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    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>Data updated monthly</i></div>\n",
    "\n",
    "# Bicycling Statistics\n",
    "\n",
    "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis on three types of data:\n",
    "- **rides**: a random sampling of my 20+ mile rides, and all my 60+ mile rides (from [Strava](https://www.strava.com/athletes/575579)). \n",
    "- **segments**: short sections of a mile or so long, chosen to have a variety of steepness  (from [Strava](https://www.strava.com/athletes/575579)). \n",
    "- **places**: percentages of  the roads that I have ridden in each town, city, county, etc. (from [Wandrer.earth](https://wandrer.earth/athletes/3534/)). \n",
    "\n",
    "This notebook is mostly for my own benefit, but if you're a cyclist you're welcome to adapt it to your data, and if you're a data scientist, you might find it an interesting example of exploratory data analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wandering Places\n",
    "\n",
    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the  distinct roads a user has biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the road-miles in each place (city or neighborhood), and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
    "\n",
    "For the most part, your scores can only go up, as you cover more roads over time. But the [underlying map](https://www.openstreetmap.org/) is periodically updated, and sometimes a big city (like San Francisco) is split into neighborhoods (like Sunset, Mission, and Presidio); sometimes  unincorporated areas (like Sequoia Tract) are introduced; sometimes boundaries change (e.g. Emerald Lake Hills doubled in road miles in the 2020-11 update, causing my percentage to drop).  \n",
    "\n",
    "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n",
    "\n",
    "The legend `\"94% ( 52/ 56 mi) 2.7 to 99% Atherton\"` means that I have ridden 52 of the 56 miles of roads (or 94%) in Atherton, and I need another 2.7 miles to reach the bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WH+DXz3dRXub7Q3FJD7IQQjSc9CALIRrdp6M/be4QAKolxwBPJbzM4h+2YXf5xx+XWSpYPGsbQOMkyR0zIO0KiO1c7247VppZMnsXHpevaeISQghRTYuexUIpNUopNdNisWC32yktLcVms+FwOLBYLLjdbvLz89Fak5ubC0BOTg4Aubm5aK3Jz8/H7XZjsVhwOBzYbDZKS0ux2+2UlJTgcrkoLCzE5/NhNpurnePg97y8PDweD0VFRTidTqxWK+Xl5ZSXl2O1WnE6nRQVFeHxeMjLy6v1HGazGZ/PR2FhIS6Xi5KSEmmTtOmUaNMn6z7hrz//le17tzdbmzL3WHjgo98oKquo1qYV834PJKEHeVw+ln66gy+mZ7J3Ry4ul4tta/Yyf8Zadm3eB8CGFbv4csY6dm7ZA8DGFb8z78W17M8y43Q62bpqP59Pz6TQXELZ5oX8/vrjfPaf3yhzhZJ3xqNk7fTxybSVuJwecnJy2JWZz6fTVuJyuiksLOTnOTtqjWv55zsb/DwJIYRoOBliIYRoVB9v+5i5O+fy0SUfYTQYmyeG3/bx1Ndb+fXh8wkPPvTB2SuTfqzzmIQu0Zx7fU/adIgkZ2cJv8zdxfkTehGbGMGBbRZ+nZfFBTf3JiY+nL2bi1i1YDcX3pZGVOtQ9mwoZPU3e7h4Uh8ids4i69vFrDHcwSWTMwiLDGbn6jzWL9rPqMnphISZ2L7SzMafDnDZvf0ICjbWG9edr5/XoLbLEAshhGg4SZCFEI3Op30YVPN+YOXx+jAZq8fw7sPLKbPUnPItsnUIE54689gvZs0GWzZ0GgRag9sBweFHPq4R4pIEWQghGq5FD7EQQpzY9tn8QxKaOzkGaiTHAEMuS8EYVL3eFGxgyGUpf+xic2+DuRPB6wGlGpQcH4zLFNwIcQkhhDgqcpOeEKJRbLdsZ+yXY3n6rKfZ/++PsVtLauwTHtOKO2Z+0KhxfL72AHPXZPPytf2JCQ+qtm3Rm/fXGteiN1vR44wGxuV2gsEIxiC4dDooIxiP7S32h1fvxuF0HJ+4hBBCNJgkyEKcRF6beH2zJaKHax/ZnnsH3MtZHc7if9bXa92ntliPN68P3F4f0WE13+7qun6D43KVw1sXQsp5cME/If60Ywk1oLbk+JjiEkIIcUya/3NPIcRxc9wSvkpaa7TPP5uC1+PGmp+H2+kEoMJuZ//mDThKbQCUlxSzcfFCyixFAHgspZy2JRhVy7LOVdkK8wHI3r6Vr2ZMCxx/YOsmvpoxjfKSYgD2bVrPVzOm4SgrBWDP+jV8NWMaFXY7AFlrV/HVjGm4K/zx7Vq9kq9mTOPyvgl8PHEIu35bwVczpgXas+2Xn+uNa/OSRSx8Y0agvPHHhfzwv1cC5fXff8OityoT/+AI1laczuLNh9aEXvP1PJZ88FagvOrLuSz96N1AeeUXn7B8zqF/Wn797GNWfPpRvTEJIYRoGtKDLFpUr+PhWmpsTRmX1hqlFACllkKCgkMJjYxEa0329i1EtY4jpm0CPq+33vNU2MtZ/O5/6TVsOMl90rFbS1jwwjMMuPRyUgYMwpqfx5x/PszwG26h+xlDKdy/l3fvv5NL7/kbpw0ZRuH+fXzwt//jsvsfpdvAwViy9zPnnw9z+d/+Qdd+AynOzWbh6zMY+8i/+LpgEVG5HrZ89jHJfdLrjctd4U+gK8rLyMvaicflAsBRaiMvaydejwcAu81KXtZOfIeXff52l5cUk5e1k4M3HpcXWzD/vhOfT2MEyoqLyMvaGbjuwUQcIDoojqFtR/NL/nxs7kLAn7jn79kd2MdWmE/+3ipl834K1/4AlguhdRessf0p3LcnsL0kz0yJOedQ2ZxDeUlJtbKrMrkHKM7NxuerPrVbbXEJIYRofDKLheA/V19a57a//O9DinOziU/uQlBIKHablRJzDvGduxIUHILdWkJJXi5tu3TDFBREeUkx1nwzCV27YTQFUVZswVaQR0LX7hhNJsosRdgK80ns1gODwUhpUSGlRQW063YaymDAVlhAmaWQ9j16HTG2+2YvwJpvxmGzkditBwAl5lwq7OUkdO0GQHFlEnKwbMnJxl3hJKFLSmX5AB6Xi7aduwJQdGA/Pq+H+OQuleV9aJ+PuKTOABTu3wvAu/ffWWdc4/7+FJ1STwf8vYxh0dH0OMM/88DSD98hJqEdp59/IQALXniGxJTuZIy6AoBZD99L5/QBnDnuegBevvlq0oZfwPAbbwVg+nVjyLh0DGdddxNaa56/ZhSDr7yWM8eNx+tx88L4y+uM6843P+a9v97N0HHjSRs+AkepjXnPPcnA0VeQMuAM7DYrS977H31GXETHnqk4Sm2s/fZLepxxJnFJnXGWlbFr9a8kpZ5OdHxbKux28nfvIi65C2GRUXhcLuzWEkKiohj7zThOj+vDv4Y9iVLqiM9jY3l+4Xbmrc/h+3vPIdhU/QMzd4WXGTdehlEFcXGHWwgzReHwlPJN9pt4tfvIcZXsgzfOgQufhPTrjlvMZcuX88aMp489rsPILBZCCNFwMsRC1Gv/5g189NgDWPP8iz7sXb+Gjx57gLIif29W1ppVfPTYA9grPwbftWoFHz32AM6yMgB2/LqMjx57AFflmMqty5fw0WMPBHoJNy9ZxEePPRDoOdv440I+euyBo45v9YLP+ezfjwfKv837hC+e/Weg/OtnHzP/+acD5V/mfMBXM6YFyks/fJdvXnk+UP551lt89/qLgfKP78zk+/8e+lh90Zuv8eNbtY+nDcT01ReBn9d++yXbli8JlA9s3Vytl9HrceOt0vOb0LU7MW0PrZSWccnl1XpgL7jtTroPGgqAUoqxj/6LtOHnA2A4wg1hoZGRTHz1bdKGjwAgLCqaa6Y+Q8qAMwAIj47h4rvuo2PP1MD2oVeND/xzEBoZSdrwEUTHtwUgJDycTqmnExYZBYApOJjo+LaEhIbx2ejPeGDgXwM9380ltUMMF6e1q5EcAwSF+OdkHhR3MSHGcAzKQIgxnEFxFwMHh5foQI+01hrt8aJ3/uAvx3RC370W3ffauvc/hnLFzl31xiWEEKLxyRALUa8OPVO58qGpgaSoU+rpXPnQVCJj2wCQ3LcfVz40lbCYGAC69BvIlQ9NJSQiEoBuGYNp3a4DwaFhAPQ4YyjxnZIxBQUD0HPo2SR27YbB4E9gep99Lh169Dzq+NJHXhJIGAH6/+kyeg0bHihnjLqCPueODJQHjbkqkKwDDL7yGjwVh8bIDr3K3xN70FnXTgiMWQU4+/o/o1DMemRKnTGNnHh34OcbnnmxWuJ67RPTqu172f2PViuPuPUv1cqDr7ymWjnt3Auqlasmz82djAJ4fB6MykiwMZhgY3CgPjymVZ1DUhrThamJXJha99LMPeIH0T48BZPBP7uFyRBEh/Du9IgfhGtfKQWvrSfu5jRCe8RSkWWl8L8biQt6nNBbQqlwpVL41ibi7+hLSHI0zm0Wit7dQtu70gnuGIVjUxGWWVtJuKc/QYkRONYXYPl4Own3DSAoPhx7Zj7Fn+4g8a8DMbUOpfw3MyWf76Ldw9fQY/VeOoR3x2gwBeJqH55Cj/hBjfp4CSGE8JMEWdQrolUsEekDAuXI1m2IbN0mUI5qHUdU67hAOTounui4+EPl+LaB5Bogpm1itR7SVontaJXYLlCOTWxPbGL7o46vTcck2nRMCpTjOiVX2x5f2ft50MGhFAcdHGoRKFcOxTgoMaV7tXK7bkeenSCiVWzgZ6MpqJ49j7/mSkQP+nTHp8zZMYe3Rr5Fq9BD12yO8eJmq5PIUBORITXf5pxlbha+uYn+cSPAWX3sttFgYkDCSIwxIUSPSMLUJhTcTkyxoUSf3xFT1H2QfCYmi5PoEUkYY0IAMMWF+cvR/n8MghLCiR6RhCHC/xoISozwlyunmgtqX1munF0juEMk0SOSUCFGBiSMxFfurhaXyRDMgISRCCGEaHwteoiFUmqUUmqmxWLBbrdTWlqKzWbD4XBgsVhwu93k5+ejtSY3NxeAnBz/TTG5ublorcnPz8ftdmOxWHA4HNhsNkpLS7Hb7ZSUlOByuSgsLMTn82E2m6ud4+D3vLw8PB4PRUVFOJ1OrFYr5eXllJeXY7VacTqdFBUV4fF4yMvLq/UcZrMZn89HYWEhLpeLkpKSZm3T7u3bKLeWUFR06Eal2jR3m+rTnM9TfZrztXfHzA+4dvpM7pu9IPB9/Iv/4/bX32uS115scCxdwrsQFRTV7L9PT8xfz3nP/UReXl6NNtmKHBTnl2Mc3A5Mh/W8BymCz03EFezFlxEDW97A89owDOFu7H3CMA2+nJzcXExtwijrHYSpVQh5eXmo2GDc/SJxB2usViuuCI1xSBxlPgdOpxNbkJPw4R0oLPO/fgqxET0iGXOxfxYPi6mc4BQfu++YSHCqEYIOj8uA8ez4Bj9PQgghGk5u0jsFuZwO3vq/iSSf3o+L75zSYmeKAJnFQhy7zL0WDhQ7uCy9Q63bD773FX2wFefmyn8UTYqw3m1oc12vQztmLYFNn8JFzzR4RbyGsq9di/nvf6f9c/+hZFUFK3ZkslUdoJfuyJAeA0i8vk+Dzyk36QkhRMNJgnwKqTpd2OYli0js1oM2HTo1c1TiZKC15sf9P3J2x7MJMjTtsJKG8nl9KIMK/C74XF7y/rMar9WFsVUICVMGYNi1AJxW6H9js8S4Z88eZs+ejdtRgQcfJgwEhYVw9dVX07lz5wadSxJkIYRouBY9xEIcP7aCfD589D5ydmwDIPWc8yU5FsfNmvw13LP4Hr7K+qq5QwFg7b5itplttW7bvtLM+4+soLykAl4fhuGp1sQ5bsWk9hJnvwXDU61h3p2w7iM4bF7iprJmzRocDgce/Nf34MPhcLBmzZpmiUcIIU41cpPeKSI4PBzt8+Gylzd3KOIk1L9tf149/1UGtWsZsyw8/c02yis8fDX5rBrbIluH0qFnLOExwdBxEOU5HdA+TWJI5dzWxmDoPQYueR4MTdeHoH0+9oy9itjx10ELmJFECCFOZZIgn8RcDjvrv/+GjEsvJzQikvFPTW8RU4GJk49SirM61kxGm8uMa/qRX+qsdVunnq3p1LO1v3DOX7GvmANaEcl3/jplgPMeA1Nwrcc3Fl95OUEd2mOIiCTYu4CYGDdW66EZX2JizASHFAFXNGlcQghxKpIhFiex31evZOmH75K9YyvQMubJFSefaaumMXvb7OYOo5rEmFBO71hzajtboQOXw3OoIiqR+CF72J7wNRlnzGZZ6wxIHw9RCU0YrZ8xKoqOL71E9EUXktL1PHr1Xoqtk4kPzhiJrZOJXr2XktL1vCaPSwghTkXSg3yS0VpjK8gnpm0CPYcNJz65S2AlNCGON6/Py87inShazj9fc9ccIDo0iBG9aya5S2fvoCTfwfipgwN1y/r9HzeE5uIwhnJD7yd5v1d7hjVlwJWq3kTbq9flbDPE8mlQGC4VwqddLuC8LufRq8vQI5xFCCHE8SAJ8klmyftvsmXpYv78/GuERUVLciwaldFgZObImXh8niPuuzKriI9/2xcoXzMoiTO6tqnniGMz8+csklqH15ogD7i4M3abK1D+cXMuN28148m2Y8KOG7i+1MwHw2MZFhtFgctNuMFAhMm/LHWBy0240UCE0YjWmkK3J1D2aU2R20OE0Ui40VCj7NUai9tDpNFIWC3l3RNvx96+A63+MoQ1pV7u2dQa34FyTJTjA+6yRtKqVSnDYqOO+2MmhBCiukYbYqGU6qSUWqyU2qqU2qyU+r/K+seVUtlKqXWVX39qrBhORX3OG8ngK64hNFL+iIrGVeYqo8xVBoDJUP//2naXh9vfz+TzdTmBr0kfZOJwees97lgsuHsYT11R+3zBiV1j6JruX+lxWXEpN+fkotcXYcp1BL70mkKuX7uLZcWlDPhlCy/szQsc32f5Zl7d51/Yw601fZZv5n/7C/1t9Pros3wz72b7yyUeL32Wb+bDXP8cy4UuD32Wb+YTs3/xjmyny7999yr27XsTyxlDGDH8Mp7L2sfdu1vDurrjEkII0bgacwyyB7hPa90LGAzcqZTqXbltutY6vfLr60aM4aSntWb5nA/4+cN3ALSjHukAACAASURBVP/Sy/0vHiXjjUWje3/L+4z8bCTWCusR9335x104PdWTYavDzaiXlwXKE99bzZQ56wLlm99ZxYOfbgiUb3hzJY9+sTFQvmbmCqZ+uTlQHvvaLzz19VZMRgNxkSGMfnkZ077bFth+3tM/8vTnmwLlCa+uwLumCA7P0b3g2Wnjxpd+4U/lRi6Ki6HC42XYMz9yRUUQI9rEUFbh4bxpP3GVO5jhbaIosbu46D9LuNobwlmxkeSXOhn1/M+MJ4yhrSLJKXFwxQtLucEQTqopm5/XvsA1Ly7npqAIkt0rWb7pEyYXJnFLSCSLfYPwbrODW9ca1z1b9yGEEKJxNVqCrLXO1Vqvqfy5FNgK1L6klThmSikcNit2awm6meZsFaem4Z2Gc1uf24gJiTnivh/8uhenu/rr06dhv8UeKKe2j6Fn4qFPPtLaR9OjSrlPhxi6xUcGyn07tiKlarlTK7bl2gLDOPonxdK5TQQAbpeXmEI3ylwR2P/srm0w2twoX/VEVPk0pv3lDO3amss7xzEgJgKFYlCX1lyZHEe/6HBMhkPlvlHhmIwGBnVpzVXJ8aRFhRNiNHJGl9aMTYqjs8FM9r4ZDEqOZFxyHO282ynMm83A5DDGJcUxvPufObPf+wzu0oark+J4pXcXTGZHjVHdB+N6oVfSER9vIYQQf4zx8ccfb/SLKKU6Aw8DjwBDgIlTp069eerUqQOnTp368+OPP15jPial1MSpU6e+MXXq1IlA+/PPPx+z2dzgr5kzZ7JkyRJiYmK49dZbadOmDZs3b+aRRx7htNNOY8aMGWRmZhIREcH1119PUlISK1eu5OmnnyYlJYVnn32W7du3ExISwtixY+nVqxeLFi3ipZdeIjk5mSeeeIIDBw5gMpkYNWoUgwYNYt68ebz99tt06NCBRx55hOLiYhwOB9deey39+/dnzpw5zJ49m4SEBO677z48Hg+FhYXceuutnH766bz33nt89dVXtGnThjvvvJPQ0FD27t3LPffcQ+/evZk5cyYLZn9IZHg4d9w9mYzzL6QiPJpHHn30hG7Tyfg8ncxtemjyQ4zoNeKo2rRi/vt4O/ajeOVcvI5Sglp3oODTxxn3p/PJ27iMl156iXHn9uPr914JtOmpe/7M7WNHBto07py+fPLGc4E2vfL3u7lp9HmBNl01LJVnn36Kcp+BOGx8MO1hrr3oLN577z2+/fYbbrtsIB+98yRh4f42LX7j36T2OIuNq7/FnZdFcEJXChf8h6D2p9G/jRPfj//jT8MGMGPGDNatXcMVg1L4+72TSEpKInP1KtbMf5vzB53Os88+y+7fdzK6fzJTbr+R005rx6IfHmfXTz8xrF86Tz75D2zFcxnVrz9/uekuzjvvOnZsjsO8ehEZvVN47LF/ohZ8yflfvsPdX8xhzJlDWPHrz+xb/wuhHXrhysvCGBmLNijO7hbB8DB7g94D33jjjdzHH398ZqO/0QshxEmk0ZeaVkpFAkuAJ7XWc5VSCUAhoIEngHZa65vrO4csNV2ds7yMN+++lW6DhnLhpMnNHY44xXh8Hv638X9c0f0K2oa3rXffwrIK3l6+m0nnpHDWM4spcbgD22LDg/jlb+cTFmw8rvH5fBqD4chDjNwFdrLf38AlhXmU+w6NoY4MNbHq4RFHHZfX62DP3tdoFZNBmzZn43IVsmz5MHr1fIp27a7A5/OgtQejMbTOc5T9/DPOrduIu30i4B+zPfCpHyh3Hhr/0dC4DpKlpoUQouEaNUFWSgUBC4DvtNbP17K9M7BAa51W33kkQfYrK7YQGetf4CB/TxZtOnbCaApq5qjEqWZt/lpu+vYmpg+fznlJ9c/LO3vVPh6fv4W5fxmKzeFuklksDudyevj5ox2kX9CJuI41b1795fciXlmexWpbORnREUwe1vWIce3Z8xrBwfG0bz8WrX0sXTaYjh2vp2sX/z+sXq+z3oT4aKzMKmLGsobFVRtJkIUQouEaLUFW/rvE3gUsWut7qtS301rnVv58L3CG1vqa+s4lCTLkZe3i48cf5MLbJ9PzzHOaOxxxissuy6ZdRDsMqvbbGKr24maXOOjQKqzRY7r6jRWM6JXAbWd3rVZv3m1lwcvr+dMdp9O+W/XFQ7bvnsml+wbySLdO3NQhDgBL8QpKbRtITr49sN+B7A9xuyx06XIXAKszryI8vCu9ez0DgM9XgcEQckxx+8rL8TkcmOLiAnXr1q3DZDKRllZv38FRkQRZCCEarjFnsTgTuAE477Ap3Z5VSm1USm0AzgXubcQYThrxyV3oe8Gf6Njrj//BFOJY+bT/RrsOkR3qTI7X7S/hohd/Zm9RuX/fJkiOKzxeEmNCiQ6rOd1cYpcY/vzsMNp1rX4zYeH7W3B9t4Wzvd/S3vc74E+ON22ajNdbwbbtjwX2tVnXUVy8IlDu3+/DQHIMHHNyDP7hFTuHnYVz26EZN1avXs369euP+ZxCCCH+mEZbKERrvQxqXV5LpnU7SuZdO/jlk1lceu/fCA4NY/gNtzR3SOIUd9eiu+gW240pA6bUuU9kiJHwYBOGJpxqMMRk5MVr+tWoP7g6ndFYM5k3hCg627owLdrOxt2TWJEdj9ttIS3tJWzW9RQX/xYYKtGr19ModWjsr8Fw/IY2haam0vZvDxLS9VDP980334zL5arnKCGEEI1JVtJrwVxOJ5acA5QWFtKmY6fmDkec4jw+D52iOpEQXnOFOoBd+WV0axtJt7ZRfP6XoU06F7fD5a315rVdmfms+2E/f5rUh4hW1Xt5W4/rhbmiGwnBJmI2/E5R0WI6dLiB1rFDiG11Bp07TwrsWzU5Pt6Ck5Joc9NN1eoMBgOhoX9sDLMQQohj15hDLMQxKC8pZtfqlQAkpZ3On6e/LsmxaBFMBhMPnfEQ43uNr7Ft2c5CRk5fwrebzABNmhy7vT4GPfUDryzeVWOb0WQgNNxEWHRwjW0V7goG/7qFx7euxmZbT+fOd5Gf/xWW4hWoOoaPHG9aa+xr1uCzH5oPeteuXSxcuFB6kIUQohlJgtzCLP3wHb599Xkq7P7xmzJLhWgJzOVmdhbvrHP7GV1bM+WCHpzTI74Jo/Kr8Pi4dVhXMpJja2zrmh7PqMnpNaZ9s/2wl9wnv+TB8gUkFz5LWtoMUrreS1raDDZtmoylynjjxuQ+cIC9143HOv/LQJ3ZbGbt2rWYTPIBnxBCNJdGnwf5eDjZZ7Hwejx4XC5CwsOx26zYS4qJS+rc3GEJEfDv3/7NJ9s/4cdxPwZWzvP5NG//soerB3YiMqTlJXOOMhchYSYMtYw/tq/Np2LlMmx9FxLe7Sp27nqSlJQHSGh7ca2zWDQWn91O+cqVhPbqRVBi4qF6nw+D4fj0X8gsFkII0XAt76/aSey1iddjt5bUqDcYjXROH8CYBx4jPDqG8OgjL90rRFO6o+8dDG43uNqy0ptzbDz19VZCTAauH5zcbLFtybFxWmIUxsN6iZd8uINicznXPDaoxpCP8H5t2dr1QrpHXEawt4CoqFSCg/w90K1jh9A6dkiTxG4IDyfq3HNr1h+n5FgIIcSxkXfhJlRbcgzg83rpfdZ5TTpuU4iGiAmJYXin4dXq+nSM4cu7hjH+jKTmCQooKK3gTzOW8t+lWTW29RycSPqITjV+r7RP47Lmc9W6XTydlUtoSCJ90l4iNnZwU4UdULZ0KRVZuwNlq9XKxx9/TE5OTpPHIoQQ4pAWnSArpUYppWZaLBbsdjulpaXYbDYcDgcWiwW3201+fj5aa3JzcwECf1hyc3PRWpOfn4/b7cZiseBwOLDZbJSWlmK32ykpKcHlclFYWIjP58NsNlc7x8HveXl5eDweioqKcDqdWK1WysvLKS8vx2q14nQ6KSoqwuPxkJeXV+s5Dp67LknpA07INvl8PgoLC3G5XJSUlJwUz5O06VCbsvZncd9P97Fs+zK01mTtz+GG//3Kog17cDgcdIyEsrKyZmuTs7SE6Vf14cyk8Bptiu5ooNvA+JrPU2YWuc9s5r+b3+HGdq2b7XnKzs4m+/4H2P/yy4E22Ww2zGYzFRUVx+21J4QQouFkDHIT+s/Vl9a57b7ZC5owEiGOzubCzfxl0V948dwXSW+bTlFZBdf9dyWTz+/OJae3a+7w6rR/i4U2HSMJr2X2Cne+nfLvVhLVvQDj4HFs3nwfbk8x6X3fatIYtda4du9BGQ0EJzfeEBUZgyyEEA0nY5CbiHnXjuYOQYgGS41L5fux32O1a3w+TZvIEL6aPAxTLTe+NTWfT/PFumzO6RFPm8hDcxx7XF6+fmMjPQYlcO74njWOC2obzvKL+tE1LIReQHR0HzyesiaM3E8pRUjXLk1+XSGEEEfW/H/lThGlRYXNHYIQDVLsLEZrjdWuufSlpUz/wf9PXktIjgE25ViZMmc9y3ZV/90yBhkY+9cB9BtR+9ho14Hd3LNlD28f8B/XqdNNdOlyV6PHe7iypcso/eGHanUffPABK1eubPJYhBBCVCc9yI3E6/Hw69zZxMS3Je3cC+g2aAjhMTHYrdYa+4bHtGqGCIWom9aa2xbeRkqrFP591r+5dlASF6e1rCEVae1j+GryMDq1Dq9Wr5SiTYfIWo/RPk3Bq3v5KmwhYfc+jNZeQDXZwiBVWd57D09BAVEjRgDg9XoxGAwyg4UQQrQAkiA3EoPRyIGtG3GWJZN27gUopbhj5qzmDkuIo+LTPvpHX0v3NjEopbhnRI/mDqkGg0GR2r76lIget5ff5u+m97D2tEoIr3mQTxNzbmvigocREhmJxbKc9Rsm0r//h8RE922iyP06vvwS3sJDvd9Go5HrrruuSWMQQghRO+mqOI7y92Tx+TNTqbCXo5Tiyof+yfk339HcYQnRYE635tOl0SxZ37q5Q6mV1eFm2nfb2Fdkr1ZfuL+M9T/ux1bkqPU4ZTLwSe/2LEk9E4Dg4Hg6dhhPWGjHRo/5cIaQEII6dGjy6wohhDgySZCPI+3zkb8ni+KcbABMwTXvoBeipdtRvIOlOT/w5oT+PHl5n+YOp1abs628viSL/FJntfrErjHcPG0YHU+ruew0gHv377y2ay/f5PunP4uM7EH37g8THNym0WOuyrFuHYWvv4G37NDNgV9//TWzZsmnTEII0RLIEIs/QGvNyrmz0VozZOy1JHTtxq0v/Q+jKai5QxOiwbTWvLJ4F2ssP7LN9R4Lxy4kMrhlvpaHdotj7d8vIDzIWGNbSHjdMVvnbePzvGIi7z8HALfbhskU1eSL9NhXr6bglVdo/eebAnWxsbEYjTXbI4QQoulJgvwHKKUoycvF5/OhtUYpJcmxOGF5fJrlu4ro2HoIH/xpJJHBtd/o1lJEh1b/Xdu7qYhNP2czfPxpRMSE1HpM1CUZROTsIqxNJwB+WzWaVq0ySO39XKPHW1WbW2+l1TXXYgg5FOeQIU2zvLUQQogjkwS5gSw5B1j05quMvH0yMW0TGXn7ZAzS6yNOYG6vD69PExpk5M0JGYQGGTEYWu6y57vyS3nuux08cNFppMQfSuIr7G5Ki5yERtb9T+pLJk2rlB7cWllOTrqN0ND2jRxx7YyREYGffT4fSqkm68nOzMzsaDAYFvp8vp5Ay32yhRCi8WiDwbDN5/ONHDBgwIHDN0qC3EBBIaFYC/IpyTMT0zZRkmNxQtNac8cHawB4+qpkbll4C4+c8QhntDujmSOrW3aJkw0HSggPrv6712NQIj0GJdZ5nNecy+rfd9Iuvi10jAegY8fxjRprbdx5eRS88CKtb7qJ0NP8s4Ns2rSJb775hokTJxIbW/v46ePJYDAsTExM7J6QkKBkWjkhxKnI5/Mps9nc3Ww2/wDUWFWqRb8zKqVGKaVmWiwW7HY7paWl2Gw2HA4HFosFt9tNfn4+Wmtyc3MByMnJASA3NxetNfn5+bjdbiwWCw6HA5vNRmlpKXa7nZKSElwuF4WFhfh8Psxmc7VzHPy++KP3+ObV6RQVFREUEcmVU6cR17U75eXlWK1WnE4nRUVFeDwe8vLyaj2H2WzG5/NRWFiIy+WipKSkWduUl5eHx+OhqKgIp9OJ1WqlvLxc2nSKtam0tJShXWIY1DEci91ChCGC+LD4Ft2mc3rE89lNvUmICgm0qajgyO8RhYtW8dwPir+VZgFw4MB2KiqKmr5NmzZRtmQJ+fv3Bc7RqlUrOnfuTGRk5HF/7dXG5/P1TEhIMElyLIQ4VRkMBhITE00+n++00aNH15jLVGmtmyOuBsnIyNCrV69u0mseHFMM8MsnH1K4fw+XTP4rRpN0uosTX0FpBQWlFfRuH93coTRI1d/Lqha9s4WSfAdXPNC/zmEK3lIXru17CU1PRpmC2bPndX7PmsY5Z6/DZIpq7NCrOfi+2xRDKpRSmVrrjKp1mZmZesCAAY1+bSGEaOkyMzOZOnXqq8Dd8+fP9x2sl+6DWtgK8pn9+INkb9sCwJArr2H0lIclORYnjXtnr2Pi+6txefzvBdss27C77Uc4qvkt3p7PyOlL2FNYXq2+w2mxdEmPqzfhfCw3n39Fh6FM/ukX27Q5h9N6TG3y5BioNt5Ya43DUfu8zUIIIZpEKBBRtUIS5CoO9uqERUXjrqjAUVYKgJKPIcVJ5okxacy4th/BJgMen4e7f7ybv/781+YO64hCTEbatwojMSa0Wn3PIe3oPzK5zuO024XeshZVkheoi4rqRceO1zdarLXGoTX7b5+E9csFgbrS0lKeeeYZMjMzmzSWlig7O5thw4bRu3dv+vfvz/fffx/Y9sgjj5CWlkb//v354osvAPjpp5/IyMjg/vvvb/C1xo0bx65duwJlo9FIeno66enpTJ48ud5ji4qKyMjIoG/fvqSnpwfiqcrn85Gamkph5WqJ999/PwkJCaSlpVXbb9q0aaSlpdG7d2+mTp3a4HYcjfnz5/Pvf/+7Wl1BQQEXXnjhHz53Xe2qq74+L7zwAnb7H/tHvbbXCcCcOXPo3r07PXr04MsvvwSO7fXz9NNPk5qaSmpqKlddddUfivVwN910E8nJ/vcxr9dLXFwcd9111xGPOx6PW23eeeedate/9NJL+emnnwLl2l5XdYmMrDkr0vbt20lPTycyMpLjOUogLS2NPXv2/PETaa1b/NeAAQN0Y1u38Cs9558Pa5/Xq7XW2ufzNfo1hWhKq/dY9KuLd9W6bW3eWr0hf0MTR3R85O+1abfLU+8+rh3b9P4Hf9ZlXywI1FmtG7TbXdrY4VXjKS3Tu6+9TlvmzAnUlZWV6aVLl+q8vLxGuSawWh/2nrp69eoGnyfP6tBXvf6LzrM5jnOEh5jNZr1u3TqttdZ79uzR7du311prvWrVKp2RkaHdbrcuKCjQHTt21DabTY8bN047HA79wAMP6G3bth31dTZt2qRHjx5drS4iIuKoj3e5XLq01P/aKSgo0ImJidpb+bfjoC+//FJPmDAhUF6+fLletWqVTk1NDdTt379fp6SkaJfLpSsqKnSXLl10VlbWUcfxR9100016yZIlf+gctbWrvvr6JCcn64KCgmOOpa7XSUVFhe7cubM2m8167969umvXrtrr9Tb49fPbb7/pIUOG6IqKCq211mvWrDnmWGszYcIE3bt3b71u3Tq9ZMkSnZqaqu+8884jHvdHH7e6vP3229Wuf8kll+jFixcf07nq+/0655xz9KpVq47pvLVJTU3Vu3fvPur9V69erUeNGvXmqFGjonSV98lTumv04IMAYAoOITgsDJfT/1FnUy8cIERjm7cum9mr9lFW4amxLb1tOn3iW+aqeQc5XF4qPN5qdV6vj3kvrOXnj3bUe6yhS3cSJvcl9LxzAXC7S1i1egzZOR83Wry1MUZG0PnDWcRW6XmKiIhg2LBhtG3btkljaagZi3ayao+FGYt2HXnnY5SQkEDfvn0BSE5Oxu12U1FRwe+//056ejomk4m4uDg6dOjAqlWrAu/fVd/Ly8vL6zz/QbNmzeLyyy8/5jiDgoICPWJWq5WKigo8nuq/Vy+99BJ33313oDx06FDi4uJqnMvj8VBRUUFFRQXBwcHExMQ0OJ7HH3+cc845h27dunHnnXfSo0cPCgoKALjxxhtJSkqqtSdyzJgxfPDBBw2+XlV1tauu+tr88MMPpKenk5OTw7nnnhv4GWDGjBmkpaWRlpbG22+/Xe956nqdrFy5ktTUVBISEkhKSqJTp05s2LChwa+fvXv3Eh8fT3DlKrn9+vULbBs9ejR9+/ZlwIABvPzyy4H6yMhIHnroIVJTU7ntttuO+FiMHj2a+fPnM3/+fEaPHl3v+et73L788ksGDRpEeno6U6ZMCZynIY9nfep6XU2bNo2ePXsyevRoUlJSqvXkNvRxaMjj+eyzz9KrVy+uuuoqnM5DK6y++OKL9OrVi9NPP50HH3ywYY3Uf7B3tym+GqMHudxaoj/+x4N6y88/aq2lx1icvFwef8+W2+PVlrKKattW5KzQL2a+qMtd5c0RWoO898tu3euxb3Se9VAPptfr0/s2F+n8fbZ6j71ryx49bu2h3nOPx67z87/T5eW7Gyvco1ZUVKRdLlejnZ+j6EEe9/oves6qfVpr/+tl3Ou/6Llr9muttbZXePSYl5fpbg9/pZMfXKB7PPK1HvPyMv3Nxhx//GUVetzrv+jvN5u11vq49TB/++23euTIkVprrTds2KD79Omjy8vL9d69e3V0dLSeNWuWXrRokR4wYICeMmWK3rJli77tttv0ggULjnBmrc8++2y9YUP1T0yMRqPu16+fHjp06FH1qtpsNp2WlqbDw8P1Rx99VG3b1q1b9dChQ2scs3v37ho9qs8//7yOjY3V0dHReubMmUe8bm3+8Y9/6Oeee05PnjxZP/fcc/ruu+/W8+bNC2w/vCfwoAMHDjSoh7cutbWrvvq6HN4Tunv3bp2SkqJLS0u1xWLRnTp1qveTlrpeJ3PmzNG33nqrfu211/Ts2bP11Vdfrb/++usGv36Ki4t1t27ddEZGhn7iiSd0Tk5OYNv+/f7fF5fLpbt3765zc3O11loDevny5drlculOnTrp7OzsOs8/YcIE/cknn+jLL79cjxo1qtrzVtf5a3vc8vLy9MCBA3V5uf99fezYsXrRokUNfjzffvttHRcXp/v27av79u2ro6Ojq/UgH/662rt3r05JSdFlZWV669atWikV6Mmt73GorQe5IY/n7t27dbdu3bTdbtebNm2qdt2YmBhts9kCj0tt6upBPuXuOvP5vBgMRsIiozCFhEDl+OJTvcd4ZVYRH/+2L1C+ZlASZ3Rt04wRHdJSYzsR4tpdZMfmcPPFXWcSHRpEbERwtX3X5q9lQdYC7uh7R3OE2iBpHWL485mdiY86tPqcwaDo1Lv1EY9N3bCUTm06AikAGI1hxMePbKxQ65Tz4N8wRESQ+PfHAnWzZs0iPj6ea665psnjOVrZJQ58lRMe+bQmu6Rxbyo0m83cd999zJs3D4A+ffpw0003MXToUDp06MC5555LaGgo5513HgsWLOD5559n3rx5TJ8+nYiIiCOc3T8dXnx8fLW6AwcOkJiYyKpVq7j88svZuXMnYWFhdZ4jKiqKjRs3snXrViZOnMiVV15JUJB/kZqXX375qMaOlpSU8M0337B7927cbjdnnnkml156Ke3atTvisYdr3bo1Npst8N1qtR7xmLZt2wamCmyJ1q5dy1lnnRXorR80aBAbNmxgxIgRte5f1+vkYO/+pEmTAJg7dy5KqQa/flq1asXGjRv59ttvmTt3LgMGDGDLli20atWKN998ky+++AKtNTk5OeTk5JCYmEhwcDBDhw4FoEuXLpjNZtq3r39xosTExBpjdus6f21+/fVXsrKyAtctKysjKysLq9XaoMcT4Oqrrw704F566aX1xp2ZmclZZ51FREQEPXv2DIynBhr8ODTk8dyzZw/Dhg0jLCyM1NTUatcdOHAgN998M5dcckmDPzU6KRPk1yZej91aUqM+OCycqDZxjH/qeYJCQrnyoca5IeJEY3d5uP39TEoc7kDdTzsK+OVv5xMW3LwLobTU2E6kuIKMCq+39ukc7+h7BxN6TyDI2PKXSO+XFEu/pEOLaHi9PjYuPkC3AQlExta+tDQAbgeXbYwiOKEUKv8OlJVtR6OJiqwxN3yjMrZujeGwpOuCCy4gJKSe+JvA7NsPLXMdZDRUK5c63VgdbryVGbLbq7E53PRP9j8XrSOCq+3fNqr6DZQN5XQ6GTt2LM899xwpKSmB+ilTpgQ+Kh48eDBJSUl8/vnnrFmzhilTpnDPPfcwbNgwpk+fzvDhw+u9RlhYWLWPYYFAsjFw4EDatWvH3r176dnzyK+PXr16ERQUxPr168nIyMBms7Fw4UKmT59+xGN/+OEHkpKSAsMq+vXrx9q1a48pQT44M8rBL6/Xe8RjnE5nvf8ENDd9DNPQ1vY6cTqd1f4RMJvNJCYmHtPrJzQ0lDFjxjBmzBhGjRrFr7/+SmhoKN999x3Lly8nPDycjIwMfD7/DEEH/2kC/3N0sL4+Tz31FAaDgblz5wL+mwnrOn9dLrzwQmbNmlWt7uD5Gkt9z1d9j8PhHZT1tbe28xy+CmnVOL799luWLVvGxx9/zEsvvdSgm6FPyjHItSXHAC6HnZiERFwypVI1L/+4q8bYTpvDw50fHnoh3fnhGj5fe2glxknvZzJ/vX+sk8frY9L7mXy90f8G5HR7mfR+Jgs3+xdVKKvwMOn9TH7c5p9BwGp3M+n9TH7e4R8jV1RWwaT3M/lll/9u7zybk0nvZ7Iyq4iXf9yFw109NrvLyyUzlrJ+v/95/r2gjEnvZ/L/7J15XJVV3sC/D5uiiIgICIqCK4twRVxSHAfT1FyiyZymptQWxzfTZlxapnlfLa2sLBtrmqbNyW0aM0sxzXJSBygJF8LMDZVNuKzChcvd73n/uHD1Cpd7U7glfwAAIABJREFUQTbz+X4+z+dyzn3OOb+z8Nzfc5bf71SBZcbkXFEVCzcf46zSYoXk5wIVCzcfI6u4GoDM/AoWbj5mNRV2PPcKCzcfI6/ccgr4h0vlLNx8DGWl5Qf0uwulLNx8jJIqHQDJ50uYsSEF7XVyafQm3j54nm9+LmLh5mNo9Jbvv/qpkIWbj2EwWf7B92QWsHDzMes/8a6Myyzaetyaz45j+Tz5yQlr+N/puSzdnmENbzmSw1M7frSGP/4um2d3ngQsfXn9HmNXF4kPUi5yPdV6S3t0ce9S77uORkGFxto/dRRnV5G6I4viHFWjaa/gTs//nY7PvKsn9i9e2sBPPzme4WtpAp5+il5LFtvEDR06lNDQ0DaXxVk2/Oc85ut++ExCtMpeZCEEc+fO5f7772fq1Kk235WVlQFw+PBhysvLGTFiBImJiaxevZr8/HzCwsJITk7m/fffd1hORESEjQWLOicxANnZ2RQUFBASEmL9/tlnn+XZZ5+1hi9fvmyVR6lU8vPPPxMcHAzAxo0beeCBB2x+yO1RN2Ot0+nQaDQcP368TcfCuXPniIiIaLPyHOHt7W3j3CY2NpaUlBTUajUVFRWkp6cTHR3daB4NjZNRo0Zx6tQpiouLycvLIz8/n+jo6CaPn0uXLnH+/HkANBoN2dnZBAcHo1Kp8PPzo0uXLpw6dYoff/zRbh7O4OPjg7f3VRv1jvK/vt3GjBlDcnIy+fmW3+ycnByUSmWz2rMpxMXFkZKSQk1NDWfOnCEnJ8epdD179rTKCo7rez2xsbGkpqai1Wr5+eefyc21rKAKIcjNzWXChAm8+OKLTbZs8YucQW6Mu5/6v/YWocOx5UgOGoPt26hJCFKzyqzh7FI15eqrs5KXStVU1OgBENaw5XshLOHK2llMsxBcKlWj0lgUN6PZzKVSNVXaurDl+6paxc5gsnxfrTOy5UgOOqOtbDqjmewyNWq95X6dwXJ/nUKqNZgs4VoFVlMbrlNoa/SWsL5WYa3RWcJ1CqxaZ7QJV2stYWPtG2yV1kh2mdq65FyH1mhm8/c5hPl5calUbVUqKmoMXCpVU6djXKkN11Gu1l8X1tnY+S2t1pNTVnNNWEfuNcpiSZWO/CuW8JYjORivE0xrsMi1YsrV2bDsymzuTbqXtb9ay+0ht9PR+fi7bD5KvcSPK++gi4flsdV7QHd+v/o2uvp4NJp2VVYB31VU88OYcGvcgLBlGAwNe5lrLYSo7+SkrKwMk8lEr169Ouw2r+O5FRiuW4EwmATHc660eFmpqans3LmTs2fP8t577wGwd+9egoKCmD9/PllZWbi7u7Nlyxab9oqKiuLpp59m5MiRrFmzxmE5M2bM4ODBg9al5TNnzjB//nw6deqEq6srH3zwAV26XH1xvH4bQm5uLgsWLAAs5rheeeUVevfujRCC999/nwMHDtQrc9GiRezcuZPS0lL69OnDO++8w6xZs5gyZQoxMTG4uLjw6KOPEh4eXi9tc8nOziYxMdH6ApCSksJLL73EnXfeCcDBgweZPn36DZVhr1724htj8eLFJCYm4uvry44dO+jfvz+LFy9m9OjRAKxcudLhYdaGxomHhwdr165l3LhxAKxfv55rvUg6O340Gg3z5s1DrVYjhOChhx5i2LBhDBkyhPfee4+YmBiGDh1KbGyss83nFFOnTm00/+vbLTAwkL///e/MnDkTo9FI165d2bp1KwMGDGhyezZEY+NqwYIFxMbGolAoGDBggFOrY0uXLmX+/PmsWrWKvXv3Oqzv9fTr149HHnmE4cOHExERYX3JFELw4IMPolKpMJlMvP76602q5y/Sk97rv7W/T2bZv/fY/e5W5dWvzvDefy/aKFad3V14JD7URqlqD1796gwbUy/ZKPAdQbabXS6lWskHJz9gYcxC/DydO2nenuSUqTlVoOLOYU1fev5q21vkuvXjsXtmILm236JZyVtvo/ryS8KSdiPVzi7u2bOHkydP8swzz7Sagix70quPRqMhISGBlJQU3FrQAdS+ffvYvHkz27Zta7E8W5Px48eza9cufH0d7+OXkXGGqqoqunXrRmlpKSNGjCA7O7vDvvzXUetJ7yPgj7t3766qi/9FbrGQcY5jOVc4nnuFJyYOxKuT7Y+Ep7srTyQMaifJrvLExIF0crPd09sRZLvZ5QrsGshfxvzlplCOAfr17GqjHBdkVXBw6xlqVHqHaceUejLjpBe4WB7SBkMlxSX7MRhafga0MToNGkjX8eOtyjHAbbfdxuzZszv8D8gvDU9PT+vSeksybdq0m0Y5LikpYdmyZbJyLNOi/OlPfyI6OpqJEyeyYcOGm/rZ1qEVZEmSZkqS9F55eTk1NTVUVVWhUqnQaDSUl5djMBgoLi5GCGFdAquzAWgPlUpFVVUVNTU1VFRUoNfrKS0txWw2o1QqbfKo+ywqKsJoNFJWVoZWq6WyshK1Wo1araayshKtVktZWRlGo5GioqIG81AqlZjNZkpLS9Hr9VRUVDS5ToWFhQghKC4uxmAwWJc3mlOngkIlKz79kReTfsLFbOSN3wxlZpQ/M6P8mR7Ziw1zhlFTVdHudcKo5/W7hzArOpBp4T1JVATx0p2heHq4tms/uUuCtTMHkKgIYspQX+5WBLFmWn88PVxbtJ+aWqcuHm68eGd/7lYEMWVID+6uba9ObpK1Trt/3s3potPtNvaaWqcTuVf47LvTmM3CmkfO2UKyfyxFpa5otJ8uVKnJ+c2dBDw33irPpeyDnDz5ODk537dpnQwjR+L39FM2Y69nz57WU/Ot9f8k0zCTJ0+mf//+7S1Gu9GrVy8SExPbWwyZXxgffPABmZmZZGZmctddd7W3ODfEL3KLhT0rFl26+/A/792YUfSbndJqHT26eODqIpFVXIW/d2e8O3d8CwYyLYPRbOSOHXeg8Ffwxq/faG9xnGLJv05w5GIZaX++3WY2wmwWuLg0Pjux/Ewuu0sqOB0/DNfatCaTFrX6HF26DMDNzbFJsJZA6PUIwMXj6n5ptVpNXl4e/fv3p3PnG7P80BjyFgsZGRkZ+9jbYvGLPKR3qyvB9lBWapm+IZmH40NZlDCQgf7d2lskmTbGzcWNT2d+itakdXxzB+HV2dHklNVYleO6w26OlGOAR05+zJjyAZiHDMTV33LoytW1M97eLXdy2xmqU1PJX7yE/v/+BM/ISMBy0OXTTz9lwYIFDu2iysjIyMi0Lb9IBVmmYQK8O3H/6BCmRAa0tygy7UhPz/Z3ZtIUOru7MiTw6stc8ifnqCrXcufj0Q73t4V2CcM7MxBxzaHFouJ9eHj40cNnZKvJfD0effrQc/58Ol2zpD9o0CAeeeSRDu9iWkZGRuZWpEPvQZa5cXLLapi38QeKVFokSWLZHUPkmeNblKQLSSz5dgkqfeN2gzsSX5y4zMffZdvEeffypEdgV4fK8elqDWm3zcJ/1a9xD7q6lSIray2XL7ftQapOgwbhv2wpLtd46fLw8KBv374takVBRkZGRqZlkBXkXzh6k4mzyiobO7sytyZak5ZqQzXd3G+eF6RvThexK+OyTZxiUghj7xnoMO3HeYU8/NOlel6WRo3cxcCBT7e4rI2hz85GXOf56ocffrAe2JORkZGR6VjICvIvELXOSFKtl7uB/t04vCKBMWE317K6TMtz7+B7+fCOD28qszt/uz+WzY+MtoaryrVOu5/9S8G/+PBIKrpjtpZt3N196NwpsEXlbAxDcTEXpk7jyparbl9ramrYu3evjTe3Dsu78bCqe/3r3fgWL+ry5cvEx8cTERFBbGws33zzjfW71157jaioKCIiInj++ecBi0vauLg4li9f3uSy5syZ47D99+/fj0KhsF4eHh5kZFi8Wi5fvpyAgACioqIaTGs2m4mMjKS0tLTRerm6ulrzX7JkiTU+LS2N6OhowsPDmTNnTpPrdy27d+9m7dq1NnElJSVMmTLFTor62KuvPfmfe+45oqKiiI2N5YsvvnCqjDfffJOamhrHNzaCvXK3b9/OoEGDGDx4MElJSUDzxs/LL79MZGQkkZGR3HvvvTck6/XMmzePfv36ARYHNH5+fjzxhGOPny3RbjINIITo8NeIESOEjPP89cA5EfrMHnGppLq9RZHpIJwuO93eItwwJpNZfLQiWXy72bm6mM8dEsqX9wlVcr41TqX6SeTmbhQGQ1VriVkPo0olruzYIbQXL9rEV1dXC7Va3erlA0fFdc/Uo0ePOp9B0p+EeMFPiJXeV68X/CzxLYxSqRQZGRlCCCGys7NFUFCQEEKIvLw8MWDAAKHX64VOpxOhoaHi4sWLYs6cOUKj0YgVK1aIM2fOOF3OTz/9JGbNmtUk2QoKCsTAgQOt4dTUVJGeni4iIyMbvD8pKUnMnTu30XoJIUTXrl3rpTWbzWLQoEEiOTlZCCFEcXFxk2R1lnnz5onDhw87da+9+jYkf3p6uoiLixMGg0GUlJSIPn36CJVK5bCMfv36iZKSEueEbwB75ep0OtG/f3+hVCpFTk6OCAsLEyaTqcnj54cffhC33Xab0Ol0Qgghjh8/3mxZG2Lu3LkiIiJCZGRkiMOHD4vIyEixaNEih+lutN1udY4ePSpmzpz54cyZM7uJa56T8gzyLwQhBJW1rp4X/CqM7X+4jf5+bWPCSqZj82PJj9ybdC9fXvyyvUVpEq9+dYZXvzpjDQshGPubAQwZ7Xj293ilmo88I+i24g66xQdb48vLUzh3fjXQdrPort264XPPPXSqdX9aR9euXW3cGbcrG6fDidoZbpPBEv7x35bw2MVgNtrebzZCb4Xlb3WZ5f6z+yzhquZvGwkICCAmJgawuI81GAzodDoAjEYjOp0OnU6Hh4cH3bt3t64m1P2ggcV8niO2bt3K3Xff3STZPvnkE2bPnm0Njx07Fj8/+4523nrrLRYvXuywXg1x9OhRevXqRXy8ZZa+V69ejcq2atUqJkyYwMCBA1m0aBGDBw+mpKQEgIceeoiQkJAGZyITExPZssU5q0+O6nstFy5cQKFQ4Obmhp+fH8HBwaSnp9u9/8CBAygUCgoKCkhISLD+DbBhwwaioqKIiopi48aNzSo3LS2NyMhIAgICCAkJoW/fvmRmZjZ5/OTk5NCrVy88as01Dh8+3PrdrFmziImJYcSIEbz99tvWeC8vL5599lkiIyN57LHHHLScJZ/du3eze/duG9fcDeXfWLslJSUxatQoFAoFS5cutebTlPa81ZEV5F8IT+3I5IEPj6A3muns7kpcf9k7koyFwT0G89zo50jom9DeojSJcrWecvVVT3muri4MGdOboEE+DtN+oyxiTdZl3LDdjhESsoDx8T+0mf1jAM3JkxhrlZU6Tpw4QWZmZpvJcEN4BUBXf3Cp9dDo6mEJezruhxth//79DB8+nE6dOtGnTx+efPJJQkJC6NOnj9UD3MKFC4mPj8dsNiOEYMGCBRw6dMhh3qmpqTTVDvTWrVu57777nLr3zJkzVFdXN1jGtfUC0Gq1xMbGMm7cOP773/8CkJubi7+/P9OmTWP48OG88847DsucNWsW06dPJywsjKlTp/L9998DsGnTJl544YUG08TFxfHdd985VSd7NCR/REQEaWlp1NTUkJuby+nTp61Odhpi0qRJZGRkEBQUxMGDB61/Z2dns2HDBo4cOUJycjIrV66kuLjYbj72ylUqlfTu3Zt3332X7du3ExgYSGFhYZPHz6RJk/j5558ZOXIka9assTrqAXjnnXf48ccfOXLkCBs2bLDWV61WM3PmTDIyMti/f79DZ2YjRozgxIkTnDt3jsGDBzeav712Ky4uZvXq1Rw6dIiMjAzy8vL49ttvm9yetzry8elfCHdEBjK0tzfurjfP/lKZtsHTzZP7hjr3w96RWHvPVVvFwiw4f6yIflF+dPJ0/Nh6WnWQ2YdPU533O3wfvKqkSJKEh0fb7sfPf2IxXUaNIvi1V61xx48fp3PnzkRHt609ZrvMv2Z1wdXdNuzRBf5wGP4aA2YTSC7wh/9Ct1pzkV172t7f7cbNSCqVSpYtW8auXbsAqKioYN++fVy6dAmDwcC4ceOYMWMGEydOZM+ePbzxxhvs2rWL9evXWz0TNkZhYaHDWdlrOXfuHGq12joL7Ii33367wRnb6+sFkJ+fT2BgIOnp6dx9992cP38erVbLwYMHyczMxMfHh7i4OKZOnUpYWJjdMn19fVGpVNbPyspKh3L6+/vbKHnNoSH5hw0bxrx58xg7dizBwcEkJCQ0yxnOiRMnGD9+PF5eXgCMGjWKzMxMJk2a1OD99so1Gi0rIAsXLgRg586dSJLU5PHj4+PDyZMn+eqrr9i5cycjRozg559/xsfHhw8//JAvvvgCISwePwsKCggMDMTDw4OxY8cCEBoailKpdGj3PDAw0FrnOuzl3xBHjhzh4sWL1nKrq6u5ePEilZWVTWrPWx15BvkmxWQWvHngHJ+fyAdgckQAj8SH3lQHsGRan49PfcyhvEPtLUaTqVvurEN5ScU3H/5Mzk+lzmUwIAG//vHgaWuxIyvrVa5c+aGlxHSIEILgN16n5/x5NvEPP/ywzXJ9h6dbICgesCjHigdaRAm2h1arZfbs2axbt44BAwYAlqXkkJAQunfvjp+fH8OHD+fEiRN8/vnn/O1vf2Pp0qVkZGQQHx/v1Ayyp6cnWq3zznKaMnusUqn4+uuv6/VvQ/UCrErOyJEj6d27Nzk5OQQEBBAeHk5ISAje3t6MGDGCM2fO0Bh11lrqLpPJ5FBWrVaLp6enU/WyR0PyA9Y++fLLL1EqlYSEhDQ57+ufA87QULlBQUE2LwJKpZLAwMBmjZ/OnTuTmJjIpk2bGDFiBEeOHOHQoUPs37+f1NRUMjIyGDp0KOZaqzXu7lc91UqSZI1vjJdeeom//OUv1nBj+dtjypQpZGRkkJGRQVZWFo8++miz2vNWpkMryJIkzZQk6b3y8nJqamqoqqpCpVKh0WgoLy/HYDBQXFyMEMI6+OuWLwoLCxFCUFxcjMFgoLy8HI1Gg0qloqqqipqaGioqKtDr9ZSWlmI2m61LInV51H0WFRVhNBopKytDq9VSWVmJWq1GrVZTWVmJVqulrKwMo9FoNdt0fR5KpRKz2UxpaSl6vZ6KioobqpNer+e/Z5QcySr9xdTpl9hP7VmnvPw8Pj//OV+f//qmq9Pv/pHKn3dmWutk7lzNPU+NoHMvo8N++s/lIp5SulA2bRzd7gq11ik//zx5+ZvIv5zaZnWqqanBMHAghIXZ9JMkSZSVlbXJ2GsxJjwFIWNgQuuZyBNCMHfuXO6//36mTp1qja+bodTpdGg0Go4fP05oaCiJiYmsXr2a/Px8wsLCSE5O5v3333dYTkRERJMsiGzbts1pBXnjxo088MADNoqRvXrVjTmweFYsKCggJCSEkSNHkpubS3l5OXq9npMnTzY6e9xczp07R0RERLPT25MfsI7vw4cPU15e7tSWFm9vb5sxGxsbS0pKCmq1moqKCtLT0x2uujRU7qhRozh16hTFxcXk5eWRn59PdHR0k8fPpUuXOH/+PAAajYbs7GyCg4NRqVT4+fnRpUsXTp06xY8//uiwro3h4+ODt7e3Newo/+vbbcyYMSQnJ5Ofb5lAy8nJQalUNqs9b2muPbHXUS/ZisVVDp4pElVagxBCiBqdsZ2luXW5Z9c94oXvXxDF6tY5Xd5crpfLYDKIKl3bWWxoKV796rT4Z+qlZqX9ODtPhB86JjSa+qfmzWaTMJl0Nyid89RkZAh1erpN3Pnz58VXX30ltFptm8jAjVqxaEOSk5OFm5ubiImJsV6XL18WQgixYsUKMWTIEBEeHi5eeeUVm3QajUZMnDhRDB06VOzYscNhOVu2bBF//vOfnZLpyJEjQqFQ1It//PHHRWBgoHBzcxPBwcFi165dwmw2i8jISFFYWOhUvVJTU8XgwYPFsGHDhEKhEHv37rWm2b59u4iJiRERERFizZo1jcq4cuVKsXHjxnqfly5dEjExMaJv377Cz89PxMTEiC+//NKa7rXXXhNvvvmmU+3QUH0bk3/mzJkiPDxcREdHi7S0NKfKeO+990R4eLgYN26ctQ3/+te/isjISBEZGSk+/PBDh3nYK/eTTz4RAwcOFAMHDhS7d++2SePs+Dl16pQYOXKkiIiIEOHh4eLll18WQgih0+nE9OnTRXR0tJgzZ44YNWqUSK/9v7/WyseECROs8Q0xd+5c8emnn1rDGzduFIsWLWo0f3vttmfPHqFQKERUVJQYPXq0yMrKalZ73grYs2IhCQdT7pIkdQLuAfpzzZ5lIUTDu/5bgbi4OHH06NG2Kq7DkltWQ8Lrh1iUMJClkwc7TiDTagz7eBjuLu64SC7cNfAuFkYvpFcX5/c0toVcswbM4n9i/qdDyHUjlORWcTGjhJjb+9K5q7vjBOf2U735Taq7/hm/BSNx82363seWIm/RE+gvXGDAV/uscampqaSkpLBixQpcXFp/EU+SpGNCiLhr444dOyaaekjtl4RGoyEhIYGUlJQW9WS4b98+Nm/ezLZtbeupsbmMHz+eXbt24esrH+qWuXU5duwYzz///EfAH3fv3l1VF+/M03kXcBdgBNTXXDJthFpnWVYO6dmFj+aNZFHCAAcpZNoCg9mAzqTj8/OfM23nNJ789kmOKq++yB0rOsalykvW8FHlUbIrs63hdGU6uapca/iHwh/IU+UBlpWdtMI08qssS2Qms4m0wjQKqi1L6UazkbTCNAqrLUvsBpOBtMI0G7k+PfcpU3dOZfWR1ZTU2FpR6MiUVOls9soVXqgk40AuLi5O7q/vNxa3yU/h1tsH125XFepC5RdcuPB6S4vbKL2fX0Xw+jds4saNG9dmyrFMw3h6elqX1luSadOm3TTKcUlJidUaiIyMTH2ceUL3EUL8VgjxqhDi9bqr1SWTASA1q5Sxa7/lZL7lRPKEwb3o5ObazlLJXEudQvpt3rcsP3zVI9PSQ0vZ8vNVG6NLDi7hk7OfWMOPH3icHed2WMMLvlnA51mfAyAQPPr1oyRdTLKW8ejXj7LvkmUmUmPU8OjXj/JNjsUjl0qv4tGvH60nm96k59Ozn7LivytasMathxCCu99JZcWOqybQohP6MP+VeDycsF6RXF7Fb08XUzJqHH5zhyG5X/1fUakyKS071Bpi28XNz4/O4eH14mXluP2ZPHky/fv3b28x2o1evXqRmJjY3mLIyHRYnFlb+k6SpGFCiJOtLo1MPSJ6e/PrIb3o1a1Te4siY4e6LQ3jg8fzYMSD1vi/JvyVHp17WMPv3P4Ovp2vztb8Y/I/bLY/fHDHB/T26g2AhMTGKRsJ8gqylrFxykb6dOsDWEy3XRv29vBm45SNzN8/v55ciQMTWRizsBVq3vKYBSyeOJDe3W1P1jujHAPUGI2UVyrxrXKBzraOOYYM/r82PcWtO3+emowMvKfdiauXxXRUZWUle/fu5Ve/+hXBwcEOcpCRkZGRaS+c+dWJB+ZJknQJ0GFxQSWEEPLRx1YiM7+CT4/m88JdkfTo6sFf7xvuOJFMq1OmKePFtBd5ZNgjQH0F1M/T1suUwl/RaDg2INYmHBd4dZuoJEk2YVcXV5uwm4ubTdjd1d0adiRXR8bVReK3I6+ag0pLukh1mZaJc8OdMmE4RRQy+dvZFHz9b0j0pOtIWzuhbWkGserQIUpefwPva6wWqNVqysvLZXNLMjIyMh0cZxTkaa0uhYwNJ3Ir+M/pIh5PGFBvJk2m/XB3defnsp+5WHGRIT2GoPBXdDgFtKPK5Sw/XCpnSGA3unvW7h2u1SOdUWyFEEj+4Yg/fIfXUS1uAVfdOGu1BZw7/yL9+/0Bb++2ebfv+cgjltnjbldtMQcFBbFo0aI2KV9GRkZGpvk4VJCFEDmSJMUDg4QQGyVJ6gV4OUon0zRKq3UUVmgZ1qc7D93Wj9/EBtOtsxMn9mValYsVF9l5fifL4pbh7eFNUmIS7q7uzBwws71Fa5Ads3Y4vqmDojWYeOijNO4bGcKqWZEAjJ7lvO3X5CvV/OlMLpujw4iYZftiqdeXoVafxWzW20nd8kguLnj0kbdRyMjIyNyMODwpIknSSuBp4NnaKHdgi/0U1nR9JUk6KEnSaUmSTkmS9GRtvK8kSd9IknS+9rOHo7xuBZb86wSPbzuG0WRGkiRZOe4gHC06yhcXvrBak3B3lfultXB3dWHzI6P5/Zh+AOi1xial7+rqwnBdHsF5x+ptYfD2HsZtYw7g4xNnJ3XLYrxyheJ169BdvGgTv3nzZo4cOdImMrQUs3fPbjNLKJcvXyY+Pp6IiAhiY2P55ptvrN+99tprREVFERERwfPPPw9YPIzFxcWxfPlye1naZc6cOQ6dhdiTZ//+/SgUCuvl4eFBRkaGTVqz2UxkZCSlpRbvj8899xxRUVHExsbyxRdfNFqvlmb37t2sXbvWJq6kpIQpU6bccN5paWlER0cTHh7OnDlzrPHLly8nICCAqKgop/N68803qampuSF57LXz9u3bGTRoEIMHDyYpyXL4uanj59ChQ3Tv3h2FQkFUVBQvvvhio/efPXsWhUKBl5cXrWmqtiXaTaYBhAMnHUAGln3HJ66Jy3QiXW8gtvbvbsA5IAJ4FXimNv4Z4BVHef2SHIUcuVAq/viv4+KP/zoulmw7LlLPlwghhDhdWClOXa5sZ+lkhBDieNFx8X3B90IIIUxmkyjXlLezRLceZrNZfPznVPHff591PpGuWog1vUXRy3tFyUcnW084J1AfOy5ORw0T1d9/b40zmUxi27Zt4ocffmhTWbhBRyFR/4wSwzcNFyM2j2h15zhKpVJkZGQIIYTIzs4WQUFBQggh8vLyxIABA4Rerxc6nU6EhoaKixcvijlz5giNRiNWrFghzpw543Q5P/30k5g1a1az5bmSZXdeAAAgAElEQVSWgoICMXDgwHrxSUlJYu7cuUIIIdLT00VcXJwwGAyipKRE9OnTR6hUKrv1aivmzZsnDh8+3Oz0ZrNZDBo0SCQnJwshhCguvjo2UlNTRXp6uoiMjHQ6v379+omSkpJmy2OvnXU6nejfv79QKpUiJydHhIWFCZPJ1OTxc/DgQTF9+nQhhBAGg0EMGjRIZGdnO0znyEHIjXKj7XarY89RiDO2hvRCCEHtbkBJkro6qXgXCiGO1/5dBZwGgrHYVP649raPgVvGzkyN3sgfNh/j84wCPs8oYNePBTz8z3Q0ehNDA72JCPJ2nIlMq2IWZl488iLvZLxj+QeRXGwsUci0HpuP5HChpBoAs0kQNSGYvuHO2Wg1mAXVLp3hmVy6JkTSZUSAzfdnz67iwsX1LS6zPbrEDmfIsaN0ucYZh4uLC7/73e8YOXJkm8nhLPO/ms8XWZbZNoPZwPyv5pN0Icn6/bU2v6funMrE7RP57NxnAFzRXmH+V/M5lHcIgFJNabPlCAgIICYmBoB+/fphMBjQ6XQAGI1GdDodOp0ODw8Punfvbl0pEFcnZlCrHZvp37p1K3ffffcNyVPHJ598wuzZs+ulfeutt1i8eDEAFy5cQKFQ4Obmhp+fH8HBwaSnp9utV1NZtWoVEyZMYODAgSxatIjBgwdTUmKZ8X/ooYcICQnhiSeeqJcuMTGRLVscLgjb5ejRo/Tq1Yv4+HjAYjqujrFjx+Ln59w5iAMHDqBQKCgoKCAhIcH6N8CGDRuIiooiKiqKjRs3NpqPvXZOS0sjMjKSgIAAQkJC6Nu3L5mZmc0ePwA1NTXo9Xo6dbJYmEpKSmLUqFEoFAqWLl3aaNrG+stefb28vHj22WeJjIzksccec9huMjeOM4f0tkuS9A/AR5Kkx4CHAcfO7q9BkqT+wHAgDQgQQhSCRYmWJMnfTpoFwAKA3r1711u+uhnZkFZOldZgE2c0m/nff6Xw+5imPxRlWo4MVQaRXpG4u7jzWMBjdHfrXs/fvUzrcUVj4n93KZmv8OauoZZDbS7+UGG6QkaGY2cOmQZ4phrWekF0J8AMZFy2fl9dnY/kUkmV6uZ/jrQnBrPl+VWiKWHzz5u5Z/A9rVbW/v37GT58OJ06daJPnz48+eSThISEYDKZWLduHb6+vixcuJD4+HgmTJiAEIIFCxZw1113MX369EbzTk1N5Xe/+12z5bmWrVu38uGHH9rEnTlzhurqauq8FUZERPDiiy9SU1NDaWkpp0+fRqlUMnHixAbr1RxmzZpFbm4uISEhTJ06le+//55Zs2axadMm/vnPfza4xB8XF8dzzz3XrPIAcnNz8ff3Z9q0aSiVSh577DEef/zxJuczadIkMjIy6N+/PwcPHrQq1tnZ2WzYsIGMjAwMBgMxMTFMnz4df/8G1Qa77ezu7k7v3r1599138fX1JTAwkMLCwmaNn+TkZBQKBVlZWSxdupTAwECKi4tZvXo1hw4dokuXLtx77718++23TJw40W4+DfVXdHS03fqq1WpmzpzJCy+8wIABAygoKLDbbjItgzOH9NZJkjQZUAFDgP8TQnzjIJkVSZK8gM+APwohVM6aWRJCvAe8BxZX0wqFwkGK9kejN3GuqIrw3t54uLnwZWYhr39zlqQn4unayY3UHfswXWfdyWiGry9pWTd3QvsILcOpslO8vud1nh31LPeH39/e4tyypEfpcHeV6O7pTsG5CnoP7I6Lq3MONbrX6FhyZBfT9QZ8wu/F1cvjujs+aHmBG6Hwf/+Prr8aj/fkyda4vXv3UlZWxoMPPthIyvZh49SrM1XuLu424WtpyLZ2j849bO5vCespSqWSZcuWsWvXLgAqKirYt28fly5dwmAwMG7cOGbMmMHEiRPZs2cPb7zxBrt27WL9+vV07ep4kbOwsNBmtrOp8tRx7tw51Gq1dZa5jrfffttmxnbYsGHMmzePsWPHEhwcTEJCAp07d7Zbr969ezstWx2+vr6oVCrrZ2VlpcM0/v7+FBYWNrmsOrRaLQcPHiQzMxMfHx/i4uKYOnUqYWHOH65tjBMnTjB+/Hi8vCx2AUaNGkVmZiaTJk1q8H577Ww0Ws4zLFxoGbM7d+5EkqRmjZ/x48ezZ88eqqqquP3225k9ezbZ2dlcvHiRsWPHAlBdXc3FixcbVZAb6q/G6uvh4WHNPzQ0FKVSSVBQUBNaU6apOPXrI4T4RgixQgixvInKsTsW5XirEGJnbXSRJEm9a7/vDRQ3Vej2RAiB2WzRci+UVLNq9ynyr1g2x39zuoi7/pbKxVLLMrFPF3cG+XtZXUU/OKYfnd1tm7yzuwsP3tavDWsgA5atFOevnAcgsmckGxI2cO+Qe9tZqlubXt064dPFg9K8ar5Yf4KzaUqn04Z26cQz2R/hlqGh8MU0hMHcipI2jlmrpSY9HUNunk28r68vAQEBdlJ1bNxd3Onk2onfDPoNX93zFX8Z85dWMyOo1WqZPXs269atY8CAAYBlKTkkJITu3bvj5+fH8OHDOXHiBJ9//jl/+9vfWLp0KRkZGcTHx3Po0CGHZXh6eqLVapstTx1bt27lvvvus4lTqVR8/fXX9bZd1Mn45ZdfolQqCQkJsVuv5iBJks1lMpmcqpunZ/NNiQYEBBAeHk5ISAje3t6MGDGCM2fONDu/66nb9tAUGmrnoKAgmxcBpVJJYGBgs8cPQLdu3Zg4cSIpKSkATJkyhYyMDDIyMsjKyuLRR696Nm1oYrCh/mqsvu7u7jZpzeb2e8bdKthVkCVJqpIkSWXvcpSxZBkRHwKnhRBvXPPVbmBu7d9zgV3Xp+0o1OiN/Od0EXnlFgX45wIVMc9/zeHzlr1CVVojnx7NI7f2+zGhvrz7+xEE+VgeOOMG+vGPB+Pw9+4MwNI7BtP5OjfRnu6uPJEwqK2qJFPLm8ff5Pd7f289mZ8QkoC7i2yhoj0wmMw881kmJ3KvANAjsAvTFg4jNMa5GT692cypag3m+fvwvPu39LhnENI1L6Ilpf8h/eg9aLVtszfPpXNnBny1D9+H59vEjxkzhjvuuKNNZGhJhvQY0iaKMVgUorlz53L//fcz9RoHK4GBgaSnp6PT6dBoNBw/fpzQ0FASExNZvXo1+fn5hIWFkZyczPvvO94BGBER4dCCRWPy1LFt27Z6CvLGjRt54IEHbBQagLKyMgAOHz5MeXk5I0aMsFuvtuLcuXNEREQ0O/3IkSPJzc2lvLwcvV7PyZMnb2j22Nvbm/Lycms4NjaWlJQU1Go1FRUVpKenEx3duB3zhtp51KhRnDp1iuLiYvLy8sjPzyc6OrrZ4wcsVkoyMjIICQlhzJgxJCcnk59v2Q6Wk5ODUnn1Bb9nz57W7xqjOfWF+u0m0zLY3WIhhOgGIEnSC4AS2IzFmsUDWKxSOGIc8CBwUpKkuo1/fwbWYtnX/AiQC7TKtF3axTI++SHXGr5vVAijw3rWu09rMKEzmunu6U6V1sAzO08yMzqIqVGBVGmNPPLxUV64K5KHbutPkE9nZimC6OVl2YMWHdydn56fYn079PfuzNSowHpl1NHFw41/PDiinlyeHq5208i0HHqTHr1Jj5eHF78d8lvCuofdlM40fmnkltew/5SSCYMtCrGbhythCueXvzNUNcw6kcXGqP5MC/LBI8j28SRJrri6euLu7tOicjvi2lkjk8mEi4tLm3ryayna0rZ2amoqO3fu5OzZs7z33nuAZWtKfHw8U6ZMISYmBhcXFx599FHCw8Ot6aKionj66acZOXIka9ascVjOjBkzOHjwoN2lekfyBAUFkZaWhpeXF0OGDLHeL4Tg/fff58CBA/Xymj9/PllZWbi7u7NlyxYkSXJYrxslOzubxMREysvL0Wg0pKSk8NJLL3HnnXcCcPDgQYf7tRuje/fuvPnmm0ycOBGDwcD999/P0KFDAVi0aBE7d+6ktLSUPn368M477zBr1qxG81u8eDGJiYn4+vqyY8cO+vfvz+LFixk9ejQAK1eutLv/uI6G2tnDw4O1a9cybtw4ANavX4+Ly9WX6KaMn7o9yEajkYSEBKZPn44kSfz9739n5syZGI1GunbtytatW61pli5dyvz581m1ahV79+61m3dz6gv12y0w0L4eIuM8kqMlDEmS0oQQox3FtSZxcXGiKTYEa/RGxr78LRWaqwfienRx57tnbmdPZgEB3p351eBemMyC8P/7ikfiQ3l66lDMZsHUv/6Xh8eFct+oEIQQHM+tYHCAl2yX+CbHYDZw3577CPcNZ0284x9QmbbFZBaYhaC6REP+mSsMGR2Ih6czZ4ih3GDkP8mbub06i64xT+Peuysu7fjSWfTqa0iuLvgvW2aNy8zMZO/evSxYsKDZh7CaiyRJx4QQNgagjx07JkZcY2HjVkOj0ZCQkEBKSgpubs6NM2fYt28fmzdvZtu2bS2WZ2syfvx4du3a1eZjUkamI3Hs2DGef/75j4A/7t69u6ou3pk9yCZJkh6QJMlVkiQXSZIeABxvbmpH3v42C53RVkSNwcTbB8/z9sEsdhyzLHW4ukg8d2c4tw+1vKG5uEh8/acJ3DcqBLDMAI3o10NWjm9i6k7du7u4kzgwkSn9b9wwvkzL4+oi4e7qQnZmGcnbz2MyOb+/ztfdjXsNWXStcKPk7z+iu+j4cFJrYq6uxlRdbRPXo0cPoqKimmXCS6bl8fT0tC6ttyTTpk27aZTjkpISli1bJivHMjJ2cGYGuT/wVyxbJgSQisUiRXYry2alqTPI0av2o2rAC5d3Zze+Xf5renTxwNXl5lvqlGkap8pO8aeDf2J9wnoie0a2tzgyDVBareOxTUd5ZupQRof1RAhBVZkWbz/nDg4ZzIK9pRWM79ENHyPoLlXSqb83Ll0sL7VCCL4/Mong4N/RL+RRB7n9MpFnkGVkZGTs0+wZZCFEthDiLiGEnxCilxAisS2V4+bw+zH98LRjLcLPq5OsHN8i9O3WlzCfMFwleY93R6W02uJ0oYuHZZlbkiSnlWOAk9U1/OFUDslXqnDxdMMzoqdVOQYQQk8Pn1F4du7TsoI3EWedD8jIyMjIdAzsbr6SJOktar3nNYQQYkmrSNQCPDFxINvSctFcY+pJthZxa7Araxff5n7Lmwlv4u3hzbuT3m1vkWQaYWigN58/bjk48+N/8qiu0DH2NwOcPswW7dWFvS4/MGD3s2hu+xi3gG64X6Ngu7h0Ijz85VaRvSHKN21GtXcvIZs+xsXDYou5qqqK119/nRkzZhAXF+cgBxkZGRmZjkBjpxPq9jSMAyKAf9eG7wWOtaZQN4psLeLWRWfSoTaoqTZU083DGWMrMu2FEAKzwLqioyrVUFGsaZKlBzcXidju3RB+YRR8cp6uIwPxmXXVVq0QZiTJOWcjLYGLdzfcegdalWMAV1dX7rjjDkJCQtpMDhkZGRmZG8OZPcgHgTuEEIbasDvwtRAioQ3kA5q+B1nm1sFgMvDByQ8I7xnOr/v+GrMwIyHdlOa0bjVO5lfy4EdpvP9QHCP7Ww4KCSGc7juTELydU8x0/+4M8OyEsUSD5Crh1vPqDHJW1isUFe9j7G0Hb9kxIe9BlpGRkbHPjVixCMLW7rFXbVyrI0nSTEmS3isvL6empoaqqipUKhUajYby8nIMBgPFxcUIIaxecgoKLM4ACgsLEUJQXFyMwWCw2oFUqVRUVVVRU1NDRUUFer2e0tJSzGaz1bB3XR51n0VFRRiNRsrKytBqtVRWVqJWq1Gr1VRWVqLVaikrK8NoNFJUVNRgHkqlErPZTGlpKXq9noqKCrlOLVEnCfZd2McPyh8oKirCbDJTXl5+c9fpl9hPDdSpplrFrwf50dPDRFVVNWq1GpVK5XSdzldrWHupkGPllVRWVmLwAo2H0aZOXbpG0s3r19Y6tGadDLX3Xd9POTk5qFSqduunlsZQXEzhque5mHh3i+d9+fJl4uPjiYiIIDY2lm++ueq49bXXXiMqKoqIiAief/55AA4dOkRcXBzLly9vcllz5syxOgtprNzly5cTEBBAVFSUU3LWYTabiYyMpLS0lP3796NQKKyXh4cHGRkZduPtldtcdu/ezdq1a23iSkpKmDKlaVZ9qqqqCAoKYt26dda4hvrFmfZpiDfffJOampomyXQ9zz33HFFRUcTGxvLFF19Y47dv386gQYMYPHgwSUlJQPPGT//+/Rk2bJi1z3bv3n1D8rYELdFuMg0ghGj0AuYDOcA/a69LwFxH6VryGjFihJCRqUOlU4m3T7wtdEadEEKIan11O0skc6N8siZNfP9FVpPTlR/dJqrXDhCajHOi5mRJK0jmPNXffSfOjrlN1Jz8ySb+rbfeEtu2bWsnqYQAjorrnqlHjx5tcj76oiJRsHKVOB0dI36OGiZ+HjK0hSUVQqlUioyMDCGEENnZ2SIoKEgIIUReXp4YMGCA0Ov1QqfTidDQUHHx4kUxZ84codFoxIoVK8SZM2ecLuenn34Ss2bNcliuEEKkpqaK9PR0ERkZ6dT9dSQlJYm5c+fWiy8oKBADBw50GN9QuS3NvHnzxOHDh52+/6mnnhIzZswQr732mhDCfr840z4N0a9fP1FS0vz/4/T0dBEXFycMBoMoKSkRffr0ESqVSuh0OtG/f3+hVCpFTk6OCAsLEyaTqVnj50ZlbA06okw3E0ePHhUzZ878cObMmd3ENc9JZ6xYbARGA5/XXrcJIT5uHXVdpj2YvXs2q4+strpd7kg0JNvJ0pO8l/kePyh/AKCre9f2Ek+mmWj0JkqqLBYsTEYzwUN64Nu76f3Yo1cYXaPvoTpDT+X+bJvvhDBjMulaQlyncO3eHa/bJ+IebLvANnnyZMaMGdNmcjSHnAcfomLn5wAIg4GcBx+isnZmTJ+by7nxvyJr4u1UfPYZQqcDw1UnTMYrV8h58CGqvj1oCZc0/zkSEBBATEwMAP369cNgMKDTWfrQaDSi0+nQ6XR4eHjQvXv3ukmcayd0nLIYsnXrVu6+++oMeGPljh07Fj8/W4+bjd1fx1tvvcXixYvrlf3JJ58we/Zsh/ENlWuPVatWMWHCBAYOHMiiRYsYPHgwJbX98NBDDxESEsITTzxRL11iYiJbtmxxqoxz585RUlLC9VtzGuoXZ9rnWg4cOIBCoaCgoICEhATr3wAbNmwgKiqKqKgoNm7c2KiMFy5cQKFQ4Obmhp+fH8HBwaSnp5OWlkZkZCQBAQGEhITQt29fMjMzmz1+GuLQoUNMnjyZ2bNnExUVxR//+EcAkpKSGDVqFAqFgqVLlwKN95e9+np5efHss88SGRnJY4895rDdZG4cuwqyJElDaz9jsWypyKu9gmrjZH4hnL1yls/Pf860ndM6nKJcJ9vUz6by+IHHKakpYWzQWPbcvYf44Pj2Fk+mmRw6W8zIFw+QmV+Bq5sL8bMHMXiU8+5RzUKw7Ewu33WLhGmv0PP+ofjNt12K1mjyOHQ4EmVRUkuL3yCdIyIIWrMGtx49bOKHDBlCaGhom8jQGhQ88yymkhIwGm0U49Zm//79DB8+nE6dOtGnTx+efPJJQkJC6NOnj9XBxcKFC4mPj8dsNiOEYMGCBRw6dMhh3qmpqfUUvYbKbaqcdZw5c4bq6uoGy9i6dSv33Xef0/HOMmvWLKZPn05YWBhTp07l+++/B2DTpk288MILDaaJi4vju+++cyr/p59+mpUrV9rE2euXa3GmPSdNmkRGRgZBQUEcPHjQ+nd2djYbNmzgyJEjJCcns3LlSoqLi+3mExERQVpaGjU1NeTm5nL69GmUSiVKpZLevXvz7rvvsn37dgIDAyksLGz2+KlTRhUKBRUVFdb41NRUVq1axU8//cSqVasoLi5m9erVHDp0iIyMDPLy8vj222+Bhvursfqq1Wpmzpxp3ZpTUFBgt91kWobGZpCX1n6+3sC1zl4imZsTg9mAzqRj5/mdTNs5jccPPE7MxzGcLDkJwH9y/4Nik4Kz5WcB+Cr7KxSbFFysuAhA0oUkFJsU5FXlAbDz/E4UmxQo1ZY9m/8+828UmxSUacoA2PzzZhSbFFTpLfvhP/rpIxSbFGiNWgDe/fFdFJsUVtn0Zj3Jl5OtSnxn185t1DIyrUFkUHeemjqE8N7eXFGqrbM3zlKoM/B1aSV5FZYfD8ndFTdf2zHh6upJaOgSunlFtJjcjWGqqqoXV1ZWhlKpbHL92pp+mzfh8xvLjKrk7k6/zZvoPmsWAH3++iY+v/sdUqdO4F7fq6hbjx7027yJbhMt57bdevW6YXmUSiXLli3jnXfeAaCiooJ9+/Zx6dIlLly4wLp16ygsLGTixIns2bMHV1dXdu3axfr165k+fbrD/AsLC+nVgJzXl9tUOet4++23G5yxPXfuHGq12jq76ii+Kfj6+uLj44Ovry89evSgstKxR0l/f3/rPvbGSEpKYvDgwfTr188m3l6/1NHU9ryeEydOMH78eLy8vOjRowejRo0iMzPT7v3Dhg1j3rx5jB07lv/5n/8hISGBzp07W///Fi5cyJw5cwCLzfXmjp86ZTQjIwMfHx9r/IgRI6x7xn18fDhy5AgXL15k7NixKBQKTpw4wcWLlt/Mhvqrsfp6eHgwduxY3N3dCQ0NtZ6HkGk97CrIQogFtZ8JDVwT205EmdaixlBDqabUJs5oNqIz6Ui5nIJ/F396dbH8iPT37s/DUQ/j29kyOxDWPYyHox6meyeL69yBPgN5OOphvD28ARjSYwgPRz1s3f4Q3jOch6MextPNYmEgyi+Kh6MexsPVYg4r2i+ah6MextXFYoov1j+Wh6MeriezzqTj07OfsuK/K1q6OWTakJCeXXj81wOpKtawbVUaZ753/CN9LcGdPcgMLOWej+MwHP8vqoN5mKr1Nvd06uRPWOgSunYdYCeXlsNUVcW5UaMp32y7XH3kyBGHy8IdHbdevei98v8YeOAbfGbPtqsotxRarZbZs2ezbt06Bgyw9N2BAwcICQmhe/fu+Pn5MXz4cE6cOMHnn3/O3/72N5YuXUpGRgbx8fFOzQB6enqi1WodlttUOQFUKhVff/11g9soWmv2GCwK37WXyWRyqg6eno4d86SlpfHZZ58xdOhQ3n77bV599VW2bt1qt1/q8m5KezZEc14s68bCl19+iVKpJCQkhKCgoHqKe2BgYLPHjz0aciU/ZcoUqzKdlZXFo49aPHo21F+N1df9mv85SZIwm81275VpGZpsIFSSpMmSJDl3JFWmw2I0G5n1xSzWH1tvE+/u4k4n107MGTKHf834F4FdLcveA3wGsCR2iVVhHtxjMEtil9DTsydgUYCXxC6xKsyRfpEsiV1itUUc3SuaJbFL6OLeBYDh/sNZEruETq6WZbe4wDiWxC7B3cXyEBjVexRLYm190Vwr27oJ8iLGzUqRSkt6djlGk5ku3h5MuH8IIZE9m5yP5DcQtylr0Ov6otqfjTDZ/rjo9WWYzXo7qVsYsxn/ZUvpEme7pH7bbbdx7733/iJMzF2vKHcaOrTFyxBCMHfuXO6//36mTp1qjQ8MDCQ9PR2dTodGo+H48eOEhoaSmJjI6tWryc/PJywsjOTkZN5//32H5URERFgtWDRWblPlBNi4cSMPPPCAjUJTx7Zt2xpUhO3Ftzbnzp0jIsLxCsuaNWvIysrizJkzPPHEEzz11FM88MADdvulqe1Zh7e3t43lldjYWFJSUlCr1VRUVJCenk50dHSjeZSVWVYpDx8+THl5OSNGjGDUqFGcOnWK4uJi8vLyyM/PJzo6utnjx1nGjBlDcnIy+fn5AOTk5DQ689uc+kL9dpNpGRrzpDcReBfL/uMvgJeATYAEvNgm0sm0KCmXU0grTGNZ3DLcXNxYPHwx/bz7sfvCbtxd3HGRXEgcmMjCmIX4eTp3OKQt6MiyyTSdpB8LWPPlaVKfmUiwjydRvwpuUnohBL/78SL39fYl8bbH6Qp4KvoidbZ1BPTTqScxm7TExe1oQekbxrV7d3rWzgxdi6+vb709mTc7dYpya5CamsrOnTs5e/Ys7733HgB79+4lPj6eKVOmEBMTg4uLC48++ijh4eHWdFFRUTz99NOMHDmSNWvWOCxnxowZHDx4kEmTJjVablBQEIsWLWLnzp2UlpbSp08f3nnnHXx9fRu8v3fv3rz//vscOHCgXplpaWl4eXkxZMgQp+IbKndW7bYXZ8nOziYxMdFqwjAlJYWXXnqJO++8E7BsFXBmS4E97PVLSkqK3fZsjMWLF5OYmIivry87duygf//+LF68mNGjRwOwcuVK/P39G81j/vz5ZGVl4e7uzpYtW5AkCQ8PD9auXcu4cRavnevXr8fF5er8YFPHj7P4+/vz97//nZkzZ2I0GunatStbt261e39z6gv12y0w0PnzHDL2sesoRJKkE8CfgO+BaViU4/8VQvy17cSzIDsKaT7FNcX4efrhIrnwwckP2HFuBztm7sDLw8t6z+zds1H4Kzqk8tmRZZNpHpUaA8dzrzDCrxsluVX0i+qJm7vzXi4rDEbmnbzE/e5lzBkyDDwatn5RXLwfgZkA/2ktJbpd9Lm5uPn749L56j7oOhvIoaGhTi1jtxayo5D6aDQaEhISSElJwc2tMYeyTWPfvn1s3ryZbdu2tViercn48ePZtWvXL+4lTkamKTTHUYgQQhwSQuiEEF8AJe2hHMs0n3RlOnfsuIO0wjQAHox4kC/v/tJGOQbYMWsHfxnzlw6pgHZk2WSaTrFKy2ObjhIZ5E3W0WK++sdPaKubZhnBx92NL0JgzmdTECc/48rn59FdrKh3n7//lDZRjgHyHltAwQrbffE5OTls376dK1eutIkMMs7j6elpXVpvSaZNm3bTKMclJSUNWp2QkZGx0Nirs48kSb+5JixdGxZC7Gw9sWSag8Fs4N9n/k2QVxATQyYS3SuaR4Y9Qmh3i4mpuv2+MjLtxcojw8EAACAASURBVMrdp0i/VM76r8/xYmIUwYN74NWjaRZJhBBI3kFw/6eYvSLQ7M3Do083OoVdvcdorEKvL8fTsw+S5PzsdHPxX7Ecl27eNnGDBg3isccec2qJVKbtmTx5cnuL0K706tWLxMTE9hZDRqbD0tgM8mFg5jXXteEZrS+ajLNc0VpmqNwkNz499yn/zf8vYFGIFw9fbD1oJyPTnhSrtHz9cxEC2HniMqU1egJCvR2muxYhBL9OP8vflGoYfAeuQX3o/ZcxdBkRYHNfWdlhvj8ykWr1+RasgX26TZpE19GjbOLc3d0JDg5u0SV8GRkZGZm2oTEzb/Mbuerb32oFJEmaKUnSe+Xl5dTU1FBVVYVKpUKj0VBeXo7BYKC4uBghhNWES50XmcLCQoQQFBcXYzAYrIcUVCoVVVVV1NTUUFFRgV6vp7S0FLPZbD1dWpdH3WdRURFGo5GysjK0Wi2VlZWo1WrUajWVlZVotVrKysowGo0UFRU1mIdSqcRsNlNaWoper6eioqJF6vTidy9yz657uFJ5BY1Gw9vj3ubPcX++qev0S+wnuU7wclIGLrXGHAZrJf7x92NoNJom1enS5QJGenfFNzsFc+kFSktLMRgMVKoqberk0SmckL7/i7tbcKv3k+7CBQrSfqjXT8nJyVy6dKnd+0lGRkZGpunYPaTXkZAP6V2lSF3EtjPbeGTYI3h7eJNWmMb5K+e5d8i98hYKmQ5LsUrL+FcPojNabHdOU7vTU7iw5OV4/Ls10emLrgrWhsCvVlBpuB/JwxXvX/dtBamd4/LyFdQcO8agg99a4zQaDa+88gqTJ0+2npxvL+RDejIyMjL2ac4hPZkOgslsosZQA0CZtoyPT33MiSKLMfbRvUfz+4jfy8qxTIdmw3/OY77mZXxfVwM7vPVs+E9WI6nqU200gYcXPHEURszDWKLBWKqpd1+l6kd0urZxme636HGCXn7JJs7T05OnnnqK2NjYNpHhl8Lly5eJj48nIiKC2NhYvvnGYnJ///79Vte+CoUCDw8PMjIyOHToEHFxcSxfvrzJZc2ZM8fGFnJjVFVVERQUxLp1V+2vv/baa0RFRREREcHzzz9fL43ZbCYyMpLSUoszpuXLlxMQEGD1tOYon+3btzNo0CAGDx5MUtKNuUvfvXs3a9eutYkrKSlhypQpTudhT3578dBwuzXGm2++Sc3/s3fucVFW+eN/P1wFURFBLiIiKHJT7paIGaylrpew9aub/jZ1v2WWWm1abuv3lbZd1k1bXTMrrWwrWrt5ray0wAspgYp4Q1QERBgYQO7MMDDn98fI6MgMMyBo6vN+vZ6XnvOcy+d85jDPZ85zzudTX2+xTMZYunQpoaGhREZGsm3bNn2+MX12ZP784x//ICQkhJCQEP7nf/7nhmQ1RWfoQaYTEEL85q+oqChxt6JuUovxX48Xb6a/qc9T1itvoUQyMu1n/Jp9YsCSb1pd49fsa1c7Ub+cEH89c7HNMlqtViSnDBPZ2ctuQOI7ByBDXPedmpGR0a42zhwqFh+9eECse+In8dGLB8SZQ8VdIKkQCoVCZGZmCiGEyMvLE15eXq3KFBUViUGDBgkhhJg2bZpoaGgQzz//vMjOzra4nxMnTojJkydbXP6FF14QEydOFCtXrhRCCHHx4kXh7+8vGhsbhVqtFgMHDhS5ubkGdXbu3ClmzZqlT6empor09HQREhKizzPVjlqtFr6+vkKhUIj8/Hzh5+cnmpubLZbXUmbPni327t1rUVlj8reVL0RrvZljwIABQqns+PMtPT1dREdHC41GI5RKpfD29hbV1dUm9dne+fPrr7+KESNGCLVaLYQQ4siRIx2WtS1uVA8y7SMjI0NMmjTpg0mTJvUQ13xPWrSCLElSqCRJ0yRJerTl6mK7/a4mS5nFf7P/C4CdtR2T/ScT5X71dWhXuDzLSVPwn7+l8va8n/nP31LJSfvtxHn/rcomy2U53z0zih+nRPGylTPPVzqwVN2DH6dE8d0zoyxuo1kI/refGwmX0+H8z22UFIQNe49+/R65ccHN0FhYSM1PP6FtMFzFPnLkCMeOHevy/m8GOWkKkpOyqa1QA1BboSY5KbtL5pW7uzthYWEADBgwAI1Gg1qtNiizefNmfRhnceWtRMsDDXT+p82RlJTElClTLJIpJycHpVLJ9VtSmpqaUKvVqNVq7OzsWoUZfuutt1i4cKE+HRsbi6tr6+9uY+2kpaUREhKCu7s7Pj4+9O/fn6ysLJMyLl++nNGjRzNo0CDmz59PQEAASqXuDcqjjz6Kj48PCxYsaFUvMTGRTz/9tFW+MUzJbyrflN6MsWfPHsLDwykqKiI+Pl7/f4C1a9cSGhpKaGio2bDt58+fJzw8HBsbG1xdXenXrx/p6ekm9dne+ZOfn4+bmxt2dnYARERE6O9NnjyZsLAwoqKiWLdunT4/JSWFBx54gKlTpxIaGsqzzz5rsnxH9LBy5UoCAwOZPHky/v7+5OXltSmPjOWYNZAlSVoGvHXligfeANoXzkfGLKomlf7/uy7s4p3Md/R588LmMbr/6C7r+2Y+ANvLb1U2Wa4bk6uxoandcllLEk/2d+OB1KVw/Gvqj5ZStukEWnWTQTlJsqJ373txchpioqXOo2b3HgrnL0B73UP12LFjHD9+vMv77yy2vnmE07/oDvw1N2vZ+uYRzlz5bA5uO09To9agfFOjlv1f6jyENNQ2svXNI1zI0m0lqKsyNGg7yg8//EBERAT29obbx5KSkvRhmefNm0dcXBxarRYhBHPnziUlJcVs26mpqRYZbgBLlixh2bJlBnne3t4888wz+Pj44O3t3cqfcHZ2NrW1tWb7MNWOQqHA09OTd999ly+++AIPDw/9gUxTTJ48mQkTJuDn58e4ceM4ePAgAB9//DF///vfjdaJjo7ml19+sUQN7caY3kwxZswYMjMz8fLyIjk5Wf//vLw81q5dy6FDh9i/fz/Lli2jtLTUZDvBwcGkpaVRX19PQUEBp0+fRqFQmNRne+fPmDFjOHXqlD7i3rWfyfr16zl27BiHDh1i7dq1BiGlU1NTWb58OSdOnGD58uUmy7dXDwUFBbz33nscPnyYN954gwsXLlgkj4xlWLKCPBX4HaAQQswBwgB5w2sHmLpjKq8cegVlveHeyLTiNOK/iOdMxRkAnhj2BN//4Xu62bTz8FIHObjd+APwl63nOZ5SSO1l3QOvpkLF8ZRC/QOwuqyB4ymF1Fc3AlBZWs/xlEJ94IfKEl1aXa9LVxTXcTylkEaVzqApv1TL8ZRCNOpmAMoKdekmjS6tLKhh3+c5RmU7uP08JReqOZ5y1dG/IreKE3uvpovPVXJy/yV9uujsZU6lFunThWcuc/qXq+mLpyvIPnT1C6/gVLneSADIP1FOTrqiTZ21GA0AuUeV5GZe/azPHS7lwrGr6bMZJeQdL9Onc9IV5J8s16fPpCkoOHU1nX2wmIvZV70SnP6liEtnrgahOHWgiANfnTWprxN7C1HkVgG6FZPjKYWUXKgGQKvVpUvzdenmJi3HUwpRFtRcaaOZ4ymFlBXWAqBR69LlRbp0Y0MTx1MKuazQGYqqOg3HUwqpLNHto/tlq3F9Hdx+Hks5V6+iQSvg6Ux48BVEsxatqhnJztDPcV3deS5fTkOIZovb7ii9p0/D94vPsbluBW327NlMmzaty/u/GbT8/V9PewO8tAeFQsGiRYtYv369QX5OTg51dXX6VeaEhAS++eYbrK2t2b59O6tXr7YodHJxcTFubm5my+3cuZOAgAAGDBhgkF9ZWcmuXbu4cOEC58+fZ9WqVQbG0rp164yu2F6PqXZaVjPnzZunn0eSJLXZlouLC87Ozri4uNC7d2+qqqrM9t+3b1+zhndHMKW39nL06FFGjRqFk5MTvXv3Zvjw4W2upA8dOpTZs2cTGxvLk08+SXx8PN26dTOpz/bOH2dnZ44fP87SpUvJyckhKiqKykpdkKIPPviAiIgIYmJiKCoq0q/8AkRFRen3aDs7O5stb6keDh8+zKhRo+jevTuBgYEG+m5P+zLGscRAbhBCaIEmSZJ6AqWAn5k6MkY4c/kMW89uZfyW8cz9cS4pBSkABLoEkuCToD9o59zNGUdbx5smV8uq3vXUVarZtzmHKqXOyLlcXMe+zTnUlOtWtsuLdOnay7p02cVa9m3O0RvQpfnV7NucQ0ON7kFacqGKfZtzUNXp0sXndekWg7no7GX2bc6hSa0zpAqzL6OuN1wdvFbmvBNl7Nuco8+7cKzMwEA9n6kk9aurh3DOZZRycMtVg+xsegmHtufq02fSFPy68+ov8Oxfisn4Lk+fPpVaxOFd+W3q7Fqj4djPF8n6+aI+nbmngON7rxrsR38s4OS+q+nDu/I5feDql1j6txfIPnjVQE/bmWuw4npoWy45GSX69C9bz+l1fT21FWr2f3FWv8oHsG9zjt4gF82CfZtzuHhaZ4A3N2nZtzmHwisGuKaxmX2bcyg6q3sYNDY0sW9zDorzuoewqk7Dvs05eoO7oaaRfZtzKC3QpesqjevLlB6N8f+ycpl/Kh9s7MDRhe7RHvR9MqyV4VBU/AWZx2Zb3O6NYOXoiMOwYa3yJUnSv4a9HZiyKJKgWE8ArK2tmLIokiH36PynO7kYXw9pyXdwsmPKokgGDtP9SOje68bWT1QqFVOnTmXVqlX4+/sb3Lt29Rhg69atvP322zz33HNkZmYSFxdn0Qqyg4MDKpXKbLm0tDS+/vprAgMDWbduHW+88QZJSUns2bMHHx8fevXqhaurKxERERw9qjs4XV1dzY8//qjfBtIWptrx8vIyMFwVCgUeHm37s5ckyeBqbjb/A1GlUnVJGHRTemsvLYZte2iZC99++y0KhQIfHx+T+uzI/OnWrRuJiYl8/PHHREVFcejQIVJSUvjhhx9ITU0lMzOTwMBAtNqrCwLXb78xV95SPZjKb2/7MsaxxIN9hiRJzsBG4DBQC/zapVLdwWi0OgPmYPFB0hRpTA2Yyrxh83gt7rVbIs+ZQ8XYO9oYNUSdetsz7W8x2Dnopkm/Ib3588o47Bx1aZ8gF4P0wGGu/HllHPZX0n4RbgbpwTHu+A51xb67LQCB93rgH+GmTweP9GJwtLu+fOj9/Tj280WjxpWTiz2RDw5g2P3e+ryo8QMIH3PV3dfwiQOJGnf1F/W9U/yJmTRQnx45dRAjEq8+gO+bHoC2+eoXzv0zA9Fqr6YTHg1CXEk7udgbNe66975qHPz+yaEG9yYuCONaW27yM+FIVlczpiyKNEhPXRKN1TXp6X8bjpX11fQjL92Dlc3V9MyX7+WL19KNrvg5udgz7cUYbK5Zbf3zyjh92spG0qXtdWlbO2uDdDdHW/68Mg7bK2mHnnYGaSeXbrp0N126l5uDQdqpt71JuSxBCMHfB/Wjx7nv4dD3cO+TJsv69P9f3Fwf6PIIetq6Oi5v/pweDz6AXf+r8+7cuXOcPXuWhISEVtsDbkdGPORPclK2wRsAGzsrRjzk30atjiGEYNasWcyYMYNx48a1uv/ZZ5/xzTff6NOJiYlMmTKFjIwM/Pz8eP/993niiSe4//772+wnODiYc+fO4evr22a5V199lVdffRXQ7fN1cnJi5syZHDhwgPT0dNRqNVqtliNHjui3E2zatImZM2dia2trdrweHh5G2/H39+fkyZOUlpaiVqspLCxkmJEfYjdKTk4OwcHBnd6uKb2Zo2fPnlRUVOj3NEdGRrJkyRLq6urQaDSkp6e3eqtwPeXl5fTp04e9e/dSUVFBVFQUGo3GqD7DwsLaNX8uXLhAU1MTgwcPpqGhgby8PPr168eFCxdwdXXF0dGRkydPmj1/UF1d3WZ5S/WgUqlYsmSJfktJfn6+Re3LWIbZFWQhxFNCiEohxLvAA8CsK1stZNpBQXVBqzyt0PLlmS95ft/zt0AiHReOleHQ0xYbO8OpYGNnxYhEfxx62GFto7tnbWOlS1tfSdsaT1tdSdvYWhtPXzH6bOyMp1uMRFs7a2Kn+BuX7SF/bO115Vuw62bTOu3Udrqb09WHmJ2DkXT3q2n7a9IjHjIuV+w1Bre9oy32jlfrd+tuJO1g02ba7tq0k5F0t6tpByc7RiSa1pdDDzu9QStJkvH0FYNZsjKe1hvUptK2V9LWVgbptuSyBEmSeNC1FyPydkDODzSVN6BYmY7q7OVWZe3t++LsHG2klc5FffYspStXoj5vuE1EqVRy/Phxiwyk24GAezyInxmo/zHj5GJP/MxAAu7p/AidqampbNmyhQ0bNuhdurW8Gk5LS8PJyYkhQ67uLW95exAaGkpaWhoxMTE8/PDDZvuZOHEiycnJHZYzLi6OsWPH6g9BPfbYYwQFBSGEYOPGjTzxxBOt6syfP58RI0Zw5swZvL292bFjh8l27OzsWLFiBSNHjiQhIYHVq1djZdV+r6x5eXmEh4fz0ksv8fnnnxMeHs53332nv5+cnGzRlhRT8reV3xEWLlxIYmIicXFxKBQKfH19WbhwIffccw9xcXEsW7bMbOj2OXPmEBwczNNPP82nn36qf5tjTJ/tnT8NDQ3MnDmTkJAQoqKimDlzJkOHDmXcuHFotVrCwsL4+9//bta9o7nylurBx8eHuXPnEhkZyfLly/H398fe3r7d8sgYx2ygEEk3g2YCfkKIv0uS5AN4CCFu2irynRAoZOvZrbz0y0v6tK2VLVaSFYmDEpkXNq9LPFMY47KijtSvzhH/p0C697KnsaEJW3trzqaXcHD7eWor1Di52DPiIf8ueQB2hJw0xW9SNlmumyfXocpa3Oxs8HfsBs0aNOUaqn/Mo+eYAdh6dNeX02o1KEq209v5XhwcvNtosXNoqqjAytERq26G5wWEEGb3jN4s5EAhrWloaCA+Pp4DBw50aijwXbt28cknn/DZZ591WptdyahRo9i+fbvBAUOZ24uamhp69OhBWVkZUVFR5OXl/Wa+e24XTAUKscRAfgfQAglCiCBJknoDPwohYrpU4mu4HQ3kZm0zW85toU+3PiT4JKAVWsI+DrtlhnHLA7tK2cDWN48wZk4w3kN635S+ZWRulFFpp/HpZk9SWNvHH+rrL3Dw0BiCgv6Jl6f5PaB3A7KBbJzdu3czePBgs9ss7lSUSiWpqakkJibealFkboDHHnuMX3/VrVe+8sorPPTQQ7dYotuPG4mkd48QYj6gAhBCXAZuyukTSZImSZK0oaKigvr6empqaqiurqahoYGKigo0Gg2lpaUIIfQb8Ftex7WcBC4tLUWj0VBRUUFDQwPV1dXU1NRQX19PZWUljY2NlJWVodVq9W5QWtpo+bekpISmpibKy8tRqVRUVVVRV1dHXV0dVVVVqFQqysvLaWpqoqREd2iqqLiIL898ybbTukg+pSWlDOk9hN/3/z07Ju1gQeACHIXjTRlT6ldn+W6j7gBJneYyj742AlvnxvaP6Tq9KBQKtFotZWVlNDY2UllZeft9TvKYbosxrXTvzlJ1OvWfzQJtM8XFxUbH1NTUm6Gh2+nhFNflY1KuXUv+9u0GY8rPz+eTTz4hOzv7N/M5yRjngQceuGuNYwA3NzfZOL4DeP/998nKyiIrK0s2jjsZS1aQ04BYIF0IESlJkhu6FeSINit2IrfLCvLFmot8eOJDlsQsoZtNNy6rLuNs73xLXnc0N2n1e4cPbj2PRt3MqOmD5VcvMrcv+1bBuZ/gz7tQvJlBtyAXnH9/axzqiMZGzt43mt4zZ+K28Ko7r+LiYrZu3cqkSZPof83BvVuJvIIsIyMjYxpTK8iWbL5aC2wF+kqS9Bo6v8j/1zVi3t4o6hR8m/stk/0nE9E3gt7dbs0WBkVuFbvePc7EhWG49e/BvYl+smEsc9vyrbKSblZW/O6+xXDfYoQQOIS4YuvZvVVZZdlPCNFEX7exXSqTZGfH4IO/IBobDfI9PT156qmnurRvGRkZGZmux6yBLIRIkiTpMLpgIRKQKIQ43eWS3QYIIdhydgsarYY/Bv6RGI8Ydk/dTS/7XuYrd4Es6vomunW3pbeHI319e+q9Q8jGscztzL/zS3CxseF3fXoCuvnca5yv0bIXCz5Eq1V3uYHcIod0B7hxk5GRkZFpTZsGsiRJVkCWECIUyL45It0+SJLEvsJ9qLVqpg+Zrntw3wLjGODb9Vk0qZt56C8R2DvaMuGpzveZKSNzK9gZOZiKE9/A+0/A9CS09q5INlYGPqNbCA//EI3GfASxG6X8/fcRTc24zjN05/XJJ58waNAgRowY0eUyyMjIyMh0HW0e0rsSQe/YFdduMui2Uby4/0XKGnQRyV4f9Trv/O6dW7JKe1lRp4+kMziqL0Pu9bzpMsjIdDX2VlZ42lqBXXfo7krVt7ko3kg3WtbKyh57+7b9pHYGquwzqE6dMsjTarXY2dl1qtuwu41Lly4RFxdHcHAwkZGR7N69W38vLS2NYcOGERQUpA8XnJKSQnR0NIsXL253X9OmTePcuXPmC6JzpeXl5cWqVav0edbW1npfzU8//XSrOlqtlpCQEMrKdM+KxYsX4+7urg85DPDDDz/o2wgPD8fOzo7MzMw29dARduzYwYoVKwzylEolY8da/qbFmPwAX3zxBYMHDyYgIICdO3fq85cuXUpoaCiRkZFs27bNoj7WrFlDfX29xTIZw1S/xuTsyPzJyclh1KhRBAcHExERQUFB6xgHXYUp/Rj7fGU6ASFEmxfwM1AD/ATsaLnM1evMKyoqSvxWyKvKEyM+GyFSClJuqRwXT5eLdfN+EuePlt5SOWRkupJPL5WJjRcN53j9qTJRvb+wVdn6+nyRm7tWNDQU3RTZtFrtTennRgEyxHXfqRkZGRbXX//4TLFq2oRW1/rHZ3a6rAqFQmRmZgohhMjLyxNeXl5CCJ2uBw8eLPbv3y+EEKK0VDcnpk2bJhoaGsTzzz8vsrOzLe7nxIkTYvLkyRaXf+GFF8TEiRPFypUr9Xndu3dvs87OnTvFrFmz9OnU1FSRnp4uQkJCjJYvKioSgwYNEkKY1kNnM3v2bLF3716LyhqTX61WC19fX6FQKER+fr7w8/MTzc3NIj09XURHRwuNRiOUSqXw9vYW1dXVZvsYMGCAUCqVHR6PqX5NydmR+TN8+HD9PLx06ZIoKyvrsLzt5Ub1I2OcjIwMMWnSpA8mTZrUQ1zzPWmJm7eXgYnA34E3r7nuGnac38HaI2sBGNBzAHum7mF0/9E3XQ5VrQblRd0BS8/Bztz7kB9eg51vuhwyMjeLnyuq+V5ZBdd423EI6kOPuH6tytbWZpN7YQ1NTdU3Rba7ZW9/fVVlu/JvBHd3d8LCwgAYMGAAGo0GtVpNRkYGbm5uxMXFAToXZYD+DVrLAw2grq7ObD9JSUlMmTLFIplycnJQKpW01+vHW2+9xcKFC/Xp2NhYfehgY2zevJmpU3W+u03pwRTLly9n9OjRDBo0iPnz5xMQEIBSqQTg0UcfxcfHhwULFrSql5iYyKeffmrReIzJn5aWRkhICO7u7vj4+NC/f3+ysrI4f/484eHh2NjY4OrqSr9+/UhPN/7WB2DPnj36qInx8fEGERTXrl1LaGgooaGhbNq0qU0ZTfVrSs72zp9jx45hb2+vn4deXl706dMHACcnJ325+++/n4yMDPLy8hg0aBDTpk0jODiYf/7zn/oyO3fuZPjw4YSHh/Pcc8/p81NSUnjggQeYOnUqoaGhPPvss23qx9Tn6+TkxIsvvkhISAiPP/64Pr89+rzbsSTU9N5rL6AJmNb1ov12yK7I5nDJYTRaDQCOto63RI7v3sli9wcnEVqBtbUVUeN8DUIhy8jcaXwQOpAk5xJ4YyAUZqBtbKa5ulH/MLsWN7cHuX/0Cbp3H9SlMlVu28bFJ59C29BgkP/tt9/yn//8p0v77io+f/mvnEjZA0BzUxOfv/xXTu23LBRzfXUVn7/8V84fTgOgrrJ1+O+O8MMPPxAREYG9vT0FBQX07duX8ePHExERwfr16wGYN28ecXFxaLVahBDMnTuXlJQUs22npqZabPAuWbKEZcuWtcpXqVRERkYycuRI9u3bZ3AvOzub2tradhnVSUlJ/PGPf2yVf60e2mLy5MlMmDABPz8/xo0bx8GDBwH4+OOP+fvf/260TnR0NL/88ovFMl6PQqHA09OTd999ly+++AIPDw+Ki4sJDg4mLS2N+vp6CgoKOH36tN6HuDHGjBlDZmYmXl5eJCcn6/+fl5fH2rVrOXToEPv372fZsmWUlpaabMdUv6bkbO/8yc3Nxd/fv106ys3N5eWXX+bw4cO8//775OfnU1payiuvvEJKSgqZmZlcvHiRn3/+WV8nNTWV5cuXc+LECZYvX25SP2D6862rq2PSpElkZmbyww8/UFRU1G593u1YtFlOkqRwYAY6w/gC8HVXCnWrKWsoY8WvK3h86OMMcRnCM5HPYGdld9NXjLTNWs5mlDIosi/WtlbE/mEQtvbWRg8nycjcqdg79ILAidB7IOqcy5R/epq+C8Kx8+7Rqqy1tUOXyyPUjTRXVSFdF17azc0NO7ubEkPpjkehULBo0SK2XwnEolKpSE5OJisrC2dnZ6Kjoxk3bhwJCQl88803/Otf/2L79u2sXr2a7t1bu/+7nuLiYv0qdFvs3LmTgIAABgwY0OpeYWEhHh4epKenM2XKFM6ePYuDg27+rVu3zuiKrSlycnKoq6vTrxq3cL0e2sLFxYXq6mr9v1VV5g+r9u3bVx9spiO0/FCdN28eAFu2bEGSJIYOHcrs2bOJjY2lX79+xMfH0+26vxdLOHr0KKNGjdKvzg4fPpysrCzGjBljtLypfpuamozK2d75IzoQQn7AgAEEBQUBEBcXx5EjR7C2tiY3N5fY2FgAamtryc3NJSEhAYCoqCj9Xm9n5469Jbazs9O3P3DgQBQKwwhH7wAAIABJREFUBfn5+e3S592OSQNZkqQA4I/AI0A58Dm6wCLxN0m2W4atlS3HlMc4W3mWIS5DsLe+Na6cis5VsWeT7iDQkHs88PC7NR4yZGRuBe8UlHKhQc0/A0KQHloHgK1nA86T/LDp2/otTm7uv+nefRDu7hO6VK7e06fRe3rrl2jDhw/v0n67kunLrh7wsbaxMUibw7FnL4Py3Z1vzP+7SqVi6tSprFq1Sr9a5+7uTlBQED4+uvPiUVFRZGdnc+zYMY4cOcJzzz3Hs88+S1xcHKtXr+b+++9vsw8HBwdUKpVZWdLS0vj666/Zvn07ZWVlWFlZ4enpycyZM/Hw8AAgJiYGT09P8vPzCQwMpLq6mh9//JHVq1dbPGZjq8fG9NAWkiQZXM3NzWbrqFQqvVHfEby8vAwMbIVCodfLc889p986cO+99+o/u/Zg7E2ROYz1q1KpjMq5devWds0fPz8/kwc7rzWcWwzy6/OvZezYsSQlJRm916vXjT/rbW2vvl2WJEm/Si5jOW1tschG5/t4khAiTgjxFmD+L+425fu873lx/4sIIehl34vvpnzHRL+JN10ORW4VZzN0oWj7BTjz0F8iCBjuftPlkJG51ZRrmihRa5Dqr4ZLtunjgNPIfljZWbcqryjZQWXVrYm42dzcjFarvSV930kIIZg1axYzZsxg3Lhx+vyYmBgKCgqoqKigsbGR48eP4+fnR2JiIq+88gqFhYX4+fmxf/9+Nm7caLaf4OBgizxYvPrqq5w7d47s7GwWLFjACy+8wMyZM/VhyQHy8vIoKirSG4CbNm1i5syZBgaKOT777DMDA9mUHjqbnJwcgoODO1x/+PDhnDx5ktLSUi5evEhhYSHDhulcjJaXlwOwd+9eKioqLNpu0rNnT4Pw6JGRkRw4cIC6ujoqKytJT0/Xt28KY/2akrO98yc8PJy6ujoOHDgA6N5EtPTXq1cv/bzIzr7qFTcvL48zZ86gUqlITU0lIiKCe++9l/3791NYWAhAfn5+m1tQTOmnvXREn3czbRnIfwAUQLIkSRslSWoJFHLTkCRpkiRJGyoqKqivr6empobq6moaGhqoqKhAo9FQWlqKEEL/67Bl43pxcTFCCEpLS9FoNPqJW11dTU1NDfX19VRWVtLY2EhZWRll9WWcKz9HjaaGoqIibK1t9W2VlJTQ1NREeXk5KpWKqqoq6urqqKuro6qqCpVKRXl5OU1NTZSUlBjI0fKvQqFAq9VSVlZGY2MjlZWVRsf0685cDm4/h7ZZi0KhwHtIb/3Y2jsmrVar/6O7Xp6bOabO/JzkMd09Y/rrgL6scrgMK/24nKLbc3rpSC5aVZPRMYWH7cTT45kuHVPhzz9z/vcTuHhln2JLWwcPHmTFihXk5ub+5j6nG8Wxl/FXvKbyb4TU1FS2bNnChg0b9K7PioqK6NWrF2vWrCEhIYGIiAgeeeQRAgMD9atzoaGhpKWlERMTw8MPP2y2n4kTJ5KcbNkea2NkZ2cTHh7OsGHDmDJlCu+//z6Ojo4IIdi4cSNPPPFEqzrz589nxIgRnDlzBm9vb3bs2AHoVqmdnJwYMmSIWT20l7y8PMLDw3nppZf4/PPPCQ8P57vvvtPfT05OZsIEy964GJPfzs6OFStWMHLkSBISEli9ejVWVjqzYs6cOQQHB/P000/z6aefWrQ1YeHChSQmJhIXF4dCocDX15eFCxdyzz33EBcXx7Jly+jbt203jsb6NSVnR+bPJ598wpIlSwgKCmLs2LH6Q31Llixh3LhxLFq0yCDM/MCBA/nrX/9KZGQkjz32GL6+vvTt25d33nmHSZMmMXToUKZPn27R4dLr9WPu872ejujzbkYyt+QuSVJ3IBHdVosE4D/AViHEj10vno7o6GiRkdG5K0NV6ipeO/QaE/wmMLr/aJq1zUiShJVkiWOPjpOTpuDg9vPUVqhxcrEn4gEfKksaiJnoi4OTHbWX1dg5WGPXTfalKiNDrRIykyBoEtruAyhafpCeDw6gZ8Ktcc3ecPw4ZevfwWP5Mmzdr77ZKSwsJCsriwcffPA35wdZkqTDQojoa/MOHz4s2uuV4U6ioaGB+Ph4Dhw40Kmf165du/jkk0/47LPPOq3NrmTUqFFs374dFxeXWy3KHUleXh4TJ07kxIkTt1oUmTY4fPgwL7/88ofAszt27Khpybck1HQdkAQkSZLkAvwP8FfgphnIXYGjrSMXqi+gqNOtcllbtX5l29nkpClITsqmqVH3Kra2Qs0vW86jbdbSb4gz/hF9ceoth66VkVl1QcEvlbV8Fe6PVdyzAEgaLX1mh2DTp/Vhn7Kyn1GW7SFg8P9hbd11XmYchg6l/zvrW+V7e3vj7e3dZf3KdC4ODg76V+u+vr6d1u748eMZP358p7XXlSiVShYtWiQbxzIyJmjXcqkQokII8Z4QIqGrBOoMpu6YyiuHXkFZrzTITy5I5rEfH0Oj1WBrZcvmCZuZHjj9psl1cPt5vXHcQrNGi2NPe/wj5NccMjItuNvb4Odgj1XJCdDoDlNJtlY4BLpg69baAG5oKKC8fC9WVu0/Kd8ehImDT7W1tV3ar0zn88ADD3SqcXy74ebmRmJi4q0W447G19dXXj2+jena/QS3iDOXz7D17FbGbxnPK4deobRO5+fPSrKirrGO8gbdpvqbsWoMoFE3k3e8jNoK447e6ypNO4CXkbkb+ZOXK6v8XWHD/bBX5yFBnV9NY5FxQ7R//9nEjUxF6sItUlqVijMxw6m47vV5TU0Nq1at4tdff+2yvmVkZGRkbi5tuXmzF0LctpZbS1CPL898yZacLTwc8DBPDH2CpAlJXb7PGK66p5Ekiazkixzalkv3XnbUVTW2KuvkIm+rkJFpQdWsxd5K0hm70z4GFz8Aqr7NBWuJvk+EmWmhaxAqFb2nT6dbQIBBvrW1NWPHjr2rVyNlZGRk7jTashQPAkiS9MlNkqVLEAiaRBNfnvmSF/a/cFOM48uKOj5bnsalHF0o1qBYLx5eHMmIh/2xsTPs38bOihEPtS8yj4zMnczaghLCfjmJ2soWAidAX52TfZfpQ3Ce1PpvRavVcDRzNsqyn7pULmtnZ9yXvIBjtMF5NxwdHRkxYoR8GlxGRkbmDqKtQ3p2kiTNAmIlSWrl90QIsaXrxOo8bK1ssZKsSByUyLyweV3Sh9AKLhwrw9bemv7BLvRw6UZP1260eLVx7GmHY087PAc5IyEZeLEY8ZA/Afd4dIlcMjK3I1E9uyME2Ofth17e0EdnFNv0MR7QQNNURZOmCm2z+cAPN0JzZSVWvXq1cldVVlaGk5NThyKFycjIyMj8NmnLQJ4HzAScgUnX3RPAb9pAvt4wdnVw7fQ+VHUaunW3BQkObT+Ps7sj/YNdsLGzZtLCcKN1Au7xkA1iGZk2+F2fnvzOpQe8eT8MvA/+sBFNSR0aRT0OwS5ItoZnB+ztXImJ2drlcuXPnoNd//54v7XWIH/z5s24uLgwY8aMLpfhVqIpqaP8s2z6zAjE1t18OGcZGRmZ2xmT+w2EEAeEEE8CLwgh5lx3/dlcw5IkfShJUqkkSSeuyVsuSdIlSZIyr1y/76RxGDCk9xAeHvww3//he/7v3v/rEuN4/xc5fP7qr2i1utjsExeEMW5uaKf3IyNzN1He2ER545UwrbN2wH2LAajPKqNicza3MlKqy5/+H70emtwqf+zYscTGxt4CiW4e2sZmyjadpKm0nrJNJ9E2dk1Q1UuXLhEXF0dwcDCRkZHs3r1bfy8tLY1hw4YRFBTEtGm6UN8pKSlER0ezePHidvc1bdo0s9H0ysvLiY6OJiwsjPDwcLZt26a/t3TpUkJDQ4mMjDTIb0Gr1RISEkJZWRkAixcvxt3dndDQ1s+JmpoavLy8WLVqlT5v5cqVhIaGEhwczMsvv9zu8V3Ljh07WLHCMHy4Uqlk7NixN9QumNaDtbW1PsjJ008/bVFba9asob6+vkvk+eKLLxg8eDABAQHs3LkT6Nj8cXJyuiH5zHHo0CEiIyMJDg4mPj6eqqoqs3U6Q28yRhBCtHkBdsDTwFdXroWArQX17gMigRPX5C0HFpure/0VFRUlbjXll2rF7g9PClW9RgghRMGpcpG5p0A0NTbfYslkZO4c3rxQLDx/PiqqNE0G+VpNs2hU1Bqtc+78v8SJE8/dDPFuS4AMcd13akZGRrvaKEs6JS4u3S8uLtknLi7dL8qSTnWBpEIoFAqRmZkphBAiLy9PeHl5CSGE0Gq1YvDgwWL//v1CCCFKS0uFEEJMmzZNNDQ0iOeff15kZ2db3M+JEyfE5MmTzZZrbGwUNTU1QgghlEql8PDwEM3NzSI9PV1ER0cLjUYjlEql8Pb2FtXV1QZ1d+7cKWbNmqVPp6amivT0dBESEtKqnxdeeEFMnDhRrFy5UgghxMWLF4W/v79obGwUarVaDBw4UOTm5lo8PkuZPXu22Lt3b4frt6WH7t27t7u9AQMGCKVS2enyqNVq4evrKxQKhcjPzxd+fn6iubm5Q/OnI+OyFLVaLfz9/cWxY8eEEEIcPnxYlJWVma13o3q728nIyBCTJk36YNKkST3ENd+TlpxYWw9EXfl3/RWj9x0LDO99wI3HOb2FVJc1UFelc+TRpNG5aiu/pHMz1T/IhbDf9cfa9o70lCcjc0sY79qLfw7xpuf53XB2jz5fsrEy+VpfkqyRrLo2ep1GoaDp8uVW+WVlZRQXF6PVao3Uun0ofS+LugxdCGzRrNWlj+rcY9YcLKLheBk0XVm+bxI0HC/j8razADTXaSh9L4uGUzr3mc01rT31WIq7uzthYTovJQMGDECj0aBWq8nIyMDNzY24uDhA58MXrnoLElcXYSwK2ZuUlMSUKVPMlrO1tdWvGFZVVaFWq2lqauL8+fOEh4djY2ODq6sr/fr1Iz093aDuW2+9xcKFC/Xp2NhYXF1bv83MyclBqVRyfWTDpqYm1Go1arUaOzs7evXqZVLO5cuXM3r0aAYNGsT8+fMJCAhAqdTFAXj00Ufx8fFhwYIFreolJiby6aefmtWDKSzRgyXs2bNHH047Pj7eILT22rVrCQ0NJTQ0lE2bNnVInrS0NEJCQnB3d8fHx4f+/fuTlZXV4fljDFNy/vvf/yYoKIhhw4axZMmSNtvYtWsXw4YNY9iwYQBERkbSp08fACZPnkxYWBhRUVGsW7cO6Jje2iPP3Y4lT5UYIcS1fpV+liTp2A30uUCSpEeBDGCREKL1UweQJGkuMBfA09OTzMzMG+iy/TSptfz6n0q8hnXD915HhBBEzuhBaW0epTdXFBmZu4qhQO2+V0Cy4lydK2gEDjmNqPvbou1p7AfpfQBd+h1h894GrDLSadywAa45pHfs2DEuXrzIhAkTWh3eu1Oo2VOgO3VyLQLqM5X0ThzcZf3+8MMPREREYG9vT0FBAX379mX8+PEoFAoef/xxnnrqKebNm0dcXByjR49GCMHcuXN56KGHmDBhQpttp6am8sgjj1gkR01NDbGxseTm5vLBBx9gZ2dHcHAwr732GvX19ZSVlXH69GkUCoW+TnZ2NrW1ta2MXmMsWbKENWvWGBgx3t7ePPPMM/j4+NDc3MyqVavMRrybPHkyBQUF+Pj4MG7cOA4ePMjkyZP5+OOP+eijj8jIyGhVJzo6mqVLl1qkB2O0pQeVSkVkZCQODg784x//4L777jPZzpgxY8jMzMTX15fk5GT9D4m8vDzWrl1LZmYmGo2GsLAwJkyYYNJjjCl5bG1t8fT05N1338XFxQUPDw+Ki4s7PH+upy05ly1bxsWLF+nRowelpaVttpObm4u/v3GvVuvXr8fb2xuNRkNISAhTp07tkN7aI8/djiUGcrMkSf5CiPMAkiT5AR3dgPYO8Aq6r9tXgDcBo/uZhRAbgA0A0dHRIjzc+KG3zuTg1vOo6jXEzwwEoKeVAk9/Z3q4yKfTZWS6mkJVI8VqDRE9HLEJ2QN1SsKdfWgsrKH060x8IgbhENznlsjW8NSTaAon0TMiwiB/wIABVFRUmHyo3S70fWKY/v+StZVBuuc4X6p2nEdorq6SS7ZW9Jqo809t3d3WoLx1D7sblkehULBo0SK2b98O6Iyt5ORksrKycHZ2Jjo6mnHjxpGQkMA333zDv/71L7Zv387q1avp3t38AcLi4mL9KrQ5evTowfHjxzl9+jRz587lD3/4A0OHDmX27NnExsbSr18/4uPjDbyYrFu3zuiK7fXs3LmTgIAABgwYYJBfWVnJrl27uHDhAhqNhpEjRzJx4kQ8PT1NtuXi4kJ1dbX+X0v2rvbt25fi4mKz5UzRlh4KCwvx8PAgPT2dKVOmcPbsWRwcjHuiMcXRo0cZNWqUfhV/+PDhZGVlMWbMmHbJ09SkO9cwb57Ok9WWLVuQJKnD86c9csbExPDnP/+ZCRMmmH1rIYTQ/9BeunQpmzdv5vXXX2f69Ol88MEHbNu2DSEERUVFFBUV4eFh/MB/Z8lzt2PJ/oDngWRJklIkSdoL/Aws6khnQogSIUSzEEILbASGd6SdzqK+upEzh679chCgvfqqJSDGQzaOZWRuEltLLjPpyFkqm5rB1gGcfQCw8+6B18sj6Da4d6s61TUnOHjoQaqqjnapbA5Dh9Jz/PhW+b17977tjWNzOMV40C3IBWyurJDbSHQLcsEpumu88ahUKqZOncqqVav0unV3dycoKAgfHx969uxJVFQU2dnZbN26lbfffpvnnnuOzMxM4uLiSElJMduHg4MDKlX73AIGBQVha2vLsWO6F6gtfX777bcoFAp8fHTztbq6mh9//JGpU6eabTMtLY2vv/6awMBA1q1bxxtvvEFSUhJ79uzBx8eHXr164erqSkREBEePtj3HJUkyuJpNhEW/FpVK1W6j9XpM6aHFeIuJicHT05P8/Px2t93yLL5Reby8vAx+CCgUCjw8PDo8f9oj5/fff8+CBQtIS0sjISGhzXb8/Py4cOECAK+99hrjx4+noaGBlJQUfvjhB1JTU8nMzCQwMLDNbV2dJc/djlkDWQjxEzAY3UG9p4EhQojkjnQmSdK1P3+nADc9SLm2WYtWq5s8Ob8q2PPRaaqUutOfI6YMIv5PQXfsq1IZmd8yM7368NkwP1wv7IbUf8M1DwArexskI/v9Jazo3t0fW9vWxnNn0aRUUn/kKNpGw721tbW1nDhxgoaGhi7r+7dC76kBWDvpVoatnezoPTXATI2OIYRg1qxZzJgxg3HjxunzY2JiKCgooKKigsbGRo4fP46fnx+JiYm88sorFBYW4ufnx/79+9m4caPZfoKDg816sACdV43yct3eaoVCwalTp+jXrx+APn/v3r1UVFTot1Ns2rSJmTNnYmtra7b9V199lXPnzpGdnc2CBQt44YUXmDlzpn7lVa1W09DQwJEjRxg4cKDZ9tpLTk4OwcHBN9SGMT1UVFTo/y7y8vIoKirSG85t0bNnTyoqrh5dioyM5MCBA9TV1VFZWUl6erp+f2575Bk+fDgnT56ktLSUixcvUlhYyLBhwzo8f67HlJxCCAoKChg9ejSvvfYaeXl5bbYzfvx4jhw5wunTpwH0P3Kqq6txdXXF0dGRkydP6n+ktWCp3torz92ORSdbhC7kdFZ7GpYk6b/A/YCrJEmFwDLgfkmSwtFtscgDnmhPm+0hJ03RKiCHa/8ebF9zlPg/BeI71JXAEZ74BPehl5tjV4khIyNjIS62NiT06QmH9sDZ3TDyGQCqfyrApq8DjkNbvxLv0SOYYUPNnhm+IWp++gnF8pfx37MbO29vfX5BQQFfffUVjz/+uN5oulOxsrPGdU6I3g+ylZ21+UodIDU1lS1btnDmzBk2bNgAwHfffYeXlxdr1qwhISEBjUbDjBkzCAwM1NcLDQ1lyZIlxMTE8Oqrr5rtZ+LEiSQnJ5t8Vd9CQUEBc+fOBXTGyj//+U/9Noc5c+Zw7tw5bG1t+fTTT5EkCSEEGzduZM+ePa3amj9/Plu2bKGsrAxvb2/Wr1/P5Mmt3QYCxMXFMXbsWMLCwrCysuKxxx4jKCjI7LiuJy8vj8TERL3BeuDAAV5//XV+/3udh9Xk5OR277e9HmN6yM7OZs6cOdjb22Ntbc3777+Po6P55+zChQtJTEzExcWFr776Cl9fXxYuXMg999wDwLJly8xGrDQmj52dHStWrGDkyJEArF69Giurqz+42zN/6uvr8b7me+Bvf/sbTz31lFE5tVotf/rTn6iurqa5uZk333yzzbbt7e356KOPeOSRRxBC4OrqyuLFi+nfvz8bNmwgLCyMwMBAIiMjO6S39spztyN15BXGzSY6OloYO2Bgipw0BclJ2TQ1Xl2BsrGzYvQjQ7iYXcHQ+73xGGj6RLCMjMzN5UK9mkNVtUx0c6aHjTU01oFdd4QQlKzKwD6gN70fGtSq3rV79rqKpooKGjIzcYqPN+irqakJpVKJm5sbNjZd60XjRpAk6bAQwiA+9uHDh4UlB8juVBoaGoiPj+fAgQOd+tnt2rWLTz75hM8++6zT2uxKRo0axfbt280eAJSRuZM5fPgwL7/88ofAszt27Khpyb8jfZQd3H7ewDgGaGrUkrYzlwfmhMjGsYzMb4w95dX8Jfsi9c1X/m7tdAdlJEnC4/kYnK8cCLuew0emkX3mpS6VzcbFhR4JCa0McRsbGzw9PX/TxrGMcRwcHPSv1juT8ePH3zbGsVKpZNGiRbJxLCNjArMGsiRJP1mS91uitkLdrnwZGZlby/96u3LgnkDcC/fDjoVQb+hCXbI2/lXVu3csPXqEdJlc2sZGKrduQ1PS2h3SoUOHbsgDgMyt5YEHHsDX1/dWi3HLcHNzIzEx8VaLISPzm8WkgSxJUjdJklzQ7SHuLUmSy5XLF/C6WQJ2BCcX+3bly8jI3FqsJIlBjt3gcr5u/7Gdzj1RXUYJl7efM3kq29/vL/Tzmt5lcqlzzlL84os0HDlskN/Q0MD333/P+fPnu6xvGRkZGZlbR1vvBp8AnkVnDB8GWt4vVgNvd7FcN8SIh/yN7kEe8dCd7Y5JRuZ25Fy9is3FFfyvtyue0XMgarY+GEdTeQONF2uM7jPWapt0UfS6cA9yt6BA/L7ZiY27u0G+g4MDf/3rXzvkhkpGRkZG5rePyRVkIcS/hRADgcVCCD8hxMArV5gQYt1NlLHdBNzjQfzMQP2KsZOLPfEzAwm4p2v8dsrIyHScEzUNvHuxFG2LrXmNwdtrrC/uCyKM1isq+py9+8JQN5Z1mWyStTX2gwZh3aNHq3vdunW7YR+yMjIyMjK/TSzxg/yWJEmxkiTNkCTp0ZbrZgh3IwTc48Gs10cy/90EZr0+UjaOZWR+oyS69yZn1DD6lZ+AD8dD6WmL6jk5DcHLaxp2tl13yKji0yTqDx9ulX/kyBGzgRtk2s+lS5eIi4sjODiYyMhIdu/erb+XlpbGsGHDCAoKYtq0aQCkpKQQHR3N4sWL293XtGnTLPKFbG1tTXh4OOHh4Tz99NOAztdudHQ0YWFhhIeHs23btlb1tFotISEhlJWVtTmuL774gsGDBxMQEMDOnTsBXZjtlj7Dw8Oxs7O7oVDqO3bsYMWKFQZ5SqWSsWPHWtzG4sWLcXd3JzQ0VJ9nSg+W6McYa9asob6+3mKZjLF06VJCQ0OJjIw06NeYnts7f1JSUpg4caI+PXv2bL766iuz9Yzpv7PIyclh1KhRBAcHExERQUFBgdl+O0PPdwVCiDYv4BPgF2A98NaVa625ep15RUVFCRkZmTucC/uF2JAgRFWREEII9cVqUfp+lmhU1N4ScbQajTgdHiFKVq5sde+jjz4SH3/88S2Qqv0AGeK679SMjIx2taFWq8Xu3bvFP/7xD7Fnzx6hVqu7QFIhFAqFyMzMFEIIkZeXJ7y8vIQQQmi1WjF48GCxf/9+IYQQpaWlQgghpk2bJhoaGsTzzz8vsrOzLe7nxIkTYvLkyRaV7d69e6u8xsZGUVNTI4QQQqlUCg8PD9Hc3GxQZufOnWLWrFltjkutVgtfX1+hUChEfn6+8PPza9VOUVGRGDRokMVjaw+zZ88We/futahsamqqSE9PFyEhIfo8U3qwRD/GGDBggFAqlR0YiY709HQRHR0tNBqNUCqVwtvbW1RXV5vUc3vnT3JyspgwYYI+PWvWLPHll192WN7OYPjw4fq/i0uXLomysjKzdW5Uz3caGRkZYtKkSR9MmjSph7jme9ISN2/RwEghxFNCiIVXrqe7ymC/FkmSJkmStKGiooL6+npqamqorq6moaGBiooKNBoNpaWlCCH0p8mLiooAKC4uRghBaWkpGo1G7yi9urqampoa6uvrqayspLGxkbKyMrRaLQqFwqCNln9LSkpoamqivLwclUpFVVUVdXV11NXVUVVVhUqlory8nKamJkpKSoy2oVAo0Gq1lJWV0djYSGVlpTwmeUx3/ZhOVFTx/47kkFlWQZ1bBFXTtqCy6015eTma+kbUVQ1I9tZGx6RWV6BUKrtsTA2Njbjv+o4es2e3GtMDDzzA9OnTb4vP6UbJy8tj9erVHDp0CJVKxcGDB1m9enWXROFyd3cnLCwMgAEDBqDRaFCr1WRkZODm5kZcXByg88AAV0PqtjzQAOrq6sz2k5SUxJQpUzosp62tLU5OuoOkVVVVqNVqmpqaDMq89dZbLFy4sM1xpaWlERISgru7Oz4+PvTv35+sLMOYXJs3bzYbtnr58uWMHj2aQYMGMX/+fAICAlAqlQA8+uij+Pj4sGDBglb1EhMT+fTTTy0ac2xsLK6urhbpwRL9XMuePXsIDw+nqKiI+Ph4/f8B1q5dS2hoKKGhoWzatKlNGc+fP094eDg2Nja4urrSr18/0tPTTeq5o/PHGE5OTrz44ouEhITw+OOP6/NN6d/UuEy1Y4xjx45hb2+v/7vw8vKiT58+Jvs1pefsA/AdAAAgAElEQVSdO3cyc+ZMfbmXXnqJNWvWdEgPdxRCtL16C3wJeJor15WXvIIsI3Nnsq+8WsT8clLk1auE0GotrtfcrBZ7fhokcnPXdqF0dwZYsIL84YcfiiNHjgghhGhqahIffvihfsXzyy+/FMuWLWt1ffDBB0IIIWpra8WHH36oX4Grrq7uFLm///578eCDDwohhPjqq69EYmKiGDdunAgPDxdvv/22EEKIn376SURFRYnnnntOnDp1Sjz++OPim2++Mdv2fffdJ7KysiySw9raWkRERIjY2FiD1dbq6moRGhoqHB0dxX//+1+DOqdPnxaxsbFmx/XFF1+Ixx57TLzzzjvi888/F9OnTxffffedQfmoqCj9Z2GKZcuWiVWrVomnn35arFq1SixcuFBs375df3/Tpk1i/vz5reoVFhYarAib48KFC63Km9JDW/oxxfUrmxcuXBD+/v6ipqZGVFRUiP79+4uSkhKT9bOyssTQoUNFXV2dyM/PFz179hRJSUkm9dze+dPWCjIgUlNTRWNjo+jfv7+4dOmSvtz1+m9rXG21cz1btmwRs2fPNnnf1Od+vZ41Go0YOHCgqK3Vva0LDAwUCoXCZLt3GjeyguwKnJIk6QdJkna0XF1nssvIyNwtjHLpwa8jghmgqYBVAZD9nUX1hGhm8OC/4eIyqstku/zll1QkJbXKP3fuHN9++y0qlarL+r7bUSgULFq0iPXr1wOgUqlITk7mvffeY+/evaxZs4bc3FwSEhL45ptvsLa2Zvv27axevdqi0MnFxcX6VWhzFBYWcuTIEdasWcOMGTNoaGgAoEePHhw/fpyMjAzefvttNBqNvs66deuMrthePy5xZdVy3rx5+n3V13plycnJoa6uTr/63BYuLi44Ozvj4uJC7969qaqqMlunb9++N+zL25Qe2tKPpRw9epRRo0bh5ORE7969GT58eKsV9msZOnQos2fPJjY2lieffJL4+Hi6detmUs/tnT/GPOa05NnZ2REbG4utrS0DBw7Uv21q77ja047opEiiNjY2PPTQQ2zbto1ff/0VPz8/3K/z3HM3YomBvBxIBF4H3rzmkpGRkekcmtXgnwDO/QEQWkHJmiPUphl/eFtbO+DTfw69eoV3mUi1KXup2b2nVX5ZWRmnTp3Czs6uy/q+2cyZM4eICJ23EGtra+bMmaM3yqysjD8mnJ2dAejevTtz5sxhyJAhgM4wuhFUKhVTp05l1apV+PvrXHO6u7sTFBSEj48PPXv2JCoqiuzsbLZu3crbb7/Nc889R2ZmJnFxcaSkpJjtw8HBweIfOB4eugPeMTExeHp6kp+fb3A/KCgIW1tbjh07BkB1dTU//vhjq20Rxsbl5eVlYKAqFAp9f6DbCvLHP/7RIjklSTK4mpubzdZRqVSd5onlej2Yy7eEFsO2PbTMhW+//RaFQoGPj49JPbd3/tja2raSr+V74Np7kiSh1RpG87V0XO1px8/Pz6KDppYwa9YskpKSSEpK4tFHf/N+GG4Klnix2AvkAbZX/p8OHOliuWRkZO5wztWrGJV2mrTKWujtCw+/Bx5DARCaZmz6OmDlaGu0rlqtRKOp7lL5+r+9Dp8N77XKv/fee1m8eLFJw/FOIzIyEgcHB31IbRsbGxwcHIiMjOz0voQQzJo1ixkzZjBu3Dh9fkxMDAUFBVRUVNDY2Mjx48fx8/MjMTFRHzLaz8+P/fv3s3HjRrP9BAcHW2RYtOxLB91e7KKiInx8fLh06RLl5eWAztg6deoU/fr1A2DTpk3MnDnTwNAxNa7hw4dz8uRJSktLuXjxIoWFhQwbNkx//7PPPrPYQO4IOTk5BAcHd7i+KT20pZ+26Nmzp8G++cjISA4cOEBdXR2VlZWkp6cb6McYLf3u3buXiooKoqKiTOq5vfPHz8+P3NxcGhoa0Gg0nDp1ioCAALPjup6OjMsY4eHh1NXVceDAAUD3ZqRl/G1xvZ5b2iopKWHnzp1Mnjy53bLcibQVKAQASZIeB+YCLoA/0A94F/hd14omIyNzJ6PWCvp3s8PNzhYa68Cuu/6elb0NfWYEmaybm/svlGU/cd+oX7tURsnEKnFXBif5reHr68tf/vIX9u/fT3p6OjExMYwaNapLVtBTU1PZsmULZ86cYcOGDQB89913eHl5sWbNGhISEtBoNMyYMYPAwEB9vdDQUJYsWUJMTAyvvvqq2X4mTpxIcnIyY8aMabNcdnY2c+bMwd7eHmtra95//30cHR05duwYc+fOBaC5uZl//vOfeHp6IoRg48aN7Nlj+OahrXGtWLGCkSNHArB69Wr9D6+0tDScnJz0K/MdIS8vj8TERL2hf+DAAV5//XV+//vfA5CcnGzRlhSA+fPns2XLFsrKyvD29mb9+vW4ubkZ1cPBgweN5ptj4cKFJCYm4uLiwldffYWvry8LFy7knnvuAWDZsmX07du3zTbm/H/2zjyuyip94N/3wmXHBUQWFRR3QEFALcUxTSfLNCyzyXKbJrNJq9Fpmpp+o9W0zTSjWWNli5XLlNO4p1mWGuCG6BU3VFRAlguX9SJw9/P748IFlMsmm/p+/bwf73Pe857znHNe7n3e857zPPPmkZqailKpZN26dUiShJOTk91+hsbfP35+fjz77LMMHz4cIQSzZs2qd3zq6/+mtssea9eu5cknn6SwsBClUsmOHTsoLS2td9yv7eeqtxYPPvgg586dk/27VyI19ApDkiQVMAI4LIQYVpl2UggxpA30AyA6OlocPXq0raqTkZFpS0wGeDsQfvVH60HDa+uKi4+i02Xj59c6Mx2lP/1E6d69+L30Egr3asNdq9WydetW7rrrLnr16tUqdbc0kiQlCSGia6YlJSWJqKio9lKp3amoqGDcuHHEx8fbZsZbgl27drF27Vo2bNjQYmW2JmPGjGHr1q14ebWeL3GZm4f77ruPxYsXN/jgeKuRlJTEq6+++jnw/LZt20qr0hvzjlAvhDBUCZIkOQJyfFUZGZlmI4TAULW2zqyHXy2BoNG284X/SSH/y9N2r+/SJbrVjGMAY1Y25YePIF0zk1JeXt5sN1AyHQdXV1fbq/WW5N57771pjGONRsOSJUtk41iGgoICBgwYgI+PD3ffLS8OqKIxj877JUl6GXCVJGki8Htge+uqJSMjcyuToTMw9kgKH4YEca9PF/jVC7XOOwV2Qpjq3pxiNusoL7+Im1tfHBxcWkU/r9mz8Jo967p0Pz8/FixY0Cp1yrQtEydObG8V2hUfHx9iY2PbWw2ZDoC3tzfnz59vbzU6HI2ZQf4zoAFOAk8BO4FXWlMpGRmZWxuFJDE7oBsD3V2h8LJ1mUUNPGN60OmuupcwXL2awpHEqRQWxreFqjIyMjIytyGNMZBdgc+FEA8LIaYDn1emycjIyDSLXi5OvNa/B8FuzvDVVNj8lO2cMFkQFvuruNzcejMk7N+t5uJNf+EC6Y/PQnfmzHXnvvzySxISElqlXhkZGRmZjkNjDOSfqG0QuwLXOweVkZGRaSTpFXqrL1AhYOJrMPwJ27mypFyylx7AXGqo81qlsgvdu0/CyalbnedvFEtZGcJoROHmVjvdYsHNzQ1nZ+dWqVdGRkZGpuPQGAPZRQhxtUqo/OxWT/4WQ5KkKZIkrS4sLKS8vJzS0lK0Wi0VFRUUFhZiNBrJy8tDCGFzAl4Vvz0nJwchBHl5eRiNRpu7E61WS2lpKeXl5RQXF2MwGMjPz8disdgi1lSVUfV/bm4uJpOJgoICdDodJSUllJWVUVZWRklJCTqdjoKCAkwmE7m5uXWWoVarsVgs5OfnYzAYKC4ultskt+m2bJMqM5uRh87y0YUMdHo9JT3HU+YzzNYm4aXEIaIrFhepzjaVlKhITz/Sam0yBgfj/eknmLp3r9UmsO76j46OvqnGSUZGRkamGdSMO13XASQAkTXkKOBgQ9e15BEVFdWc8NoyMjIdkEKDUXyRqRFp5TohslVCFFxq0vWHDk8Wx1W/bSXt7GOxWNq8zpYAOCqu+U49evRo+yplh8zMTDF69GgxePBgMWzYMPHDDz/YzikUChEeHi7Cw8PFokWLhBBC7N27V0RFRYklS5Y0ua6HH35YXLhwoVn61KdnFWazWYSEhAiNRiOEEOLvf/+7CA0NFYMHDxbLli2rt10tzdatW8Vbb71VKy0vL0/8+te/vuGy7enfnHYtX75clJWV3ZA+L7/8sggNDRXDhg0TmzdvtqV/8803ol+/fqJ///5i27ZtQoim3z9r1qwRzzzzjE2ePHmy2Lt3r02+tp9TUlJEeHi4cHd3F4mJiQ2m14e7u3uj8rUVHU2fG+Ho0aNiypQpn02ZMsVT1LR/RQPGKRANXATiKo9UIKqh61rykA1kGZlblM8mCbF6vE20WCzCWKyr1xjVas8IrfZUq6hjMRrFhQkTReHGjded27Fjh/j8889bpd7W5EYN5LS0j0RB4YFaaQWFB0Ra2kctqaYQQgi1Wi1UKlVlvWkiICDAdq6uH+QZM2aIiooK8cILL4iUlJRG13Pq1CkxderUZutTn55VbN++XcyZM0cIIcSVK1dE3759hcFgEHq9XvTp00dcunTJbrvairlz54r9+/ffUBn29G9Ou4KCgmwPFM0hMTFRREdHC6PRKDQajejZs6fQarVCr9eL3r17C7VaLdLT00VwcLAwm81Nvn8aMpDtMXbs2DoNYXvpddHRDNKOps+NYM9ArneJhSRJCsAJGAQ8jdXF22AhRFJrzGbLtC/xRaVEHzhNfFFpw5nbmI6qm6xX04gvKiUs/hQ/5JdYEyb/E+5503beXKhD/dYRyo/m2i3D03Mwnp6hraKfpawMt8hIlHVEtfL19b1pgoO0JJ6dhnLq1LMUFh0EoLDoIKdOPYtnp6aHxm0IX19fwsPDAQgKCsJoNKLX6+3mF5WBrqp+0IBG+alev34906ZNa7Y+jdHz/fffZ9GiRTbZZDKh1+vR6/U4OTnRuXPnButvLMuWLWPs2LH069ePZ555hgEDBqDRaACYPXs2gYGBLFy48LrrYmNjWbduXYvp0Vz27NlDREQE2dnZjBs3zvYZYOXKlYSFhREWFsaaNWvqLefixYtERETg6OhIt27d6NGjB4mJiRw+fJjQ0FB8fX0JDAykV69eJCcnN/v+qYv6+rkpvPfeewwePJihQ4fy4osv2tKFEDz55JOEhYXx3HPP2dLt9c++ffuYOHEi06dPJywsjOeff77e/B4eHrbPd911F1XB2f7xj38waNAgpk6dSt++fUlLS7Ple+mllwgNDeXJJ5+8oTZ3VOo1kIUQFuCfQgijEOKUEOKkEMLYRrrJtCHxRaXMSr5Ept7IrORLHcqw6qi6yXo1jfiiUh5PvkS+0cQTpy5b9fINgcCRtjySiyNdHuiLc3DdxkNFRSYazR7M5vJW0dGhc2cC3nkbj7FjrzsXHR19y0aYSjo2k+ycbwGwWIwkHZtJjnoLAJ07ReDk1J3k5Ke4eGk5p04twsmpOyajFgCDoZCkYzPR5P8EgF6vaRGddu/ezbBhw2ybInU6HZGRkYwePZpffvkFgAULFhATE4PFYkEIwfz589m3b1+DZSckJNDUSILX6lNfekpKClevXrXV0bNnT5577jkCAwPp2bNnrQAddbWrOUydOpXJkycTHBzMpEmTOHjQ+kDz1Vdf8dprr9V5TXR0NAcOHGh2nWBf/6a0a8KECahUKgICAti7d6/tc1paGitXruTQoUPExcWxdOlS8vLy7JYTEhLC4cOHKS8vJyMjg7Nnz6JWq1Gr1fj7+/PRRx+xceNG/Pz8yMnJadb988033xAREUFERARxcXG29Pr6uSksXbqUI0eOkJyczJIlS2zp5eXlTJ8+neTkZJKSkoiLi2uwfxISEli2bBmnTp1i2bJlTe7PjIwMPv74Y5KSkvj73//O5cuXbefKysqYMmUKKpWK3bt32x5obiUas0nvB0mSHpLqi/sqc1NTZVBVVLrWqrCIDmNYdVTdZL2ap5euUi+jgFknUok/uRcs1QFBHNyVeNwZgKN33Z4kCwr2kXzyKYwmbavoKUymOtPNZjMWS92BS24HlMrOeHnFkJb2Af7+D6NUttzsZ12o1WqWLFnCqlWrbGmZmZkcO3aMFStWMHPmTCoqKhg/fjw7duzAwcGBrVu3snz5ciZPntxg+Tk5Ofj4+NyQPvWlf/DBB7VmEouLi9m1axeXL1/m4sWLvPvuu7YNlnW1qzl4eXnRpUsXvLy86Nq1KyUlJQ1e0717d5sezcWe/i3RruPHjzNmzBg8PDzo2rUrI0aMIDk52W7+IUOGMHfuXEaNGsXTTz/NuHHjcHFxsc0OL1iwgBkzZgAgSVKz7p9HHnkElUqFSqVizJgxTW5TQwwfPpzf/va3fPHFF7UeuhwcHJg4cSIKhYKJEydy9OjRBvsnKiqKsLAwALp06dLk/kxKSmLMmDG4u7szaNAggoKCbOecnJwYNWoUSqWSPn362DZl30o0xkBeDPwXMEiSpJUkqVSSpNb5dZJpc641qKqosAgeT77ExMQUDhVbnZiklut4WJVKUon1FVRKWQUPq1JRaa2zeadKy3lYlcrpq9YvwuNaq3yuTAfA0ZIyHlalcrHcKh8svsrDqlTSK6yvJuMKS3lYlUq2zure6/30XGaoLtap26zkS/zzcg4Pq1IpNZkB2JpXxMOqVCrMVkNmU65VNlZe/01OIQ+rUm3lrM8u4NETF23yl1n5zEq+ZJM/zdTw25PVT8wfZeQx/3RavX32iOqizRj9x+UclqRk2M6/dSmHF89dscmvX8zmL+erQ90uvZDF0tQsm/zy+Uz+drH6qfxP567w9qXqH7PFKRm8e7n6S+kRVSq/OWG/v6Ydu8DHV6pnC+advMxnmdWzfY8nX+KrrHyb/OiJi2zILgCsr/ceVqWyUW31imCwWHhYlcrm3CIAys1WeVteMQBak5mHVans0hTbZo6v00tIzMp1I764+pWmMbcMS7n9l1R+fg8QHfUtzk6+dvPcCOmz55D1wp+uSz9z5gxvvfUWBQUFrVJvexMVuYEA/+kAKBRKoiI34O9njbLm4OBKnz6LKC5OpHfvheTkfEufPovo3v0eAJycvIiK3IBPN2uIWmfnxhuedaHT6Zg+fTrvvvsuffv2taX7+fkBVgPC39+f9PR0Nm/ezL///W8WL16MSqUiJiamUTPIrq6u6HS6G9LHXrpWq+WHH35g+vTptrQ9e/YQGBhI586d6datG8OGDeP48eN229UcJEmqdZjN5ka1zdX1xsIa2NO/JdpVZdg2hap74bvvvkOtVhMYGEhAQECtBwG1Wo2fn1+z75+mYm9+sa7077//noULF3L48GHGjx9fb5kN9c+1y3jqy19TF1PlREF9+ZVKZa1rb8UJhAYNZCGEpxBCIYRQCiE6Vcqd2kI5mdbn+bMZ1xkuVegsgnNlesy2dVqgt4jrZAtW2UKlXGNdV03ZYpOt5Zsr5Sps11fKH13Jw96fXIVF8FlWPnqLoKoES6U+VbLpmvKvre/a81a5ukaTpe7z9fWZGWufWvNT63qjRWAQtWVjDdkghM2YBzDWIRtqyAaLwFTj+iMlZZjsfJ9VWATHS8trlae3WGpdb7BYaumju+a8/pr66pLN14y9WVj7Q2envyocnHm+xkNE/ldnKNp0oe5GAI6OnnTuPMzuD86N4jlhAu533HFdupeXF5GRkS26bvRmoWrNcVjYSvoG/4GwsJW11iS3JEII5syZw8yZM5k0aVK1DpUu+ADS0tLIzs4mMDCQ2NhYXn/9dTIzMwkODiYuLo5PPvmkwXpCQkJITU1tMJ89feylA6xZs4bHHnuslgHh5+dHYmIier2eiooKjh07Rp8+fey2q604f/48ISEhzb7env7NbVenTp1quSaMjIwkPj6esrIyiouLSUxMZOjQ+te+Vz3E7t+/n8LCQqKiohgxYgSnT58mLy+PK1eukJmZydChQ5t9/zQVb29vMjMzG0wXQpCRkcHYsWN54403aq33NZvN/PTTT1gsFvbs2cPw4cOb3D/15e/cubNt3FJSUgDrEpz4+HjKy8tJSUlp9sPbTUvNHXt1HYAEPA78X6XcCxjR0HUtecheLFqP7blFosfe48L35+uP3vtUIq5Q2266xRVqRe99qg6nm6xX6+lVcb5Q6NJK7JaVlfWN0GpPt4XatwzcRF4s4uLihKOjo809WHh4uMjKyhIJCQliwIABYsiQISIiIkLs3Lmz1nUVFRVi/PjxYtCgQeLbb79tsJ5169aJl19+udn62Eu3WCwiNDRU5OTkXFfWCy+8IAYOHCgGDx4s3nnnHSGEaLBdjWXp0qVizZo11/1/+fJlER4eLnr16iW6desmwsPDxXfffWe77h//+IdYsWJFs+qsT//mtmv16tVi8ODBYvTo0bY+fO+990RoaKgIDQ0Vn332WYNlTJkyRQwePFgMHTpUHD582Jb+9ddfi379+ol+/frZ3LxV0dj7x54Xi4b6uao/qu4Te+lms1mMHj1aDBkyRISEhIg1a9bY8rq5uYnf/va3IjQ0VDz77LO2dHv9s3fvXjF58uTr2mAv/8qVK8Xw4cPF008/LSIiImzeNf7+97+LgQMHikceeUT069dPZGdnCyFqe7FoijeOjog9LxaSaGCKXpKkD7FO7o0XQgyWJKkr8IMQYnhrGu41iY6OFlU7KmValrXZ+bx8PhOFJNWa7XRVSKwdGkxMV8921K7uJSAdQTdZrxbQCzNrQ3sRU4fHiLowm/Xs2x9Kn96LCA5+ruELmohZq0Xh4oLk5HTdOa1Wi6enZ6vNXLcmkiQlCSGia6YlJSWJpm5Su5WoqKhg3LhxxMfH4+jo2GLl7tq1i7Vr17Jhw4YWK7M1GTNmDFu3brVtGJSRuZbS0lI8PT3Jz88nKiqKtLS0m/J7sD6SkpJ49dVXPwee37Ztm23DTmPWII8UQjwD6ACEEEVYXb/J3KQYLYLUynXAj/t7Ez9yMOuHBuOqsN70HcGgqiKmqydrO6Busl43qBdm1ib/qZZexrxyDFdKEXaWYygUToyJOUzPnrNaRUfNyve58Kux1627u3r1Kv/6179ITExslXpl2h5XV1fbq/WW5N57771pjGONRlPLm4aMTF384Q9/YOjQoYwfP56VK1fecsZxfTTGQDZKkuQA1qWdkiT5gN2loTI3AX9IyeDB46mUmcxIkkSQq7PNgOnprOwQBlVNOqpusl5No5ZeEQOI+d03oKzeIHT1QDaaT09aF3XVgSRJODl54+TUOj/onhPuptuihdf9ADg4OHDvvffSp0+fVqlXpn2YOHEivXv3bm812g0fHx9iY2PbWw2ZDs6nn35KcnIyycnJPPDAA+2tTpvSGAN5JbAZ6C5J0htAPPBm/Ze0DJIkTZEkaXVhYSHl5eWUlpai1WqpqKigsLAQo9FIXl4eQgjbDtUqX3w5OTkIIcjLy8NoNNoWn2u1WkpLSykvL6e4uBiDwUB+fj4Wi8XmpqSqjKr/c3NzMZlMFBQUoNPpKCkpoaysjLKyMkpKStDpdBQUFGAymcjNza2zDLVajcViIT8/H4PBQHFxcZu3SQhBdnY2vw/szgvdPXBG1GrTMCcF+8N7M0Rh6XBtGuHuzPcDfBnV2b1DjdPoLh5s7+NFTFfPDnXvxXT1ZFvvrsR09ewQ915Nvb7r2407PF0p0Em12uQ4whuX6UHo9fo621RYmMCp0/9GCNEqbdIPGIDrgw9e1yYHBwf69u2Lt7d3h7r3GjtOMjIyMjJNp8E1yACSJA0C7sY6t/OTEOJsaytWE3kN8o1hFoI/nbtCNyclLwX7t7c6Mrc7mnMYf1xB/kl3Ks5eJHjL5kZddjblZfLzf2ZMzKEWV8ms1WIuKkJycSX/ww+pUKlsemk0Gjw8PG7YHVZ7Ia9BlpGRkbGPvTXIdncnSJLkAiwA+gEngY+FEHV70Zfp0DhIEtZ/MjLti+7CBQrffwvtT4cQkhJMJiwGA8IAZUnpKByKcB85DEmpxKhWY7xyBddhw5AcHenr+QwBJXcjLBYkhQJjVhbG7Gzchlv3CxsyMzGp1bhFW21BQ0YGpvx83CIjrXJ6OqaCQtwihwGgv3wZS0kJrhERFG/ZQt6bbyE5OVnXIBurfTFv3LiRrl27MnPmzDbuLRkZGRmZ9qK+JRZfAtFYjeN7gXfbRCOZFkEIwVdZ+WRUBuH4x8Ce/FmePZZpJ4x5eWTMf4rLU6ZS8nMSwixBpTN6c3ExhnQt2l1qsl5YhvmqNTCNducu0mfNxqKz3sPa7TvInrPQdl3xps2kz5ptq6P4m41kzPutTS7a8B+u/O5Jm1z41Voyn366Wv58DVd+/ww5y15F8+4/wcEBYTDUMo4BJk2axOjRo1u4R2RkZGRkOjL1GcghQojHhRAfA9OBX7WRTjItQJ7BxOsXs/mqMhLa7bTzVKbjIAwGTIWFZC1eQllcnDXxmnDODl264DLIC+/HetHj3f/DwcMDgE6T7iHwizUoXJwxmUrJH5mO9+evQqVbrs7TYgn8Yo2tnC4PT6dXDSf/XX/zCD0/+rBafvwxen7wvk32mjcXx+7dKf7mG6thbCfyWN++fWuFWL1diS8qJfrA6VYNW56VlUVMTAwhISFERkby448/2s45ODgQERFBREQEzz77LAD79u0jOjqaP/7xj02ua8aMGQ0GCykoKCA6Oprw8HAiIiLYsmWL7dzGjRvp378/AwYMYPv27ddda7FYCA0NJT/fGp3yj3/8I76+vrbQv1XYS//LX/5CWFgYkZGRteptDtu2bePtt9+ulabRaLjnnntuqNzdu3fbxiQiIgInJydUKpXd9IZYsWIF5eXlN6STvX6ra7yac/+cP3+eMWPGEBISwrBhw8jIyGj4oibgUfn91xjOnTtHREQEHh4e1FyGai9dpokIUf7jEf0AACAASURBVHdwDuBYfXJbHnKgkMZzuVxn+3z+aoUwWyztqI3M7YzFYhGXpj0oMn7/jDC+e6fIntxTnA0ZKM4MHijODBxkOxqDVntG/Lx3kMjT7GlRHY15eSJ72avi7NBwcSZsyHV6aTQakZmZKcxmc4vW25Zwg4FChKgd7KU1g86o1WqhUqmEEEKkpaWJgIAA27magQmqmDFjhqioqBAvvPCCSElJaXQ9p06dElOnTm0wn8FgEKWlpUII673g5+cnzGaz0Ov1onfv3kKtVov09HQRHBx83T2yfft2MWfOHJuckJAgEhMTRWhoaK18daUnJiaK6OhoYTQahUajET179hRabcv3+dy5c8X+/ftbpKzs7GzRr1+/RqfXRVBQkNBoNM3WwV6/2Ruv5tw/I0aMEHFxcUIIIbKyskR+fn6z9a2Luu7zhrAXqONmD+DRVtgLFFLfDHK4JEnayqMUGFr1WZIkbRvY7jJNJL6olNGHz/K9pgSA/u4uKOSZY5k2RnfmDGB9a9H18cfpOuNhHAfegf9IHf3uz6VLcBmSgwBF9Qbh0vgsDFfsz0x6eg7mrrGn8fYa26K6Ovr44L/0r/Tb8yNdpk9HcnaGGiGCjxw5wpdfftmidd5sXBvkpcIimJV8qVVmkn19fQkPDwcgKCjI6l1Er7ebX9QIbV71uaysrMF61q9fz7Rp0xrMp1QqbTN6JSUl6PV6TCYThw8fJjQ0FF9fXwIDA+nVqxfJycm1rn3//fdZtGiRTR41ahTdunW7ro660i9evEhERASOjo5069aNHj161OuHe9myZYwdO5Z+/frxzDPPMGDAADQaDQCzZ88mMDCQhQsXXnddbGws69ata7AfGsPXX3/N9OnTG51ekz179hAREUF2djbjxo2zfQZYuXIlYWFhhIWFsWbNmnrLsddv9sarqffPiRMncHZ2JiYmBoCAgAC8vb0BmDp1KuHh4URFRfHBBx8A9sclLS2Nfv36MWPGDEJCQnjnnXdsdQghePLJJwkLC+O556oDIm3fvp0RI0YQERHB4sWL6+0HmZbBroEshHAQQnSqPDyFEI41PndqSyVl6qfqD3tkZw+eD/JldNfGv6KRkWlJtLt2cfnBhyg7fASMFXR5YAoeY8dC9BOAwNHVgn+01moo99PjPKAfwmimZOcldOeL6i1bkhQoFC0X9awm1xrKzoMGATB69GgeffRRFIrGeMS8eZl2/AJf51iXYxktgmnHL/CtupD4olIevyYCIliN5JknrEZygcHEtOMX+CHf+mCepzdeV35z2L17N8OGDcPZ2RkAnU5HZGQko0eP5pdffgFgwYIFxMTEYLFYEEIwf/589u3b12DZCQkJNNaLR2lpKUOGDGHo0KGsWrUKJycn1Go1/v7+fPTRR2zcuBE/Pz+byz2AlJQUrl692ug6riUkJITDhw9TXl5ORkYGZ8+etbkYtMfUqVOZPHkywcHBTJo0iYMHDwLw1Vdf8dprr9V5TXR0NAcOHGiWjteyfv16fvOb3zQ6vSYTJkxApVIREBDA3r17bZ/T0tJYuXIlhw4dIi4ujqVLl5KXl2e3HHv9Zm+8mnr/XLp0ib59+9Z5btWqVZw4cYJDhw6xcuVK23jZG5dLly7x6quvkpSUxKeffkp6ejoA5eXlTJ8+neTkZJKSkoiLiyMvL4/XX3+dffv2oVKpuHLlCj///HO9fSpz47TOr01781EMqE9en+43BBbEt70+VbSCXnsLtKzMyGX90L64OSh4oU8zNuJ11P6Cjqvb7aCXudLQcVCCvhSuHAHfMPD0hZIsSPwEwmdi0LtjuZyES8p7eEz4G77/9wqunoXwhh/89gcIHAklV6zlKRzBYsLRwxH/+dPg/n8BELBsFJjtu5xMz/gESXIksNe8prWhiVQZylV07tyZzp07t2qdHZnnz2agsxPZ0CAEz5/NYHf0wBavV61Ws2TJErZu3WpLy8zMxM/Pj8TERKZNm8aFCxcYP348O3bs4F//+hdbt25l+fLluLu7N1h+Tk4OPj4+jdLF09OTkydPcvbsWebPn89DDz1km5RYsGABAJs2baq1z+ODDz6oc8a2sQwZMoS5c+cyatQoevTowbhx43Bxcan3Gi8vL7Rare3/kpKSBuvp3r17LcO+uZw/f56ysjLb7H9D6Y3l+PHjjBkzxjaLP2LECJKTk5kwYUKd+e31m6ly38O149XU+0cIYXc/z2effcaWLVts8QaqZsDtjUtQUBCDBw8GICYmhmPHjhEUFISDgwMTJ05EoVAwceJEjh49SlFREZcuXWLUqFGANbrnpUuXGD9+fFO7VKYJ3JrTIj1HgMM10bAdnKzp7Ukr6CVJUGqyUGS8AQ98HbW/oOPqdrPp1WM4XP4FitKsafqr8PMbkHHYKl/VwGf3QMp3VrngIrzeDU5tssolWbDuQUir3GhXUQQH3kfkX+DK/Pmo3/scXDqhcHLC67HHUASEwt1LoVOANX/gSJi5ERQOVllSwNgXbSoqnBxQuNp/Xi8uPkpxcduGer569SonT5684U1DNwObh/XnN/7WV8VKhcTmYf2Z7ufFisGBtvDg1+KqkFgxOBBvJ0c2D+vPr7tZHyS6OyvrzN9YdDod06dP59133601W+fn5wfA8OHD8ff3Jz09nc2bN/Pvf/+bxYsXo1KpiImJadQMsqurKzqdrkl6DR48GKVSyYkTJwgICKhlWKrVapt+Wq2WH374ocFlBQ1R1abvvvsOtVpNYGBgvfklSap1mO1sOq2JTqdrEf/eNzJ7XB9VDyJNoa5+szdeTb1/goOD69zYuW/fPnbv3k1CQgIqlYpBgwZhsVgDDtsbl8ZunK/Kd88996BSqVCpVKSmpvK73/3uujz2rpVpHremgTz2T9Yf4JpU/SB/Mh7+W2MW6qMY2LygWv73SNha48n/vQj4bkm1vDwMvn+pWn53APxYPePE20Hw89+q5TcCYP/frZ9j/gBmQ229zAbw8LV+riiCN/zhSOVO/Kt5Vjmpcg1kSSa84c+lpG/ZkVcMBRe568OB7HY+SQ8XJ8hLseY/s82aX33SKp/73ipnJlnli5WvZtIPWuU+Y+vur8A7reezj1vTUnZa5dzTVvn0Zqucf8EqJ//XKlcZYcfXWWVt5RfT0c+tcpl1VzeHP7bKusqZjgPvW2Vj5Q9X3D9BtcH+WO55Ff4eXJ3+wyvwz0HV8s4/wYoh1fL25+H9Gq88tzwDq0ZVy/97Ej6uscZ14xz4tMZMxX8ehTWTrZ/H/gks1zyUWExQeKla/nwSfP1YtdwW956DU939FfMH+HIKnPpfdfov/4DsY9bPjs7WmeKqaz26w7hXwDfUKncNgnnfQ9/xWCoqKPr5JOLlXKTBk/F/42/0eP9DmLUZelT2b5deMGax9X8A164w4B6IeNxaR8Rj1plooCwpl6sHs6mP8KEfMyTs3/XmaWkyMjL43//+R1FR/Us/bmWqwoNfayS7KqRWCWMuhGDOnDnMnDmTSZMm2dKrIjcCpKWlkZ2dTWBgILGxsbz++utkZmYSHBxMXFwcn9TwZGKPkJCQBj1YgNWrRkGBdemJWq3mzJkz9OjRgxEjRnD69Gny8vK4cuUKmZmZDB06FIA1a9bw2GOPoVTe2INCVb379++nsLCw2cs16uP8+fOEhITccDkbNmyo0xC2l26PTp061Yr+GBkZSXx8PGVlZRQXF5OYmGjrZ3vU1W/2xqup909ERARlZWXEx1vfxuXk5FBQUIBWq6Vbt264ublx+vRpTpw40WBb09LSOHfuHDqdjoSEBIYNs/pnN5vN/PTTT1gsFvbs2cPw4cO54447iIuLIzMzE4D09PRaS268vb1t52piL12mcdyaSyw8/aw/wMfXWg1QyaH6Bzn0QeuPdRVh08GzxrKEoTOgSw2XThEzoVv/GvJj4FfDHU/kbAiIrJaj59WeRRz+BPSoPN8pwPqKWpNiNaYcnKDbQAiqNNIcnK35q4wSRxer3N36GgYndxj+BG+Y+3IsNYsJQ7rjMvwJHLr1s5537WrN79XHKrt5W+Wule3x8LHKnXpW99PwJ6ztiXgMjn0FFiMolFbZf6j1vHvlq8iuva2yq5dV9uprlV26WGXvStm5com6zyCr7ORmlbuHWGXHyleFvmFWuWrG06+yvqpZxoBhMOJ3oC8D1brKsaxhXPUaSS0C7wTHGrMhvUdb+6CKPr+Czj2q5eC7oKrvAPrdbV2KUEX/idXGO8CASWDSVfddrzvgymEQ5spZ2mgIqRGrPuQB65hV0Rb3XuAoaz9V3fsKR+t1XQNhzg7rGIFVr78WQtXaWpdOMHdHdVnOnjD2hWpZ6QpBdwJw9ccfUb/2GsrAQDxiRuNW+cXeKMb+CTRna80eV5wuwFJuxOPOgHovbevZkAEDBrBgwYI6N1bdTlQZyVUb9VrLOAbr2uBNmzZx7tw5Vq9eDcDOnTtJS0tj3rx5ODs74+DgwKeffoqbm5vturCwMF588UWGDx/O3/72N3vF27j//vvZu3ev3Vf1VWRkZDB//nzAari88847+Ptb/2bffvttm3/s5cuXo1AoEELwySefsGfPnuvKeuaZZ9i0aRP5+fn07NmTVatWMXXqVLvp8+bNIzU1FaVSybp165p1/6elpREbG2t7wIiPj+fNN9/kvvvuA2Dv3r1Mnjy5yeXW5PDhw3h4eDBw4MBGpdfHokWLiI2NxcvLi2+//ZbevXuzaNEiRo60ftcvXbqU7t2711tGXf3m5ORU53hV0ZT7Z+3atTz55JMUFhaiVCrZsWMHkyZNYvXq1YSHhzNo0CAiIyPrLQOgT58+/PnPf+bcuXP87ne/o3fv3gC4ubnx9ddf84c//IG7777bpvOHH37IlClTMJlMuLu7s379eltZixcvZt68eSxbtoydO3cSEBBQb7pMIxF2XKt1hAOYAqzu06ePKCsrE1qtVpSUlIjy8nJRUFAgDAaDyM3NFRaLRWRnZwshrG5XhBBCfUElLK93F2JpJ2F5vbsozEgR5eXloqSkRGi1WlFWViaKioqEXq8XGo1GmM1mkZOTU6sMW1lqtTAajSI/P19UVFSI4uJicfXqVXH16lVRXFwsKioqRH5+vjAajUKtVtdZRk5OjjCbzSI/7XQtvUpzUhvVpqtGkzh3JVNYLBZxJitbpJWWiYKCghZrU0nmOWF53cemV4UmvdFt0mg0Qq/Xi6KioiaPU3Z2trBYLCI3N1cYDIY621ScmVKrz3IvJrf6ODWmTZpLJ216ide7i5wLqka3qTXvvZwLx4WooVfuxeQbGieLxSLSN/5XFH//vcjNzRV6vV6o4+JbtE2lxVq7bSouPiaOHPmdKC/PbPN7rz2+I1q6TbSAmzchrK7eohJOtZqLt7akvLxcjBw5UhiNxhYtd+fOneLRRx9t0TJbk5iYGFFQUNDeatx2XL58+Tp3fzLthz03b5JoxhqftiY6Olo0y9n1jsWQtAai5tk2A3UImqiX0SKYcPQcA9xc+CSsd4fRq03pqLrdBnoJIUh/7HEkR0eCvmp7l2cazR4upL5BVOQ3ODvXP3vUkhw8eJCgoKCbftZFkqQkIUR0zbSkpCTRGq/sbyZ+/PFH+vfvb5u5u93QaDQkJCQQGxvb3qrcdqSlpXH//fdz6tSp9lZFBkhKSuLVV1/9HHh+27ZtNv+Vt+YSiyrqeJ3bIWiiXkqFxJM9fQh2de5QerUpHVW3W1QvQ3o6+R9+hO8rr+Dg4U6P5ctx9PZqYSVBf7mEclUenSYG4eDhVGceH58J+PjU/yq8pdHpdOzevZsJEybc9AayTN1MnDixvVVoV3x8fGTjuJ3o3bu3bBzfBNyam/Sq8PSDebtsm4E6DI3Qq8hoYt7JyxwpvgrA4wHejGpt/8Ydtb+g4+p2i+pl1mop3bMH/Vlr0A+lb3ckx5Z/njYV6qg4mY+kdGjxsm8EFxcXXnrpJaKjoxvOLCMjIyNzy3FrzyDfxDhKEqnlOi5XGBjRpb21kbnVEUKgee89JCcnfH7/e1yHDKHfvn04eDTsU/ZGcI/yxS2ye70bkE4kP4W316/o2fMxu3lag6oAFTIyMjIytx+ygdyBMFkEG9WFPOLvhaejAz8PH4TSjg9SGZmWQFQ6vpckCWN2NpJT9TKH1jaOq6jPOBbCgsWiR4iWic7WWJKSkgBaxbWWjIyMjEzH59ZeYnGT8VOhlsXnrrCnQAsgG8cyrUr5seNcmnw/xqwsAALeeouARrjIaiksBjOaT5LrDTEtSQqGRXxBr15z20wvgDNnznDmzJk2rVNGRkZGpuMgG8jtQHxRKdEHThNfZN0smW+wBpz4tXcntgzrxz3dbt/QtjKtixACi14PgNLfD4fOnTFrrQ9kkkPbrgO2XDVi0ZsRdkIZtyezZs26oQhgMs0jKyuLmJgYQkJCiIyM5Mcff7Sdc3BwICIigoiICJ599lnAGsEsOjqaP/7xj02ua8aMGY0KFvKXv/yFsLAwIiMj2bJliy1948aN9O/fnwEDBrB9+/brrrNYLISGhpKfn09BQQHR0dGEh4cTERFRq5y62rV7925bWkREBE5OTqhUqia3sYpt27bx9ttv10rTaDTcc889jbre3rjYa1d941gfK1asuOHIlU0Zr+bcP2+99RahoaGEhoby8MMP35CurcW5c+eIiIjAw8ODZnkAk7EiWth3cWscUVFRLe32rt2IK9SK3vtUwvfn46L3PpX4Y0qGGByXLNQ6Q3urJnOLY7FYRMbTvxeZi5e0tyqNJuPKlyLx6MPCbJb/PpoLLeAH+dDFfPH8f47ZjkMX81tBU6s/aZXK6k88LS1NBAQE2M65u7tfl3/GjBmioqJCvPDCCyIlJaXR9Zw6dUpMnTq1wXyJiYkiOjpaGI1GodFoRM+ePYVWqxV6vV707t1bqNVqkZ6eLoKDg4XZbK517fbt28WcOXOEEEIYDAZRWloqhBBCo9EIPz8/W/662lWT7Oxs0a9fv0a3rSnMnTtX7N+/v8F89sbFXrvqG8f6CAoKEhqNpjlNEUI0fbyaev8cOXJE3HnnnUKv1wshhDh27FizdW0Lxo4dKxITE9tbjQ6PPT/IrTaDLEnS55Ik5UmSdKpGmpckST9KknSh8v+u9ZVxqxFfVGqLRgVQUbnmeExXT7p2sF38HRVjXh45y17lUuy09lalFh1Zr6w/v8Sl2GlIkoRbVBSuERFVgXg6PA4Objg5dUOhuLGwvU0hNTWVHTt2oNPp2qzOjky5wcRTa5PYrMq2HQvWJVFhMLd4Xb6+voSHhwMQFBSE0WhEX/nGoy6q7uOqHzSAsrKyButZv34906Y1/Ld68eJFIiIicHR0pFu3bvTo0YPExEQOHz5MaGgovr6+BAYG0qtXL5KTk2td+/7777No0SIAlEolHh5WL0QlJSXo9XpMJtN19dXF119/zfTp0+vNs2zZMsaOHUu/fv145plnGDBgABqNBoDZs2cTGBjIwoULr7suNjaWdevWNaiDvXGx166mjuOePXuIiIggOzubcePG2T4DrFy5krCwMMLCwlizZk29ejZ1vJp6/6Snp+Pj44NT5V6NYTWiiFb1A8Bdd91lm7n18PDgpZdeIjQ0lCeffLJW/mvTt2/fzmOPVW9G/utf/8qKFStYv359rfF77rnn+OqrrwCYOnUq4eHhREVF8cEHH9TbP1V1jBgxgoiICBYvXtxg/tuZ1lxi8QUw6Zq0PwM/CSH6Az9VyrcF1xrHVegtgh/ySzhS0vCX+u1MlQF6ceKvKf7f/9CnpLS3SkDH1yv17glot2yx6eX9xG/xmvV4m4dtrouCDWcp2XW53jwB/tMZOmRVG2lkpaCggJSUFJTKtjPK25tHPj7If49eAcBotvDIxwfZfDwTgOU/XkCrq71JsqTCyB++OQ5AYZmBRz4+yJ4zuQDklbbMg8Xu3bsZNmyYzZuITqcjMjKS0aNH88svvwCwYMECYmJisFgsCCGYP38++/bta7DshISERm3ADAkJ4fDhw5SXl5ORkcHZs2dRq9Wo1Wr8/f356KOP2LhxI35+fuTk5NiuS0lJ4erVq7XqKC0tZciQIQwdOpRVq1bZjKy62lWT9evXN2q5z9SpU5k8eTLBwcFMmjSJgwcPAvDVV1/x2muv1XlNdHQ0Bw4caLDsmlw7LvbaZS9/XUyYMAGVSkVAQAB79+61fU5LS2PlypUcOnSIuLg4li5dSl5ent1ymjpeTb1/JkyYwJkzZ2whqWuOuT3KysqYMmUKKpWK3bt32wz/utLvvfdeDh48aDPS//vf//Loo48yZcoUdu3aZTPid+3axZQpUwBYtWoVJ06c4NChQ6xcuRK1Wm1Xl7y8PF5//XX27duHSqXiypUr/Pzzzw224Xal1bxYCCF+kSSp9zXJDwB3VX7+EtgHdLAICy1PidHE/NNp1xnHVVRYBM+fzeDoqNA21qzjY8zLQ/3GG1zd8xMoFGCs/qG2lJWhcHfnalw82t3f4/d//4fC2ZnSffso3bMH/2XLkBwdKf3pJ0r37rVtQNPu/oGyAwfwf3WZVd61i/LERPz++lcASrZvp+LkSfxefhmA4i1b0Kecw/fP1lu1+Ntv0Z09izBbKNm8GWEygbl6Nq1wwwbM+QX4PGudPSr8ai3mq6X4/P73ABSs+QJhMNDtqflW+dNPQZLwfuIJAPI/+hjJxRnvuXMB0KxahYOHJ16zZ1nllStx9PGh66OPApC3fAXKgAC6PjIDY14eV+Y/hT41FSSpVn91NBSujkguHe/NyciRIxkxYkSHeIjoCHydmMG1X10WAfvP57danWq1miVLlrB161ZbWmZmJn5+fiQmJjJt2jQuXLjA+PHj2bFjB//617/YunUry5cvx929Ye8rOTk5+Pj4NJhvyJAhzJ07l1GjRtGjRw/GjRuHi4uLbfZ3wYIFAGzatKnW/fLBBx9cN2Pr6enJyZMnOXv2LPPnz+ehhx5CqVTW2S5XV1cAzp8/T1lZmW02tj68vLzQarW2/0tKShq8pnv37o0y8qqoa1zstcte/qZw/PhxxowZY5udHTFiBMnJyUyYUHfgoKaOV1Pvny5dunDy5Em+//57Nm3aRFRUFGfOnKFLF/u+WJ2cnBg1ahQAffr0Qa1WExAQYDf9gQceYMuWLfTv35/g4GB8fa2+7AcPHkxiYiJKpZLg4GC6drW+gP/ss8/YsmULQgiys7PJzs7Gz8+vTl0OHTrEpUuXbPVevXqVS5cuMX78eLv63860tZs3XyFEDoAQIkeSJLtxYyVJmg/MB/D397+hDQrtQdUPikKCjTooNIITYKgjrzOwSGm86drYauh0KFQqLGFhKN/9J1JKChLUMkIBko8fBw8PFIcO4vjzXvLuvx9cXFAcOmSVY2PB0RGHgwdx+HkveZX963DwAA5795I7zRpFyuHAARTxCainTq2Wjyahvu8+q5yQgOLUaXIm3WOTHfbuA70eqY6lCtnx8Uh5GrJ+NQYAx/g40JaSVfml5BgXB3o9mSNHWOVf4kCSuFI52+QY9wu4uHIlIgIA5f5fEJ07kzF0SLXs60v64MFWed8+RFAQ6QMHoFz2anV/XUOHu7/6AJSBqrDO0xaLluKSJbi7zcXZeXSbqna78c1Td9o+Kx0UteRZdwSxJuEyFUaLLc1FqeC3Mb0B8HJ3qpW/u6fLDemi0+mYPn067777Ln379rWlV/3oDx8+HH9/f9LT0zl79izHjh1j8eLFPP/888TExLB8+XLuuuuueutwdXVt9BKaxYsX215F33HHHQQGBqLT6WoZlmq12qafVqvlhx9+YPny5XWWN3jwYJRKJSdOnCA6OrrOdg0aNAho/OwxYHPXWHWYzQ0vgdHpdDZjvDF56xoXe+1qKH9jaM5SsKaM1+bNm5t8/7i4uBAbG0tsbCxTpkzh0KFDTJo0qdYDUs3lMzXfREmShMViqTd9zpw5vPzyy/Tv35/Zs2fb8jz00ENs3rwZJycnHnzwQcC6yXD37t0kJCTg5uZGdHS0rZyqcq/lnnvuYf369fV3ogzQgf0gCyFWA6sBoqOjRUSlsXAzcK5Mx2PJF/nnwEDGennS02DiN3oDWqOZWSdrL7NwVUisHRpMTFfPdtS4/TEVFYHFgqO3NxWnT5O24j3833oLj09Wk/fBB2i3bEVYLLVmRCNiYio/RMALL1QXFhEBf/5zbfmVV2rLy5bVlmvSCNmk0aBZ9SElmzZdp1fYqmuWBKxeXVv+/LPa8ldf1pav/fL65uva8v++rS1vrd6pbfpktV29bqa/IQC9PpeLF8cR0OMOunRuG921Wi2bN29m3LhxBAYGtkmdHZ2F4/ux4XBGLQPZVenAwnH9W7wuIQRz5sxh5syZTJpUvUKvsLAQV1dXXF1dSUtLIzs7m8DAQAYOHMi0adM4evQowcHBfPrppzz11FMNGsghISGkpqbSu3fvBnUqKCjA29ub/fv3U1hYSFRUFEajkdOnT5OXl4deryczM5OhQ4cCsGbNGh577LFaBlBWVhYuLi54e3ujVqs5c+YMPXr0sNuuKjZs2MCOHTua1olN4Pz584SEhDSYz9642GuXvfwN0alTJwoLC+nWrRsAkZGRvPjii5SVlWE0GklMTGTVtd+v19CU8QoPD2/S/XP58mVMJhP9+/enoqKCtLQ0evToAUDnzp1t45lyA0vtIiIiyM3NJSUlpZbnkQceeICxY8fi6OjI7t27Aev3Vbdu3XBzc+P06dOcOHGiVlne3t5kZmbaIoLecccdLFy4kMzMTHr27El6ejrOzs52Z5xvd9raQM6VJMm/cvbYH7C/mOgmwiIEW/KK6eTowATvTvR2dWKohxuulX6Muzk50s3J2tVrhwbb1iLf7saxMBqRlEos5eWk3jUOr9mz6b5kMS4hIQRtWI9reDiSgwMBr75K94UL7Rp+7YGjjw/+S/+Kz++flvVqBtq9pyoHlgAAIABJREFUVyg/nofvc8OQHOreCuHs7EtIyN/bVK/y8nJ0Op28vKIGbk6OfDwriq+PZNjSfjMiEFenll8ek5CQwKZNmzh37hyrKx8sd+7cSVpaGvPmzcPZ2RkHBwc+/fRT3NzcbNeFhYXx4osv2taGNsT999/P3r177b6qr8m8efNITU1FqVSybt06JEnCycmJt99+m9GjrW82li9fjkKhQAjBJ598wp49e2qVkZGRwfz51iVVZrOZd955B39/fw4cOGC3XYcPH8bDw4OBAwc2rvPqIC0tjdjYWAoLC6moqCA+Pp4333yT+yrfju3du5fJkyc3WI69cbHXrvj4+DrzBwQE1FvPokWLiI2NxcvLi2+//ZbevXuzaNEiRo4cCcDSpUvp3t3ui2egaeNVRWPvn4qKCubOnUtZWRlCCGbPns2QIdY3ey+++CKTJk0iOjqaXr161atjQzz44IOcO3eu1uy+l5cX/v7+GAwGWx9MmjSJ1atXEx4ezqBBg4iMjKxVzuLFi5k3bx7Lli2z9f+HH37IlClTMJlMuLu7y7PJ9SC15m72yjXIO4QQYZXyP4ACIcTbkiT9GfASQvypoXKio6NFR/PlJ4Qgz2DC11mJEIK7Es/Rz82Zz8L6NHhtfFEpz5/NYMXgwNvWOL7yzEIkR0d6vrcCsK7rdRk6FJcBA+q9rmrmtuL4cYK3bG4LVRuFrFfTKD+hQX+xmK4P2p+FFMKCJMmu2m8USZKShBDRNdOSkpLE7RwlsKKignHjxhEfH4+jY8vNE+3atYu1a9eyYcOGFiuzNRkzZgxbt27Fy8urvVWRqcF9993H4sWLG/UAJ3PjJCUl8eqrr34OPL9t27bSqvRWM5AlSfoP1g153YBcYCmwBdgIBAIZwMNCiLoXINagIxrIL53PZJemhKN3huCokFDrjXR3ckQhzzzVSfH/NnF1/356rnwPsG5UkxwUeNVYYyUjU5OTJxdiNBUTOaxhN1Qy9pEN5Lr58ccf6d+/f6OWWdyKaDQaEhISiI2NbW9VZCopKCjgzjvv5M477+SLL76Q32S1EfYM5Nb0YvGonVN3t1adrcmZqxX8K03NuwN70UXpyBSfLoR4uGBBABJ+zrePS6jGoL90ieL/fovPH55H4eSEpaICc0kJlvJyFG5ueM+b294qyrQTwiJAgORQ/5e/l9dozOYbi6rVVL788kv69u1LTNX6dplblokTJ7a3Cu2Kj4+PbBx3MLy9vTl//nx7qyFTifz+sh5Sy3Vk66x+JyxCcKi4jAvlVmfno7p6MCugG04KuQsBLAYDV/fvx1TpnN545QpF69ejP2f9Y/d6/DGCvvwCRY11gzK3J4bMUrKWJqBLLa43X48ejxIY+EQbaWUNDezh4YGLy415YbhJEDV3u8vIyMjcjlT5wK4L2bqzQ7HRxLgj51idaTX4wjzdUI0KZXjnhn1s3i5Yysow5Vt9oZqys7ny1AK031t317qPGkX/AwdwHRLWnirKdEAUbko87gxA6WPfvZTFYsRiqcspYuuhUCh46KGHbDu+b2UUCkVKTk6ORTaSZWRkblcsFgs5OTkWnU5Xp1P3DuvmrT1YmppFkdHEysFBdFE68nFoENGdqg1iR4W8HkiYzUgODgijkdTxd9Np8mT8/vp/OPXuTeAXX+AaaQ29KSmVONxGkchkGo+ymytdJgfXm6eo6CCqE08QHf0tnTs1HCShJRBC3DZr/iwWy68vXbqkysnJ8b5d2iwjIyNTEyEEOp2ucO3atWuBLkCt+O+3tIFc5S3in/6dGPDl51SoVLV28ufoDewp0DIrwOpz0d1BgdHiYPuhvM/HfnSclsCYl0f+qg+v06u9sadX9iuvYMrLI3D1aiSlku4v/BHnfv1s593vGNke6srcZJhLDSg8lPUaoy4uPejd+2ncXIPaTK+dO3eiVqt54om2W9bRXkRFRWVOnTr1d8CDQAEgTyXLyMjcjkiAF5C8bdu2iponblkDOb6olFknLlIhYPb5bN5KPsOwlBT0FgsOSDgqJL7TlPDKhSzGdPWkt6szf+rj3ya6VRmgJZs3dygftXXpdWXhQnq+/z6SJOEycBBm32qH4l2mT29HbWVuRoQQqN89inu0L12m2I+u5e7el77Bi9tQM2uktttk/XEV2wA9MASQX/fIyMjcjliAROC6Wcpb0kDef/kKcy7monOwNk/v5MxL8xfz7DdrWL33OG+bS5n267uY4efFiINxeCfkQ6W/waL//AdHXz88x48DoHDtOpwCe+ExdqxV/vJLnIL74jHGusu9YM0XuAwcgHtlGOGCTz/FJWyIbTY1/+PVuEUOw234cIxqNZnPPof+7FkEXGcYW3Q6Cