IECBCoVWDS8quHv35b+//qf2mT+NrXvhbe8pa3RM3xpJNOCm9/+9uj2ubW6Lvf/W54wxve0HNaN954Y9hggw16tmuiQeyXuP287Do27Dj++OPD3nvv3cS0/tJnyWHH05/+9HDbbbfV6lvqmo79e1I9+XL00UfXat5UZ4sXL26qa/0SIEBgYAFhx8B0LiRAgMBAAsKOgdhcNJ6AsMO6IECAAIFeApOmrhZmbrFfmDH3gDBlhRm9mrf255/+9KfD+973vqj7nX/++WH77bePaptbo9gv/ft5+XfdRrEv1160aFGYPHly1O1j5/2pT30qHHjggVF9Dtqo5LBjrbXWCnfdddegdONeF1vb3Na0sKPWZaQzAgQILFVA2GFxECBAoF0BYUe73lnfTdiRdXlNjgABAkMJTJq6apix+XvCzC3fH6r3dVSf8Q5/Q91kiIurn6WqvqiO+dx7771h5syZMU2za3PJJZeErbfeuue8zjjjjLDTTjv1bNdEg+qdItW/Ro/5xK7B2C/Em3iB9th5CDvqDTtKXdPCjpj/QmhDgACB4QWEHcMb6oEAAQL9CAg7+tHSdpkCwg4LhAABAgTGCkyausoTIcfc94XJKzw5IIj9orkN1X/6p38K3/jGN6Jvtfzyy4fHHnssuv1EN1xttdXCHnvsETWM73znO6F6yfd4n+uvvz7q56lOPPHEsPvuu0fdr+5G1RM61ZM6MZ/YNRgbdlRPdcSGZjHjG6+NsKPesKPUNS3sGPRvoOsIECDQn4Cwoz8vrQkQIDCsgLBjWEHX/0VA2GExECBAgMCowKQpK4cZm//LE09yrDBrXJjYL5rbUF1jjTX6+nmcV73qVaF6qXlXPtWTDtUTDzGfL37xi0t9Cfkdd9wRqp8S6vU55phjwgEHHNCrWSN/fuihh4aPfexjPftu4mesPvCBD0QHLT0HuJQGwo56w45S17SwY9C/ga4jQIBAfwLCjv68tCZAKcIIkAAAIABJREFUgMCwAsKOYQVd/xcBYYfFQIAAAQJPhBz7hplbHviUJznG6qQUdlRju//++0P1BETM59hjjw377bdfTNMk2vz6178O22yzTdRY9txzz/DlL3953LbVT3hNn/7Ez5At63PUUUeFgw8+uFezRv78c5/7XFRtFixYEFZYYYWoMcQ+2SHsiOJ8SqPYddXEOzti753bmhZ2DLZWXUWAAIF+BYQd/YppT4AAgeEEhB3D+bl6CQFhh+VAgACBcgWqkGP6nHeHWVXIMW2NKIjUwo7YL7SryVW/87/ttttGzTOFRtUX+1OnTo0ayjrrrLPUn7G6/fbbw+zZs3v2c/zxx4e99967Z7smGnz1q18Nb3/723t2/cADD0SHW7FrQ9jRk33cBrGBQxNhR6lrWtgx2Fp1FQECBPoVEHb0K6Y9AQIEhhMQdgzn52phhzVAgACBogUmTVkpTN/s3WHWVh+MDjlGwVILO6onNaqnAmI+1U8grbzyyuGRRx6JaT6hbV7xildE/+RW9R6S6n0kS/v8/ve/DxtttFHP+XzrW98Kb37zm3u2a6JB9fNi1Zx7fe68886o4KbqR9gxvuaZZ54Zdthhh17UPf98IsOOUte0sKPnstSAAAECtQgIO2ph1AkBAgSiBYQd0VQa9hLwZEcvIX9OgACBfASWm7JimLHZ3mHWlh8Mk1fs/Q6H8WaeWtjR73s7DjnkkHD44YcnX9Rvf/vb4R//8R+jxvnHP/4xPPOZz1xq24svvjjqiZazzz47vPKVr4y6Z92NYl84fcMNN4QNN9ww6vbCjnzDjlLXtLAj6q++RgQIEBhaQNgxNKEOCBAg0JeAsKMvLo2XJSDssD4IECCQv8BIyLHpu8KsrQ4aOOQYVUot7KjG1c97O3oFA6mshrvuuitUQU7M5//+3/+7zKcizjnnnPDSl760Z1eXX3552HLLLXu2a6LBww8/HKZNm9az60svvTT6PSbCjnzDjlLXtLCj538iNCBAgEAtAsKOWhh1QoAAgWgBYUc0lYa9BIQdvYT8OQECBLotMHOL/cPMrQ4KU1bs/c6GmJmmGHbEfqk9Or/NNtss/O53v4uZ7oS02WSTTcLVV18dfe9lvZy86uTUU08NO++8c8/++nkfRs/O+mhQvXA89qfFTjrppKh3e1S3j10X3tnRR7GWaDqRP2NV6poWdgy2Vl1FgACBfgWEHf2KaU+AAIHhBIQdw/m5egkBYYflQIAAgfwElps8LUzfdM8wa+sP1RZyjCqlGHbsv//+4Zhjjoku5Pe+973wD//wD9Ht2254wQUXhO222y7qto8//vjIExELFy5cavvPf/7zYd99943qr+rr0UcfjWpbV6Mdd9wxfP/734/qbpdddgnf/OY3o9oKO8ZnyuGdHaWuaWFH1F99jQgQIDC0gLBjaEIdECBAoC8BYUdfXBoTSF/AZir9GhlhdwQem39duO47m4SweFF3Bl3TSJsMOUaHmGLYseaaa4bqxdWxn8WLF4fq6Ylrr7029pLW2m299dbhkksuib7feeedF17wghcss331VEf1L+FjPtU7O6p3d7T5qcKnnXbaKeqWq666anjwwQej2go7xmfKIewodU0LO6L+6mtEgACBoQWcz4cm1AEBAgT6EhB29MWlMYH0BWym0q+REXZH4Naf7BrmX/v17gy4hpG2EXKMDjPFsKMaWz9PQ1Ttq5+xqn7OKrVPFXRUgUfs541vfGM47bTTltl8pZVWCn/605+iujzllFPCbrvtFtW2rkb33HNPmDlzZs/uqpCjCjtiP8KO8aVyCDtKXdPCjti//doRIEBgOAHn8+H8XE2AAIF+BYQd/YppTyBxAZupxAtkeJ0RKO2pjpGQY7O9wqytDq7956qWVvRUw445c+aEK6+8sq+1+s///M/hK1/5Sl/XNNn4ec97XvjFL34RfYsFCxaE6n0XMZ/YQGH+/Plh9dVXj+myljZPe9rTwq233hrVVxUEbbvttlFtq0bCjnzDjmpmJa5pYUf0X38NCRAgMJSA8/lQfC4mQIBA3wLCjr7JXEAgbQGbqbTrY3TdESjpqY7pm+0d1tj20DBlxbVbLVCqYUeFcNFFF4XnPOc50R7VS7FnzJgR/XLs6I4HbHjNNdeEjTfeOPrqb3/721EvHu/ni/+qbWX4q1/9KnocwzQ8/vjjw1577RXVxac//elQvUw89iPsGF8qhyc7Sl3Two7Yv/3aESBAYDgB5/Ph/FxNgACBfgWEHf2KaU8gcQGbqcQLZHidECjhqY6JeJJjbPFTDju23HLL8Jvf/Kav9drv0wJ9dd5H4xNPPDG87W1vi77iscceC2ussUaonsSI+Rx00EHhyCOPjGka6voyPOZm1c9rVT9J1OtTvWelejdL9a/5Yz/CjvGl6qrvvffeG6ZPn96zHGuttVa46667erbrt0GJa1rY0e8q0Z4AAQKDCTifD+bmKgIECAwqIOwYVM51BBIVsJlKtDCG1SmBW899S5h/3Tc6NebYwaYQcoyONeWwoxrjxRdf3NdPHVXXxLzkO7ZWg7Tr50vb0f6POeaYcMABB0Tf7pnPfGa45ZZbotpXwcKGG24Ybrzxxqj2gzaqwp0q5In5XHbZZWGrrbaKafqXNsKO8blyCTtKXNPCjr7+E6AxAQIEBhZwPh+YzoUECBAYSEDYMRCbiwikK2AzlW5tjKwbArk+1ZFSyDG6ElIPO6qXe1dPa/T7Oeecc8LLX/7yfi8buv0b3vCG8N3vfrevfqqnIar3aixcuLCv66rAYO7cuVHXVO8Oef7znx/VdtBGN910U1h33XWjLn/zm98cvvWtb0W1HW0k7BifK5ewo5pdaWta2NHXfwI0JkCAwMACzucD07mQAAECAwkIOwZicxGBdAVsptKtjZF1QyC3pzpSDDlGV0LqYUc1zl//+tdhm2226XvxnnXWWWGHHXYIixYt6vvaQS7YaaedwmmnnRYmTZrU1+X7779/+Ld/+7e+rqkav+Y1rwk//OEPo6970YteFH72s59Ft++n4cc//vFwyCGHRF1SvVtlxRVXjGq7ZCNhx/hk1Tr/+7//+749x14w0T9jVeKaFnYMvWx1QIAAgSgB5/MoJo0IECBQm4CwozZKHRFIQ8BmKo06GEU3BXJ6qiPlkGN0dXQh7Fh//fXD1VdfHZZffvm+F/V9990Xdt1115H3VjT1WWGFFUae5qiClX4/l19+eajeTTLo5+677w6zZs2KuvzRRx8Nm2yySbj55puj2sc2qvq86qqrokOeU045Jey2226x3f+lnbBjfLLf/va3YfPNN+/bc+wFKYQd1ZhKWtPCjqGXrQ4IECAQJeB8HsWkEQECBGoTEHbURqkjAmkI2EylUQej6KZADk91LDdlxTB90z3DrK0ODlNWnJ10IboQdlSAL3jBC8L//u//hkHHe/7554cdd9yx9hcrv/jFLw5nnHFGWHXVVfuu8wMPPBCe/vSnhwcffLDva0cv+MhHPhIOO+yw6OvnzZsX1ltvvaHuueTNqp/f+t3vfhfWXnvtqDFUgUv1IvZB5lxa2PG5z30u7Lfffj1dH3roobDyyiv3bNerQSphR0lrWtjRa1X6cwIECNQj4Hxej6NeCBAgECsg7IiV0o5ARwRspjpSKMNMTqDrT3VUIceMTfcKs7b+UJg8bc3kfMcb0KDhwURMrp8XYI83vurnrKp3eXzxi18Mp59++sBTmDx5cnjnO98Z3v3ud0e/M2PszaqxPOtZzwqXXnrpwOOoLpw6derIv4RfbbXVovu55557Rn726KKLLoq+ZryG2223Xai+rO3ni/Z99903/Md//MdA9y0t7KjW2Je+9KUoq2otHnfccVFtl9YolbCjpDUt7BhqybqYAAEC0QLO59FUGhIgQKAWAWFHLYw6IZCOgM1UOrUwkm4JdPWpji6GHKMro0thRzXmo446Knzwgx8cemE//vjj4Te/+U04+eSTw49+9KNwww03LPMF4dVPaW2//fZhn332CX/zN38TpkyZMtQY9t5773D88ccP1cfoxdWLx3/+85/33deJJ54Y9thjj77faVJ9GX3ooYeGD3/4w309aXPttdeGjTfeuO9xjl5QWthRhUkXXHBBtNcRRxwRPvGJT4TqSY9BPqmEHdXYS1nTwo5BVqprCBAg0L+A83n/Zq4gQIDAMALCjmH0XEsgQQGbqQSLYkjJC3TxqY4uhxxdDTuqcf/gBz8Ir33ta2tf09XTFtXLs6ufl1qwYEFYZZVVRv6v+nK/zs+xxx4b9fNE/dyz+lf973rXu/q5ZKTtY489Fn75y1+OPBXwjW98Y5nBxytf+cqRgKP6Irrfl7AvXrw4bLHFFqF6v8Sgn9LCjmnTpoWHH364b64q7Kh+LmzhwoWhep9MtX6rn3A7++yzl9lXSmFHNdAS1rSwo+/l7QICBAgMJOB8PhCbiwgQIDCwgLBjYDoXEkhTwGYqzboYVdoCt567S5h/3TfTHuSfR5dDyDEK3bUnO0bHfeWVV4Y5c+Z0Yr2MDrL6wn///fcPVdjRxKd68fg666wzcNfV+Kovyquwp/rf6kvy6qXw1Xs5qi/Nh1krn/rUp8KBBx448NiqC0sLO6o5V2HUsE8RVf3E/MxVamFHNe7c17SwY6j/JLiYAAEC0QLO59FUGhIgQKAWAWFHLYw6IZCOgM1UOrUwkm4IdOWpjpxCjq6HHdUX8WeeeWZ4+ctf3olFXv1sVvWv66ufzGrqs+GGG4YqBKqeCEjpU713Yq+99hp6SCWGHbFfhvfC7WrYkfuajq3vQQcdFI4++uheZU7iz6vQ1IcAAQKpCTifp1YR4yFAIHcBYUfuFTa/4gRspooruQkPKZD6Ux05hhxdDztGx1/9dFP1wut+f1ZpyCXb1+V/+tOfwnOf+9xwxRVX9HXdII3XXXfdcPnll/f1wvJB7hN7zde+9rXw1re+Nbb5MtuVGHZsuumm4aqrrhrar6thRzXxnNe0sGPopa0DAgQIRAk4n0cxaUSAAIHaBIQdtVHqiEAaAjZTadTBKLohkPJTHTmHHLmEHdU8qn/9fd5554W11147uUX/u9/9LrzoRS8Kd911V2tjmzVr1sgTHrNnz27tnuPd6Lvf/W74x3/8x9rGUGLYUeFddtllYe7cuUM5djnsqCae65oWdgy1rF1MgACBaAHn82gqDQkQIFCLgLCjFkadEEhHwGYqnVoYSfoCKT7V8UTI8a4wa+uDw+Rpa6aPOMQIh3kPwxC3rf3S6smOE044YeQpghSe8rjtttvCO9/5zpGf2pqIz0orrRQuvvjiUD0Z0Pan+smuI488Mhx66KG13rrUsONv//Zvw7nnnjvUO1O6HnZUCynHNS3sqPU/ETojQIDAUgWczy0OAgQItCsg7GjX290INC5gM9U4sRtkIpDaUx0lhRyjSyiXsGN0Pquttlr47Gc/G3bbbbeRF2y3/Zk/f3444IADwle+8pW2bz3u/arA5Zhjjgkrr7xyK+Opvrzdeeedwz333FP7/UoNOyrIF7/4xeHHP/7xyAvjB/nkEHaMzjunNS3sGGQ1u4YAAQL9Czif92/mCgIECAwjIOwYRs+1BBIUsJlKsCiGlKRAKk91lBhy5Bp2jM5rhRVWCIcddljYZ599Rv5FeNOfP/7xj+H4448Phx9+eNO36rv/yZMnh2OPPTZU7zdp6qmXav5VyFH9nFhTnx/84Afhta99bc/u99xzz/DlL3+5Z7thGjzrWc8Kv/rVr3p2UYVfq6++es92MQ022GCDUAU+66+/fkzzJ7WJCTvuuOOOsNZaa/Xse/r06eH+++/v2a7JBrms6TPOOCO87nWv60m11157hS996Us926XQwAvKU6iCMRAgMFbA+dyaIECAQLsCwo52vd2NQOMCNlONE7tBBgIL7vtduP67m034TGbOPSDM3PLAMGXFiX2/wURB5PZkx3iOL3jBC0Z+3uplL3vZyBfFdXzh/9BDD438TNQ3v/nNcNJJJ4Xq/0/9M2PGjJHw501velPYfPPNh3KovtC88cYbw+mnnz7ygvgbbrgh9elnM75VVlklvO1tbxsJl+bMmROmTZv2l6eYFixYEB599NGR9XjLLbeEn/3sZ+Gss84a+d9FixZlYzA6EWs6vZIKO9KriRERIBDG/SlI/72yMggQINCcgLCjOVs9E5gQAWHHhLC7accEbj33n8L8606dkFGX/CTHWPASwo4l51wFHa961avCG9/4xrDeeuuNvPi4+pfq1c9fVU+AVD99VZk89thjI18YP/DAA+Hee+8Nd999d7j99tvDTTfdFE499dSRl0Z3+VM5VC8P33XXXcO666474lAZLPnFefXl+COPPDLicN999438NFX1r/+rL89PPPHEkT/zIZCKgDWdRiV8eZhGHYyCAIEnCzifWxEECBBoV0DY0a63uxFoXMBmqnFiN+i4wES9q0PI8dSFU1rY0fG/OoZPgACBpAWEHUmXx+AIFCvgfF5s6U2cAIEJEhB2TBC82xJoSsBmqilZ/eYi0PZTHUKOpa8cYUcuf6vMgwABAhMvIOyY+BoYAQECTxVwPrcqCBAg0K6AsKNdb3cj0LiAzVTjxG7QYYE2n+oQcvReKMKO3kZaECBAgECcgLAjzkkrAgTaFXA+b9fb3QgQICDssAYIZCZgM5VZQU2nVoE2nuoYCTk22zvM2uqgMHnamrWOP7fOhB25VdR8CBAgMHECwo6Js3dnAgSWLuB8bnUQIECgXQFhR7ve7kagcQGbqcaJ3aCjAk0/1SHk6H9hCDv6N3MFAQIECIwvIOywMggQSFHA+TzFqhgTAQI5Cwg7cq6uuRUpYDNVZNlNOkKgqac6hBwR+EtpIuwY3M6VBAgQIPBkAWGHFUGAQIoCzucpVsWYCBDIWUDYkXN1za1IAZupIstu0j0EFtx3Vbj+tC1CWLyoNishx/CUwo7hDfVAgAABAk8ICDusBAIEUhRwPk+xKsZEgEDOAsKOnKtrbkUK2EwVWXaT7iFw6/+8Ocy//lu1OE2aslKYvtm7vJOjBk1hRw2IuiBAgAABYYc1QIBAsgLO58mWxsAIEMhUQNiRaWFNq1wBm6lya2/m4wuMPNXx3TlD8wg5hiZ8SgfCjvpN9UiAAIFSBTzZUWrlzZtA2gLO52nXx+gIEMhPQNiRX03NqHABm6nCF4DpP0Vg2Kc6hBzNLSphR3O2eiZAgEBpAsKO0ipuvgS6IeB83o06GSUBAvkICDvyqaWZEBgRsJmyEAj8f4Fhnup4IuTYO8za6oNh8rQ1sTYgIOxoAFWXBAgQKFRA2FFo4U2bQOICzueJF8jwCBDITkDYkV1JTah0AZup0leA+S8pMMhTHUKO9taQsKM9a3ciQIBA7gLCjtwrbH4EuingfN7Nuhk1AQLdFRB2dLd2Rk5gXAGbKQuDwBMC/T7VIeRof+UIO9o3d0cCBAjkKiDsyLWy5kWg2wLO592un9ETINA9AWFH92pmxASWKWAzZYEQeEIg9qkOIcfErRhhx8TZuzMBAgRyExB25FZR8yGQh4DzeR51NAsCBLojIOzoTq2MlECUgM1UFJNGmQvEPNUh5Jj4RSDsmPgaGAEBAgRyERB25FJJ8yCQl4DzeV71NBsCBNIXEHakXyMjJNCXgM1UX1waZyrwx//ZOTxw/bfHnZ2QI52iCzvSqYWRECBAoOsCwo6uV9D4CeQp4HyeZ13NigCBdAWEHenWxsgIDCRgMzUQm4syEljaUx1CjvSKLOxIryZGRIAAga4KCDu6WjnjJpC3gPN53vU1OwIE0hMQdqRXEyMiMJSAzdRQfC7OQGDsUx1PhBzvDrO2OjBMnrZmBjPMZwrCjnxqaSYECBCYaAFhx0RXwP0JEBhPwPncuiBAgEC7AsKOdr3djUDjAjZTjRO7QcICSz7V8ZeQY+uDw+QVZiY86nKHJuwot/ZmToAAgboFhB11i+qPAIE6BJzP61DUBwECBOIFhB3xVloS6ISAzVQnymSQDQlUT3X86eYfPvEkh5CjIeX6uhV21GepJwIECJQuIOwofQWYP4E0BZzP06yLUREgkK+AsCPf2ppZoQI2U4UW3rTDYw/eFO698t+FHB1aC8KODhXLUAkQIJC4gLAj8QIZHoFCBZzPCy28aRMgMGECwo4Jo3djAs0I2Ew146pXAgTqFxB21G+qRwIECJQqIOwotfLmTSBtAefztOtjdAQI5Ccg7MivpmZUuIDNVOELwPQJdEhA2NGhYhkqAQIEEhcQdiReIMMjUKiA83mhhTdtAgQmTEDYMWH0bkygGQGbqWZc9UqAQP0Cwo76TfVIgACBUgWEHaVW3rwJpC3gfJ52fYyOAIH8BIQd+dXUjAoXsJkqfAGYPoEOCQg7OlQsQyVAgEDiAsKOxAtkeAQKFXA+L7Twpk2AwIQJCDsmjN6NCTQjYDPVjKteCRCoX0DYUb+pHgkQIFCqgLCj1MqbN4G0BZzP066P0REgkJ+AsCO/mppR4QI2U4UvANMn0CEBYUeHimWoBAgQSFxA2JF4gQyPQKECzueFFt60CRCYMAFhx4TRuzGBZgRspppx1SsBAvULCDvqN9UjAQIEShUQdpRaefMmkLaA83na9TE6AgTyExB25FdTMypcwGaq8AVg+gQ6JCDs6FCxDJUAAQKJCwg7Ei+Q4REoVMD5vNDCmzYBAhMmIOyYMHo3JtCMgM1UM656JUCgfgFhR/2meiRAgECpAsKOUitv3gTSFnA+T7s+RkeAQH4Cwo78ampGhQvYTBW+AEyfQIcEhB0dKpahEiBAIHEBYUfiBTI8AoUKOJ8XWnjTJkBgwgSEHRNG78YEmhGwmWrGVa8ECNQvIOyo31SPBAgQKFVA2FFq5c2bQNoCzudp18foCBDIT0DYkV9NzahwAZup/9eeHSRHEsJAAPz/q70f2IOJpoyg8j4jpFQfIKr8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECOwXEHbsN1WRAAECrQLCjtbNm5vAbAHv89n70R0BAu8JCDve26mJygVcpso/AOMTuEhA2HHRsrRKgACB4QLCjuEL0h6BUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAwH4BYcd+UxUJECDQKiDsaN28uQnMFvA+n70f3REg8J6AsOO9nZqoXMBlqvwDMD6BiwSEHRctS6sECBAYLiDsGL4g7REoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQI7BcQduw3VZEAAQKtAsKO1s2bm8BsAe/z2fvRHQEC7wkIO97bqYnKBVymyj8A4xO4SEDYcdGytEqAAIHhAsKO4QvSHoFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoDAfgFhx35TFQkQINAqIOxo3by5CcwW8D6fvR/dESDwnoCw472dmqhcwGWq/AMwPoGLBIQdFy1LqwQIEBguIOwYviDtESgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAjsFxB27DdVkQABAq0Cwo7WzZubwGwB7/PZ+9EdAQLvCQg73tupicoFXKbKPwDjE7hIQNhx0bK0SoAAgeECwo7hC9IegVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgMB+AWHHflMVCRAg0Cog7GjdvLkJzBbwPp+9H90RIPCegLDjvZ2aqFzAZar8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECOwXEHbsN1WRAAECrQLCjtbNm5vAbAHv89n70R0BAu8JCDve26mJygVcpso/AOMTuEhA2HHRsrRKgACB4QLCjuEL0h6BUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAwH4BYcd+UxUJECDQKiDsaN28uQnMFvA+n70f3REg8J6AsOO9nZqoXMBlqvwDMD6BiwSEHRctS6sECBAYLiDsGL4g7REoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQI7BcQduw3VZEAAQKtAsKO1s2bm8BsAe/z2fvRHQEC7wkIO97bqYnKBVymyj8A4xO4SEDYcdGytEqAAIHhAsKO4QvSHoFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoDAfgFhx35TFQkQINAqIOxo3by5CcwW8D6fvR/dESDwnoCw472dmqhcwGWq/AMwPoGLBIQdFy1LqwQIEBguIOwYviDtESgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAjsFxB27DdVkQABAq0Cwo7WzZubwGwB7/PZ+9EdAQLvCQg73tupicoFXKbKPwDjE7hIQNhx0bK0SoAAgeECwo7hC9IegVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgMB+AWHHflMVCRAg0Cog7GjdvLkJzBbwPp+9H90RIPCegLDjvZ2aqFzAZar8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECOwXEHbsN1WRAAECrQLCjtbNm5vAbAHv89n70R0BAu8JCDve26mJygVcpso/AOMTuEhA2HHRsrRKgACB4QLCjuEL0h6BUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAwH4BYcd+UxUJECDQKiDsaN28uQnMFvA+n70f3REg8J6AsOO9nZqoXMBlqvwDMD6BiwSEHRctS6sECBAYLiDsGL4g7REoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQI7BcQduw3VZEAAQKtAsKO1s2bm8BsAe/z2fvRHQEC7wkIO97bqYnKBVymyj8A4xO4SEDYcdGytEqAAIHhAsKO4QvSHoFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoDAfgFhx35TFQkQINAqIOzRJ8QnAAAZ00lEQVRo3by5CcwW8D6fvR/dESDwnoCw472dmqhcwGWq/AMwPoGLBIQdFy1LqwQIEBguIOwYviDtESgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAjsFxB27DdVkQABAq0Cwo7WzZubwGwB7/PZ+9EdAQLvCQg73tupicoFXKbKPwDjE7hIQNhx0bK0SoAAgeECwo7hC9IegVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgMB+AWHHflMVCRAg0Cog7GjdvLkJzBbwPp+9H90RIPCegLDjvZ2aqFzAZar8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECOwXEHbsN1WRAAECrQLCjtbNm5vAbAHv89n70R0BAu8JCDve26mJygVcpso/AOMTuEhA2HHRsrRKgACB4QLCjuEL0h6BUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAwH4BYcd+UxUJECDQKiDsaN28uQnMFvA+n70f3REg8J6AsOO9nZqoXMBlqvwDMD6BiwSEHRctS6sECBAYLiDsGL4g7REoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQI7BcQduw3VZEAAQKtAsKO1s2bm8BsAe/z2fvRHQEC7wkIO97bqYnKBVymyj8A4xO4SEDYcdGytEqAAIHhAsKO4QvSHoFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoDAfgFhx35TFQkQINAqIOxo3by5CcwW8D6fvR/dESDwnoCw472dmqhcwGWq/AMwPoGLBIQdFy1LqwQIEBguIOwYviDtESgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAjsFxB27DdVkQABAq0Cwo7WzZubwGwB7/PZ+9EdAQLvCQg73tupicoFXKbKPwDjE7hIQNhx0bK0SoAAgeECwo7hC9IegVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgMB+AWHHflMVCRAg0Cog7GjdvLkJzBbwPp+9H90RIPCegLDjvZ2aqFzAZar8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECOwXEHbsN1WRAAECrQLCjtbNm5vAbAHv89n70R0BAu8JCDve26mJygVcpso/AOMTuEhA2HHRsrRKgACB4QLCjuEL0h6BUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAwH4BYcd+UxUJECDQKiDsaN28uQnMFvA+n70f3REg8J6AsOO9nZqoXMBlqvwDMD6BiwSEHRctS6sECBAYLiDsGL4g7REoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQI7BcQduw3VZEAAQKtAsKO1s2bm8BsAe/z2fvRHQEC7wkIO97bqYnKBVymyj8A4xO4SEDYcdGytEqAAIHhAsKO4QvSHoFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoDAfgFhx35TFQkQINAqIOxo3by5CcwW8D6fvR/dESDwnoCw472dmqhcwGWq/AMwPoGLBIQdFy1LqwQIEBguIOwYviDtESgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAjsFxB27DdVkQABAq0Cwo7WzZubwGwB7/PZ+9EdAQLvCQg73tupicoFXKbKPwDjE7hIQNhx0bK0SoAAgeECwo7hC9IegVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgMB+AWHHflMVCRAg0Cog7GjdvLkJzBbwPp+9H90RIPCegLDjvZ2aqFzAZar8AzA+gYsEhB0XLUurBAgQGC4g7Bi+IO0RKBXwPi9dvLEJEDgmIOw4Ru9gAhkBl6mMq6oECBAgQIAAAQIECBAgQGBFwPt8RctvCRAg8F1A2PHdUAUCowRcpkatQzMECBAgQIAAAQIECBAgUCrgfV66eGMTIHBMQNhxjN7BBDICLlMZV1UJECBAgAABAgQIECBAgMCKgPf5ipbfEiBA4LuAsOO7oQoERgm4TI1ah2YIECBAgAABAgQIECBAoFTA+7x08cYmQOCYgLDjGL2DCWQEXKYyrqoSIECAAAECBAgQIECAAIEVAe/zFS2/JUCAwHcBYcd3QxUIjBJwmRq1Ds0QIECAAAECBAgQIECAQKmA93np4o1NgMAxAWHHMXoHE8gIuExlXFUlQIAAAQIECBAgQIAAAQIrAt7nK1p+S4AAge8Cwo7vhioQGCXgMjVqHZohQIAAAQIECBAgQIAAgVIB7/PSxRubAIFjAsKOY/QOJpARcJnKuKpKgAABAgQIECBAgAABAgRWBLzPV7T8lgABAt8FhB3fDVUgMErAZWrUOjRDgAABAgQIECBAgAABAqUC3uelizc2AQLHBIQdx+gdTCAj4DKVcVWVAAECBAgQIECAAAECBAisCHifr2j5LQECBL4LCDu+G6pAYJSAy9SodWiGAAECBAgQIECAAAECBEoFvM9LF29sAgSOCQg7jtE7mEBGwGUq46oqAQIECBAgQIAAAQIECBBYEfA+X9HyWwIECHwXEHZ8N1SBwCgBl6lR69AMAQIECBAgQIAAAQIECJQKeJ+XLt7YBAgcExB2HKN3MIGMgMtUxlVVAgQIECBAgAABAgQIECCwIuB9vqLltwQIEPguIOz4bqgCgVECLlOj1qEZAgQIECBAgAABAgQIECgV8D4vXbyxCRA4JiDsOEbvYAIZAZepjKuqBAgQIECAAAECBAgQIEBgRcD7fEXLbwkQIPBdQNjx3VAFAqMEXKZGrUMzBAgQIECAAAECBAgQIFAq4H1eunhjEyBwTEDYcYzewQQyAi5TGVdVCRAgQIAAAQIECBAgQIDAioD3+YqW3xIgQOC7gLDju6EKBEYJuEyNWodmCBAgQIAAAQIECBAgQKBUwPu8dPHGJkDgmICw4xi9gwlkBFymMq6qEiBAgAABAgQIECBAgACBFQHv8xUtvyVAgMB3AWHHd0MVCIwScJkatQ7NECBAgAABAgQIECBAgECpgPd56eKNTYDAMQFhxzF6BxPICLhMZVxVJUCAAAECBAgQIECAAAECKwLe5ytafkuAAIHvAsKO74YqEBgl4DI1ah2aIUCAAAECBAgQIECAAIFSAe/z0sUbmwCBYwLCjmP0DiaQEXCZyriqSoAAAQIECBAgQIAAAQIEVgS8z1e0/JYAAQLfBYQd3w1VIDBKwGVq1Do0Q4AAAQIECBAgQIAAAQKlAt7npYs3NgECxwSEHcfoHUwgI+AylXFVlQABAgQIECBAgAABAgQIrAh4n69o+S0BAgS+Cwg7vhuqQGCUgMvUqHVohgABAgQIECBAgAABAgRKBbzPSxdvbAIEjgkIO47RO5hARsBlKuOqKgECBAgQIECAAAECBAgQWBHwPl/R8lsCBAh8FxB2fDdUgcAoAZepUevQDAECBAgQIECAAAECBAiUCnifly7e2AQIHBMQdhyjdzCBjIDLVMZVVQIECBAgQIAAAQIECBAgsCLgfb6i5bcECBD4LiDs+G6oAoFRAi5To9ahGQIECBAgQIAAAQIECBAoFfA+L128sQkQOCYg7DhG72ACGQGXqYyrqgQIECBAgAABAgQIECBAYEXA+3xFy28JECDwXUDY8d1QBQKjBFymRq1DMwQIECBAgAABAgQIECBQKuB9Xrp4YxMgcExA2HGM3sEEMgIuUxlXVQkQIECAAAECBAgQIECAwIqA9/mKlt8SIEDgu4Cw47uhCgRGCbhMjVqHZggQIECAAAECBAgQIECgVMD7vHTxxiZA4JiAsOMYvYMJZARcpjKuqhIgQIAAAQIECBAgQIAAgRUB7/MVLb8lQIDAdwFhx3dDFQiMEnCZGrUOzRAgQIAAAQIECBAgQIBAqYD3eenijU2AwDEBYccxegcTyAi4TGVcVSVAgAABAgQIECBAgAABAisC3ucrWn5LgACB7wLCju+GKhAYJeAyNWodmiFAgAABAgQIECBAgACBUgHv89LFG5sAgWMCwo5j9A4mkBFwmcq4qkqAAAECBAgQIECAAAECBFYEvM9XtPyWAAEC3wWEHd8NVSAwSsBlatQ6NEOAAAECBAgQIECAAAECpQLe56WLNzYBAscEhB3H6B1MICPgMpVxVZUAAQIECBAgQIAAAQIECKwIeJ+vaPktAQIEvgsIO74bqkBglIDL1Kh1aIYAAQIECBAgQIAAAQIESgW8z0sXb2wCBI4JCDuO0TuYQEbAZSrjqioBAgQIECBAgAABAgQIEFgR8D5f0fJbAgQIfBcQdnw3VIHAKIH/XaZGNagZAgQIECBAgAABAgQIECBQKvDz81M6ubEJECCQFxB25I2dQOBPBYQdf8rtMAIECBAgQIAAAQIECBAg8GsBYcevqfyQAAECywLCjmUyfyAwW0DYMXs/uiNAgAABAgQIECBAgACBXgFhR+/uTU6AQF5A2JE3dgKBPxUQdvwpt8MIECBAgAABAgQIECBAgMCvBYQdv6byQwIECCwLCDuWyfyBwGwBYcfs/eiOAAECBAgQIECAAAECBHoFhB29uzc5AQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXkDYkTd2AgECBAgQIECAAAECBAgQIECAAAECBAgQIBAUEHYEcZUmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE8gLCjryxEwgQIECAAAECBAgQIECAAAECBAgQIECAAIGggLAjiKs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBcQduSNnUCAAAECBAgQIECAAAECBAgQIECAAAECBAgEBYQdQVylCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbyAsCNv7AQCBAgQIECAAAECBAgQIECAAAECBAgQIEAgKCDsCOIqTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQFhB15YycQIECAAAECBAgQIECAAAECBAgQIECAAAECQQFhRxBXaQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvIOzIGzuBAAECBAgQIECAAAECBAgQIECAAAECBAgQCAoIO4K4ShMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AWFH3tgJBAgQIECAAAECBAgQIECAAAECBAgQIECAQFBA2BHEVZoAAQIECBAgQIAAAQIECBAgQIAAAQIECBDICwg78sZOIECAAAECBAgQIECAAAECBAgQIECAAAECBIICwo4grtIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXuAfPo2Ij2ezLLoAAAAASUVORK5CYII=",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 2,
                    "metadata": {
                        "image/png": {
                            "width": 400
                        }
                    },
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Image('XyloSamna.png', width=400)"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "2339fc21",
            "metadata": {},
            "source": [
                "### Step 1: Build a network in rockpool and convert it to a hardware configuration"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "03c4d794",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - Import the computational modules and combinators required for the network\n",
                "from rockpool.nn.modules import LIFTorch, LinearTorch\n",
                "from rockpool.nn.combinators import Sequential, Residual\n",
                "import rockpool.devices.xylo.syns61201 as x\n",
                "from rockpool.devices.xylo.syns61201 import xa2_devkit_utils as xu\n",
                "from rockpool.transform import quantize_methods as q\n",
                "from rockpool import TSEvent, TSContinuous\n",
                "\n",
                "import numpy as np\n",
                "\n",
                "try:\n",
                "    from rich import print\n",
                "except:\n",
                "    pass\n",
                "\n",
                "import sys\n",
                "!{sys.executable} -m pip install --quiet matplotlib\n",
                "import matplotlib.pyplot as plt\n",
                "%matplotlib inline\n",
                "plt.rcParams['figure.figsize'] = [12, 4]\n",
                "plt.rcParams['figure.dpi'] = 300\n",
                "\n",
                "# - Disable warnings\n",
                "import warnings\n",
                "warnings.filterwarnings('ignore')\n",
                "\n",
                "from IPython import display"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "31608365",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - Define the size of the network layers\n",
                "Nin = 2\n",
                "Nhidden = 4\n",
                "Nout = 2\n",
                "dt = 1e-3"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "3b9c0b79",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">TorchSequential  with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"font-weight: bold\">)</span> <span style=\"font-weight: bold\">{</span>\n",
                            "    LinearTorch <span style=\"color: #008000; text-decoration-color: #008000\">'0_LinearTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">)</span>\n",
                            "    LIFTorch <span style=\"color: #008000; text-decoration-color: #008000\">'1_LIFTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">)</span>\n",
                            "    TorchResidual <span style=\"color: #008000; text-decoration-color: #008000\">'2_TorchResidual'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">)</span> <span style=\"font-weight: bold\">{</span>\n",
                            "        LinearTorch <span style=\"color: #008000; text-decoration-color: #008000\">'0_LinearTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">)</span>\n",
                            "        LIFTorch <span style=\"color: #008000; text-decoration-color: #008000\">'1_LIFTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">)</span>\n",
                            "    <span style=\"font-weight: bold\">}</span>\n",
                            "    LinearTorch <span style=\"color: #008000; text-decoration-color: #008000\">'3_LinearTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"font-weight: bold\">)</span>\n",
                            "    LIFTorch <span style=\"color: #008000; text-decoration-color: #008000\">'4_LIFTorch'</span> with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"font-weight: bold\">)</span>\n",
                            "<span style=\"font-weight: bold\">}</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "TorchSequential  with shape \u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m \u001b[1m{\u001b[0m\n",
                            "    LinearTorch \u001b[32m'0_LinearTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m4\u001b[0m\u001b[1m)\u001b[0m\n",
                            "    LIFTorch \u001b[32m'1_LIFTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m4\u001b[0m\u001b[1m)\u001b[0m\n",
                            "    TorchResidual \u001b[32m'2_TorchResidual'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m4\u001b[0m\u001b[1m)\u001b[0m \u001b[1m{\u001b[0m\n",
                            "        LinearTorch \u001b[32m'0_LinearTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m4\u001b[0m\u001b[1m)\u001b[0m\n",
                            "        LIFTorch \u001b[32m'1_LIFTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m4\u001b[0m\u001b[1m)\u001b[0m\n",
                            "    \u001b[1m}\u001b[0m\n",
                            "    LinearTorch \u001b[32m'3_LinearTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\n",
                            "    LIFTorch \u001b[32m'4_LIFTorch'\u001b[0m with shape \u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\n",
                            "\u001b[1m}\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Define the network architecture using combinators and modules\n",
                "net = Sequential(\n",
                "    LinearTorch((Nin, Nhidden), has_bias = False),\n",
                "    LIFTorch(Nhidden, dt = dt),\n",
                "    \n",
                "    Residual(\n",
                "        LinearTorch((Nhidden, Nhidden), has_bias = False),\n",
                "        LIFTorch(Nhidden, has_rec = True, threshold = 1., dt = dt),\n",
                "    ),\n",
                "    \n",
                "    LinearTorch((Nhidden, Nout), has_bias = False),\n",
                "    LIFTorch(Nout, dt = dt),\n",
                ")\n",
                "print(net)\n",
                "\n",
                "# - Scale down recurrent weights for stability\n",
                "# net[2][1].w_rec.data = net[2][1].w_rec / 10."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "7161b6ab",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - Call the Xylo mapper on the extracted computational graph\n",
                "spec = x.mapper(net.as_graph(),  weight_dtype='float', threshold_dtype='float', dash_dtype='float')\n",
                "\n",
                "# - Quantize the specification\n",
                "spec.update(q.global_quantize(**spec))\n",
                "\n",
                "# # you can also try channel-wise quantization\n",
                "# spec.update(q.channel_quantize(**spec))\n",
                "# print(spec)\n",
                "\n",
                "# - Use rockpool.devices.xylo.config_from_specification to convert it to a hardware configuration\n",
                "config, is_valid, msg = x.config_from_specification(**spec)\n",
                "if not is_valid:\n",
                "    print(msg)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "19c43f9d",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "The connected Xylo HDK contains a Xylo Audio v2 (SYNS61201). Importing `rockpool.devices.xylo.syns61201`\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'syns61201'</span><span style=\"font-weight: bold\">]</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1m[\u001b[0m\u001b[32m'syns61201'\u001b[0m\u001b[1m]\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Use rockpool.devices.xylo.find_xylo_hdks to connect to an HDK\n",
                "from rockpool.devices.xylo import find_xylo_hdks\n",
                "xylo_hdk_nodes, modules, versions = find_xylo_hdks()\n",
                "print(versions)\n",
                "\n",
                "if len(xylo_hdk_nodes) == 0 or versions[0] is not 'syns61201':\n",
                "    assert False, 'This tutorial requires a connected Xylo A2 HDK to demonstrate.'\n",
                "else:\n",
                "    db = xylo_hdk_nodes[0]"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "21420dd0",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">XyloSamna  with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"font-weight: bold\">)</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "XyloSamna  with shape \u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Use XyloSamna to deploy to the HDK\n",
                "modSamna = x.XyloSamna(db, config, dt = dt)\n",
                "print(modSamna)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "d6ff703c",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Generate some Poisson input\n",
                "T = 100\n",
                "f = 0.4\n",
                "input_spikes = np.random.rand(T, Nin) < f\n",
                "TSEvent.from_raster(input_spikes, dt, name = 'Poisson input events').plot();"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "c6b055b5",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">dict_keys</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008000; text-decoration-color: #008000\">'Vmem'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn2'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Spikes'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Vmem_out'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn_out'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'times'</span><span style=\"font-weight: bold\">])</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1;35mdict_keys\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[32m'Vmem'\u001b[0m, \u001b[32m'Isyn'\u001b[0m, \u001b[32m'Isyn2'\u001b[0m, \u001b[32m'Spikes'\u001b[0m, \u001b[32m'Vmem_out'\u001b[0m, \u001b[32m'Isyn_out'\u001b[0m, \u001b[32m'times'\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Evolve the network on the Xylo HDK\n",
                "modSamna.reset_state()\n",
                "out, _, r_d = modSamna(input_spikes, record = True)\n",
                "\n",
                "# - Show the internal state variables recorded \n",
                "print(r_d.keys())"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "1d628913",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Plot some internal state variables\n",
                "plt.figure()\n",
                "plt.imshow(r_d['Spikes'].T, aspect = 'auto', origin = 'lower')\n",
                "plt.title('Hidden spikes')\n",
                "plt.ylabel('Channel')\n",
                "\n",
                "plt.figure()\n",
                "TSContinuous(r_d['times'], r_d['Isyn'], name = 'Hidden synaptic currents').plot(stagger = 127)\n",
                "\n",
                "plt.figure()\n",
                "TSContinuous(r_d['times'], r_d['Vmem'], name = 'Hidden membrane potentials').plot(stagger = 127);"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "feeed942",
            "metadata": {},
            "source": [
                "### Step 3: Simulate the HDK using the `XyloSim` bit-precise simulator"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "id": "b0c832f3",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">XyloSim  with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1000</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span><span style=\"font-weight: bold\">)</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "XyloSim  with shape \u001b[1m(\u001b[0m\u001b[1;36m16\u001b[0m, \u001b[1;36m1000\u001b[0m, \u001b[1;36m8\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Configure the simulator with the HW network config\n",
                "modSim = x.XyloSim.from_config(config, dt=dt)\n",
                "print(modSim)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "id": "ada09094",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">dict_keys</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008000; text-decoration-color: #008000\">'Vmem'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn2'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Spikes'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Vmem_out'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'Isyn_out'</span><span style=\"font-weight: bold\">])</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1;35mdict_keys\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[32m'Vmem'\u001b[0m, \u001b[32m'Isyn'\u001b[0m, \u001b[32m'Isyn2'\u001b[0m, \u001b[32m'Spikes'\u001b[0m, \u001b[32m'Vmem_out'\u001b[0m, \u001b[32m'Isyn_out'\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Evolve the input over the network, in simulation\n",
                "out, _, r_d = modSim(input_spikes, record = True)\n",
                "\n",
                "# - Show the internal state variables recorded \n",
                "print(r_d.keys())"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "id": "984ebd64",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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Sjk3y3jQ3aoz117XW/zzJ85gtr/3Y393NSf5TrfVTXfY9N81sxe03Zvx4mhsMXtRa/lSS19Var+9ynEvSzC4/9qkEo0lOrrXeMV7/rf3b/+Fi7Pv3ztY5fLTLvg9Pc81pnw1+V5LH1Fqvm6D2+Tn4/bc/PziX9yZ5Y6319i77L6217mpbd0qaAPA/pHnqw1W11r3j9dHa70lJ3pom7D3Wr9ZaJ3WTzAS/yy+neR2/3mXfU9Kc7+Pahi6vtV40yfovTRNeH2tjmmv837f/rsbsV5K8JMlfJTm6bfjFtdYPTaZ+vya4hu5O8t+T/HGX68eaNJ/9TqH6S2qt75xE/VemCfK3+2Ca1+yuLvu9IM3v7IS2oVvSvP83T1D3/Bz8/n9GrfXKiXoe55hvTfJLbau/k+Zmr0/WLv9Q2XrCwBuS/I/84G+BpPkuenSttevNAK39b0kz0/4BY1/D7yf5+Vrrv3XZ96g0N2Jc2Db0vVpre+C+0/6n5OC/5V5Ta33HRPt2Od756fN1KaVsT3Jpkn9O8tnJfIeXUtan+Q56dtvQX9RaJ/X0mA5/f91aaz1lnO2XJrk/D/3e25HkF9P8rTo6Qb0laW4ifE2SE2qtTx9vewAAAIDp4jGAAAAAAMC0GBNObPdLtdZf7RYOq7Xuq7W+JU0Y+EDosT0YP5n6T8vBofxtSS7qFspv1X+g1vrjacL5fdVu1T8nyf9qW/2lJOfUWi/tFsxu9bCv1vq2NDPXjp2ddnGSt/TRzoEw4k1JnjjOjL+ptW5LEwy/vG1obZrZ9GfCgWD5G2qtv9QplJ8ktdbdrdBge+8PT3JZmv8mvi3JM2utf9XtNai13pPkBWlCgmP9aCssOq5Z9tof+N19N02wv2Mov1X7a2lmim4Pyv5JfhDK/+ckz+0Wym8d5x1J3tS2eiQH3+wxWQfev3cleVq3UH6r9nVpZv+/ssMx/rLP+gdC+X+W5OXdQvmt+p2C5neluanl9bXWz0wmlN861lVpZhn/eNvQL7Vu4OjHgd/lh5Oc3y2U36p/S5pg7r1tQ88upbQ/1eEgpZSjc/CNWdcneVSt9a+7hfJbtWut9f1pbkpov5nj91rB/WE68Hvbl+TiWusfjHP92FxrfW0OvgYkyR+3vhu7at0c9X86DP1Nkpd2C+W3an84zXvmzrahU9Lf9WMgpZQLc3Ao/4NJHltr/US3UH6S1Fp31lp/P81TbMZ+ZtammVm9Vwdew68kOa9bKL9V+/40TyC4pm3orFLKU/qoPZOOr7VeUmu9fLI31tVar03z1Ir2v5Ve03oS0XS4IAc/ceR1tda3TxTKT/7j+/+Trb/fnjstHQIAAABMgmA+AAAAAMx+jy+lfGPQnzQzWA/TTyVpD3C9q9b655PZuRUe/98D1H9Dp3W11i9Ncv9fTnLVAPX/Wx46y+/dSZ430YzFY9Vav5nkdW2rLyqlPKaPfvYmeUWt9dZJ1K1pZnZv1z578DD9U631TyfeLEnyWx3WHZh1+w211i9PdIBa68Y0s++PtToHz6LfyWx77XcneWXrhoOJ6l6V5GNtqw/87q5L8jO11n2TqPmHaWa2HmvQsORP1FpvmmijVuD74iQPtg09s3XTRD/+Pc1M+T0/hrjWumeygdgO++5Kc4PRjjGrH5bkOf0cr+WWJD85XjB+TP0NSd7ctnokB8+k3ckbkowNoe9Ic2PUhE9NGFP/9jRPaxjr7PzgRpFhe0sr/D6hWuuv5+AbRA5L8qoJdr0kB393fiXJz03m/VdrvTnJy3PwDTbTGaru5rfblr+V5uaWPZM9QK31kzn4PfiaUkr7kz0mY1OaGys2TKLu7iS/1mFoJr8He9bL907bfqNpnj4z9kak5fnB04Sm2rq25Z1J/rGfA9Vad0y8FQAAAMD0EMwHAAAAgNlvRZJHT8HPaUPu++falncl+dUej/GWJBOGiduVUo7LwcHNr+fg2Zu7agUgX99r7Vb9U5K8om31f2+FvXv1T2lmmR7rJf0cpzUj+qTUWr+T5nc21rl91J0K+5P8xmQ3rrV+JcltHYauSw/vgSSdnizwuPF2mKWv/btqrd/uYfv3dln/PyYbeGyFvtsDzI8ZYKbz99Zar5zsxrXWB5P8Toeh9uvSZP3qeE86mE611vty8Kz5g8za/eYew7r/kh88veSAca8FrVnf228s+cPJ3FjRrtb6hSRXtK1+aa/HmQJ3pvMs+OPp9B0y0XvwFzus+4XJzBp+QK31i0ne2bZ6RZLXTPYYg2rNLN9+I9MbJ/vEiDZ/lGTrmOUl6e9Gn7fWWjt9N3TziRz85JSZ+h4cutZ1/NK21dP1xIBVbcubJ3kTGAAAAMCsIpgPAAAAAEy5UspJaWY1HutDtdZ7ezlOKwT8D3208OwkC9vWva3X2a5rrV9P8tU+6r+krf72NOHWnrV6bp/B/Ol9HOpv+tjn39uWz+zjGFPhU5OZ6b/NNzqse3sv74Fa641JtrStfvgEu70ks++1/9set7+6w7qtOTig2etxViY5ocdjHNDP+/fv09wQNFY/Yd7ra62f7WO/qdR+g8YT+zzO9jQ3fExa66aS9voTfQ6elWRt27pe34djfaRtuZ/PwaDeNZmnDIxVa70myRfbVq8vpTys0/at9e2/26+2bjbq1V92WDeZJx1MlYvblm+utf5bPwdqPXHi022rp/17sHUzTvsNbRO99+ebqbr2TKT9CSfHlFJOn6ZaAAAAANOm/R+mAAAAAACmQqfg1vv6PNb7kvyXGa7/+B73aQ8MfmOyM413cXPb8mN73H9nDg7ZT8aNbcsLSikra63b+jjWIPoJRXcK8n+uz+M8cszy2gm2n22v/Y4cHCydSKff3Zf6mOn6lg7r1ia5o8fjbEvyqR73Sa11SynliiTPH7N6XSnlqFpr+yzY47my19oTKaWckGY28UelueFlTZLVSZYl6fRUgWPblk/qs/SXaq17+tjvxiRnjVleM8H27Z+DO/u4uWas9s/BKaWUtbXWTQMcs1cf6HO/9yU5r23dE5Pc3mHbJ3dY1+nJHROqtX6llHJzklPHrD6vlFJ6vUmtT+3vgasGPN6g18Iba6139lG3/Xtwovf+rFZKOSLJU9N8rz0iyWFpZqtfkc7XnsPbljveVDIFvty2XJL8SynlpbXWTp8VAAAAgFlJMB8AAAAAZr/P1FrPH/QgpZTzc/CMs9Pl3A7reg0HH/CNJPuTLBig/p29ztY/Rj99t4cr15dSvtFn/eTgYNyaUsqiHoLSt/YRqk6SzR3WrUkTlB6mG/rYZ+s0HWeiUOZ8eO2n63eX9Bdq/WZr5up+fD0PDeYnzfXh4z0eY0qUUi5O8ro0oeVBnmq8ts/92me/nqz2a0Gvn4PDBvwcrOyw7sgkmwY4Zi/2Jflmn/t2ev+cm85PoHhch3X9PLVl7L5jg/lrkpyW/j7Pk1ZKWZXmppOxnj3ge6D95pQje9x/WO/9WamUckGSX05yYZJFAxxq4XTcoFdr/UYp5eo89IaLc5N8v5Ty7iTvTvJvracnAAAAAMxagvkAAAAAwHQ4um15Xw6edXZSaq07Sym35aHhwl7rX9dP7Zbv9bJxKWVxkqPaVq9N/0Habg5PMtmbDTb0WaNToHuQQF+/NvaxT6fep+I4Xc9/lr72PZ9zrXVvKQdNnDxVr0E/75+p/vy2Xx8mct8A9ZMkpZTjk7wryTMHPVZLv+HgqboWTPQ6nti2vDzJo/us3c0RmeaA+Ri31Vp39blvL+/BTmHz7/ZZN0m+06XGdP/ejsvBN54cnd4/e+M5osftp+q9P6f+bbWUsjrJ3yR5xRQedrpu0HtdmieULBmzbmmSn2r97CmlfCXJl9LMsP/ZAW66BAAAAJgWc+o/HgEAAAAAc8batuWttdY6wPE6zdzeS/1e9x9k317Dgv1a1sO2/cyWP5tMSf99PjWgF/P5tZ/J99BUf37X9niMLQPUTynlhDRPKzljkOO06fffd4b1OrY/6WE69PI5GNSw3oOHdVi3aYDanW6oGcZrM4xr4dIet5/r34M9a4XyL0/yxCk+9LTcoFdr/VIp5QVJ/jmdb1JZnOZpHP/xRI5SyneTvCfJP9ZaB7mJCwAAAGBKDPKYVAAAAACAbla1LW8f8Hi97j+V9Xvdt1OwkkOD1356TPXnt/36MJF9A9RPknekcyj/G0l+L8lLkzwuybFJVidZXGstY3+SvHnAHoamlLI8D53xej7o+z1Ya92epP3GtG7vwfb1tda6o9/amZr3fz9cC2eHP0rnUP71Sf44zSz6P5Tk+DSz4C/pcO15zdC6TVJr/VSSh6e5Nj4wiV0ekeS3kny3lPKeUkovT1cCAAAAmHJmzAcAAAAApsPWtuUVAx6v1/235qEzEg9Sv9d9d3ZY9ye11jcO0ANzg9d+ekz157f9+jRtSinPT/KsttX3JfmpWuvlPRxqmLPDD2pXktE8dHKoD9RaXzpD/UyFvt+DpZQVSUrb6m7vwfb1pZSyfIBw/ky9/ztdC3+51vrWIdQmSSnlkTk4VL8tyc8l+acenmI09GtPrXVDkt8opfx2kgvSXEOfluQxaWbN76Qk+ZEkzy6lvKLH6ysAAADAlBHMBwAAAACmw6a25VWllNJDEKzdmj7qrx1g/0Fqd5rh1Qyuhwav/fSY6s/vpgGO16sfa1ven+SFtdZ/7/E4h09RP9Ou1jpaStmUh/Y81z8Hw3oPbuywbm2SfoP5azus29DnsXrhWjjzXpmDn5z+6lrr+3o8zoxde2qt+5Jc3vpJKWVJkickeUqSC1v/2/5v3auTvLeU8rha6/eH2C4AAABAkoP/gwwAAAAAwFS4r215YZLT+jlQKWVZkpMGrP/wfmq3nNXLxrXWrTl4tuBHDVCfOcJrP23OHGDfTp/99uvDdHp22/LH+wjlJ8m6qWhmiO5tWz6zFaqdq04qpSztc99e3oP3d1j3iD7rJsnZHdZ1Cs1PtfbXP3EtHLb2a8+1fYTyk1l07am17q61fr7W+vu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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Plot some internal state variables\n",
                "plt.figure()\n",
                "plt.imshow(r_d['Spikes'].T, aspect = 'auto', origin = 'lower')\n",
                "plt.title('Hidden spikes')\n",
                "plt.ylabel('Channel')\n",
                "\n",
                "plt.figure()\n",
                "TSContinuous.from_clocked(r_d['Isyn'], dt, name = 'Hidden synaptic currents').plot(stagger = 127);\n",
                "\n",
                "plt.figure()\n",
                "TSContinuous.from_clocked(r_d['Vmem'], dt, name = 'Hidden membrane potentials').plot(stagger = 127);"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "7d83b675",
            "metadata": {},
            "source": [
                "## Part II: Using the Xylo-Audio v2 audio front-end interface"
            ]
        },
        {
            "cell_type": "raw",
            "id": "e74b3aab",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "\n",
                "The AFE (Audio Front-End) is used to preprocess single-channel audio signals and convert them into spikes.\n",
                "Here the audio signal is input to the AFE by a microphone mounted on the hardware dev kit, or an external differential analog audio signal.\n",
                "The AFE has 16 output channels, and you can adjust its parameters via hyperparameters in the :py:class:`.AFESamna` class.\n",
                "\n",
                "See also the introductory notebook :ref:`/devices/analog-frontend-example.ipynb` .\n",
                "\n",
                ":py:class:`.AFESamna` allows you to access the audio front-end on the dev kit, and record encoded audio either from the on-board microphone or analog audio injected to the dev kit.\n",
                "\n",
                ":py:class:`.AFESamna` also allows a custom config input which is without auto-calibration.\n",
                "If you do not provide a custom config, we highly suggest you set ``auto_calibrate = True`` on instantiation, which helps to mitigate the effects of background and mechanical noise."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "id": "208d95ea",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 16,
                    "metadata": {
                        "image/png": {
                            "width": 400
                        }
                    },
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Image('AFESamna.png', width=400)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "id": "208e8d3e",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "The connected Xylo HDK contains a Xylo Audio v2 (SYNS61201). Importing `rockpool.devices.xylo.syns61201`\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">samna.xyloA2TestBoard.XyloA2TestBoard</span><span style=\"color: #000000; text-decoration-color: #000000\"> object at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x299255bf0</span><span style=\"font-weight: bold\">&gt;]</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1m[\u001b[0m\u001b[1m<\u001b[0m\u001b[1;95msamna.xyloA2TestBoard.XyloA2TestBoard\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x299255bf0\u001b[0m\u001b[1m>\u001b[0m\u001b[1m]\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Find and connect to a Xylo A2 HDK\n",
                "xylo_hdk_nodes, modules, versions = find_xylo_hdks()\n",
                "print(xylo_hdk_nodes)\n",
                "\n",
                "if len(xylo_hdk_nodes) == 0 or versions[0] is not 'syns61201':\n",
                "    assert False, 'This tutorial requires a connected Xylo A2 HDK to demonstrate.'\n",
                "else:\n",
                "    db = xylo_hdk_nodes[0]"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "id": "e8e2fdbd",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - Set the time resolution and duration to record encoded audio\n",
                "dt = 10e-3\n",
                "timesteps = 1000"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "id": "9e452233",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Configuring AFE...\n",
                        "Configured AFE\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">AFESamna  with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16</span><span style=\"font-weight: bold\">)</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "AFESamna  with shape \u001b[1m(\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m16\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Create an AFESamna module, which wraps the AFE on the Xylo A2 HDK\n",
                "#   (stay quiet while this cell is executing)\n",
                "mod = x.AFESamna(db, None, dt=dt, auto_calibrate=True, amplify_level='low', hibernation_mode=False)\n",
                "print(mod)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "28b2d332",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - Evolve the module to record encoded real-time audio as events\n",
                "spikes_ts, _, _ = mod(np.zeros([0, timesteps, 0]))"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "id": "56c00b69",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Plot some encoded audio events recorded from the AFE\n",
                "plt.imshow(spikes_ts.T, aspect='auto', interpolation='none')\n",
                "plt.title('#Spikes in AFE output channels')\n",
                "plt.xlabel('Time')\n",
                "plt.ylabel('Channel')\n",
                "plt.show()\n"
            ]
        },
        {
            "cell_type": "raw",
            "id": "86d26802",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "You can record encoded audio using the :py:class:`.AFESamna` class, and feed these outputs to the Xylo core for testing using :py:class:`.XyloSamna`.\n",
                "You can also combine the two cores for inference, as shown in the following section."
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "78e7b0e3",
            "metadata": {},
            "source": [
                "## Part III: Deploying the AFE and SNN cores in free-running inference mode"
            ]
        },
        {
            "cell_type": "raw",
            "id": "edb4297d",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "\n",
                "Once you have a complete chip HW specification, you can deploy it to the chip in real-time infrence mode, using the class :py:class:`.XyloMonitor`.\n",
                "This mode uses the AFE core to pre-process audio signals in real time, then send encoded audio to the SNN core for inference.\n",
                "In this mode you only read the output events from the SNN core, without providing input."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "id": "27f4b68f",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 21,
                    "metadata": {
                        "image/png": {
                            "width": 400
                        }
                    },
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Image('XyloMonitor.png', width=400)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 22,
            "id": "50a4b31a",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "The connected Xylo HDK contains a Xylo Audio v2 (SYNS61201). Importing `rockpool.devices.xylo.syns61201`\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">samna.xyloA2TestBoard.XyloA2TestBoard</span><span style=\"color: #000000; text-decoration-color: #000000\"> object at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x299255bf0</span><span style=\"font-weight: bold\">&gt;]</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1m[\u001b[0m\u001b[1m<\u001b[0m\u001b[1;95msamna.xyloA2TestBoard.XyloA2TestBoard\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x299255bf0\u001b[0m\u001b[1m>\u001b[0m\u001b[1m]\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Find and connect to a Xylo A2 HDK\n",
                "xylo_hdk_nodes, modules, versions = find_xylo_hdks()\n",
                "print(xylo_hdk_nodes)\n",
                "\n",
                "if len(xylo_hdk_nodes) == 0 or versions[0] is not 'syns61201':\n",
                "    assert False, 'This tutorial requires a connected Xylo A2 HDK to demonstrate.'\n",
                "else:\n",
                "    db = xylo_hdk_nodes[0]"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 23,
            "id": "9e4b2753",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Configuring AFE...\n",
                        "Configured AFE\n"
                    ]
                }
            ],
            "source": [
                "# - Use XyloMonitor to deploy to the HDK\n",
                "# - You need to wait 45s until the AFE auto-calibration is done\n",
                "\n",
                "output_mode = \"Vmem\"\n",
                "amplify_level = \"low\"\n",
                "hibernation = False\n",
                "DN = False\n",
                "T = 10\n",
                "\n",
                "modMonitor = x.XyloMonitor(db, config, dt=dt, output_mode=output_mode, amplify_level=amplify_level, hibernation_mode=hibernation, divisive_norm=DN)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 24,
            "id": "b5862330",
            "metadata": {},
            "outputs": [],
            "source": [
                "# - A resultList stack to store the results\n",
                "\n",
                "class ResultList(object):\n",
                "    def __init__(self, max_len=100):\n",
                "        self._list = []\n",
                "        self.max_len = max_len\n",
                "\n",
                "    def reset(self):\n",
                "        self._list = []\n",
                "\n",
                "    def append(self, num):\n",
                "        if len(self._list) < self.max_len:\n",
                "            self._list.append(num)\n",
                "        else:\n",
                "            self._list[: self.max_len - 1] = self._list[1:]\n",
                "            self._list[self.max_len - 1] = num\n",
                "\n",
                "    def is_full(self):\n",
                "        if len(self._list) == self.max_len:\n",
                "            return True\n",
                "        else:\n",
                "            return False\n",
                "\n",
                "    def counts(self, features=[]):\n",
                "        count = 0\n",
                "        for _ in self._list:\n",
                "            if _ in features:\n",
                "                count += 1\n",
                "        return count\n",
                "\n",
                "    def __len__(self):\n",
                "        return len(self._list)\n",
                "\n",
                "    def print_result(self):\n",
                "        return self._list\n",
                "\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "id": "e044f445",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                        "text/plain": [
                            "<Figure size 3600x1200 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Draw a real time image for output channels\n",
                "lines = [ResultList(max_len=10) for _ in range(Nout)]\n",
                "time_base = ResultList(max_len=10)\n",
                "tt = 0\n",
                "t_inference = 10.\n",
                "\n",
                "\n",
                "from time import time\n",
                "\n",
                "t_start = time()\n",
                "\n",
                "while (time() - t_start) < t_inference:\n",
                "    # - Perform inference on the Xylo A2 HDK\n",
                "    output, _, _ = modMonitor(input_data=np.zeros((T, Nin)))\n",
                "    if output is not None:\n",
                "        output = np.max(output, axis=0)\n",
                "        for i in range(Nout):\n",
                "            lines[i].append(output[i])\n",
                "\n",
                "        time_base.append(tt)\n",
                "        tt += 0.1\n",
                "        ax_time = time_base.print_result()\n",
                "        \n",
                "        for i in range(Nout):\n",
                "            plt.plot(ax_time, lines[i].print_result(), label=f\"class{i}\")\n",
                "\n",
                "        plt.xlabel('time')\n",
                "        plt.ylabel('Vmem')\n",
                "        plt.legend()\n",
                "        plt.pause(0.1)\n",
                "        display.clear_output(wait=True)"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "8b6f90c9",
            "metadata": {},
            "source": [
                "## Part IV: Measuring power on the Xylo HDK"
            ]
        },
        {
            "cell_type": "raw",
            "id": "d7b886aa",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                ":py:class:`.XyloSamna` provides an interface to real-time power measurements on the Xylo-Audio 2 HDK.\n",
                "Current on several power nets on the chip can be sampled asynchronously, while the device is in operation.\n",
                "\n",
                "The :py:meth:`~.XyloSamna.evolve` method provides a power measurement interface while the device is in inference mode, and the :py:class:`.XyloSamna` module can be used also to measure idle power."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 27,
            "id": "ed018313",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "The connected Xylo HDK contains a Xylo Audio v2 (SYNS61201). Importing `rockpool.devices.xylo.syns61201`\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">samna.xyloA2TestBoard.XyloA2TestBoard</span><span style=\"color: #000000; text-decoration-color: #000000\"> object at </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0x299255bf0</span><span style=\"font-weight: bold\">&gt;]</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1m[\u001b[0m\u001b[1m<\u001b[0m\u001b[1;95msamna.xyloA2TestBoard.XyloA2TestBoard\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x299255bf0\u001b[0m\u001b[1m>\u001b[0m\u001b[1m]\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Find and connect to a Xylo A2 HDK\n",
                "xylo_hdk_nodes, modules, versions = find_xylo_hdks()\n",
                "print(xylo_hdk_nodes)\n",
                "\n",
                "if len(xylo_hdk_nodes) == 0 or versions[0] is not 'syns61201':\n",
                "    assert False, 'This tutorial requires a connected Xylo A2 HDK to demonstrate.'\n",
                "else:\n",
                "    db = xylo_hdk_nodes[0]"
            ]
        },
        {
            "cell_type": "raw",
            "id": "b231ff04",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "On instantiation, :py:class:`.XyloSamna` can specify a power sampling frequency.\n",
                "By default, power is measured at 5 Hz."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 35,
            "id": "f5b61064",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">XyloSamna  with shape <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"font-weight: bold\">)</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "XyloSamna  with shape \u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Set a low clock frequency for the Xylo device\n",
                "x.xa2_devkit_utils.set_xylo_core_clock_freq(db, 6.25)\n",
                "\n",
                "# - Use XyloSamna to deploy to the HDK\n",
                "modSamna = x.XyloSamna(db, config, dt = 10e-3, power_frequency=20.)\n",
                "print(modSamna)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 38,
            "id": "80ced3e2",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
                            "    <span style=\"color: #008000; text-decoration-color: #008000\">'io_power'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00010319</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00010395</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.000103</span>  , <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00010395</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00010529</span>,\n",
                            "       <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00010319</span><span style=\"font-weight: bold\">])</span>,\n",
                            "    <span style=\"color: #008000; text-decoration-color: #008000\">'logic_afe_power'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.07421875e-05</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.22528076e-05</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.56726074e-06</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.09100342e-05</span>,\n",
                            "       <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.07421875e-05</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.90295410e-06</span><span style=\"font-weight: bold\">])</span>,\n",
                            "    <span style=\"color: #008000; text-decoration-color: #008000\">'io_afe_power'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.96453857e-06</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.29425049e-06</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.20159912e-06</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.48498535e-06</span>,\n",
                            "       <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.72747803e-06</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.43865967e-06</span><span style=\"font-weight: bold\">])</span>,\n",
                            "    <span style=\"color: #008000; text-decoration-color: #008000\">'logic_power'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00027166</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00027309</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00027233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00026931</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00027107</span>,\n",
                            "       <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.00026998</span><span style=\"font-weight: bold\">])</span>\n",
                            "<span style=\"font-weight: bold\">}</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "\u001b[1m{\u001b[0m\n",
                            "    \u001b[32m'io_power'\u001b[0m: \u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m0.00010319\u001b[0m, \u001b[1;36m0.00010395\u001b[0m, \u001b[1;36m0.000103\u001b[0m  , \u001b[1;36m0.00010395\u001b[0m, \u001b[1;36m0.00010529\u001b[0m,\n",
                            "       \u001b[1;36m0.00010319\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m,\n",
                            "    \u001b[32m'logic_afe_power'\u001b[0m: \u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m1.07421875e-05\u001b[0m, \u001b[1;36m1.22528076e-05\u001b[0m, \u001b[1;36m9.56726074e-06\u001b[0m, \u001b[1;36m1.09100342e-05\u001b[0m,\n",
                            "       \u001b[1;36m1.07421875e-05\u001b[0m, \u001b[1;36m9.90295410e-06\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m,\n",
                            "    \u001b[32m'io_afe_power'\u001b[0m: \u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m8.96453857e-06\u001b[0m, \u001b[1;36m6.29425049e-06\u001b[0m, \u001b[1;36m8.20159912e-06\u001b[0m, \u001b[1;36m6.48498535e-06\u001b[0m,\n",
                            "       \u001b[1;36m9.72747803e-06\u001b[0m, \u001b[1;36m7.43865967e-06\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m,\n",
                            "    \u001b[32m'logic_power'\u001b[0m: \u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m0.00027166\u001b[0m, \u001b[1;36m0.00027309\u001b[0m, \u001b[1;36m0.00027233\u001b[0m, \u001b[1;36m0.00026931\u001b[0m, \u001b[1;36m0.00027107\u001b[0m,\n",
                            "       \u001b[1;36m0.00026998\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n",
                            "\u001b[1m}\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Generate some Poisson input\n",
                "T = 1000\n",
                "f = 0.4\n",
                "input_spikes = np.random.rand(T, Nin) < f\n",
                "\n",
                "# - Evolve some input on the SNN core, and record power during inference\n",
                "out, _, record_dict = modSamna(input_spikes, record_power = True)\n",
                "\n",
                "print(record_dict)"
            ]
        },
        {
            "cell_type": "raw",
            "id": "ef17e9bf",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "Power is sampled on four nets, and is returned in Watts.\n",
                "\n",
                "`'io_power'` is the total I/O power of the device.\n",
                "'`snn_core_power'` is the power consumption of the digital SNN core and control logic.\n",
                "'`afe_core_power'` is the power of the analog audio front-end core.\n",
                "'`afe_ldo_power'` is the power consumption of the internal low-drop-out voltage supply used by the AFE."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 44,
            "id": "47fc5ade",
            "metadata": {
                "vscode": {
                    "languageId": "powershell"
                }
            },
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">All IO:         <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">99.</span>84207153320312µW\n",
                            "AFE analog:     <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10.</span>385513305664062µW\n",
                            "Internal LDO:   <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.</span>274627685546874µW\n",
                            "SNN core logic: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">250.</span>0865173339844µW\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "All IO:         \u001b[1;36m99.\u001b[0m84207153320312µW\n",
                            "AFE analog:     \u001b[1;36m10.\u001b[0m385513305664062µW\n",
                            "Internal LDO:   \u001b[1;36m7.\u001b[0m274627685546874µW\n",
                            "SNN core logic: \u001b[1;36m250.\u001b[0m0865173339844µW\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# - Measure idle power (no evolution)\n",
                "from time import sleep\n",
                "import samna\n",
                "\n",
                "modSamna._power_buf.get_events()\n",
                "sleep(5.)\n",
                "power = modSamna._power_buf.get_events()\n",
                "\n",
                "power_idle = ([], [], [], [])\n",
                "\n",
                "for p in power:\n",
                "    power_idle[p.channel].append(p.value)\n",
                "\n",
                "idle_power_per_channel = np.mean(np.stack(power_idle), axis = 1)\n",
                "\n",
                "channels = samna.xyloA2TestBoard.MeasurementChannels\n",
                "io_power = idle_power_per_channel[channels.Io]\n",
                "afe_core_power = idle_power_per_channel[channels.LogicAfe]\n",
                "afe_ldo_power = idle_power_per_channel[channels.IoAfe]\n",
                "snn_core_power = idle_power_per_channel[channels.Logic]\n",
                "\n",
                "print(f'All IO:\\t\\t{io_power * 1e6}µW\\nAFE core:\\t{afe_core_power * 1e6}µW\\nInternal LDO:\\t{afe_ldo_power * 1e6}µW\\nSNN core logic:\\t{snn_core_power*1e6}µW')"
            ]
        },
        {
            "attachments": {},
            "cell_type": "markdown",
            "id": "76b6c0d9",
            "metadata": {},
            "source": [
                "### Hints on reducing power consumption"
            ]
        },
        {
            "cell_type": "raw",
            "id": "ca452a27",
            "metadata": {
                "raw_mimetype": "text/restructuredtext"
            },
            "source": [
                "Several points may be useful in reducing active power on Xylo Audio.\n",
                "\n",
                "- Reducing the core clock frequency. The dev-kit utility function :func:`.devices.xylo.syns61201.xa2_devkit_utils.set_xylo_core_clock_freq` can be used to set a lower core clock frequency than the default of 50 Mhz, lowering power consumption proportionally. Depending on your network size and complexity you can most likely reduce the clock frequency and still guarantee real-time operation.\n",
                "\n",
                "- Reducing network activity and network size. The SNN core within Xylo only works as hard as it needs to. Once all neuron states have been updated, the core performs no operations until the next network time-step. This conserves energy."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "84ca7084",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Help on function set_xylo_core_clock_freq in module rockpool.devices.xylo.syns61201.xa2_devkit_utils:\n",
                        "\n",
                        "set_xylo_core_clock_freq(device: Any, desired_freq_MHz: float) -> float\n",
                        "    Set the inference core clock frequency used by Xylo\n",
                        "    \n",
                        "    Args:\n",
                        "        device (XyloA2HDK): A Xylo2 device to configure\n",
                        "        desired_freq_MHz (float): The desired Xylo2 core clock frequency in MHz\n",
                        "    \n",
                        "    Returns:\n",
                        "        float: The obtained Xylo2 core clock frequency in MHz\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "help(x.xa2_devkit_utils.set_xylo_core_clock_freq)"
            ]
        }
    ],
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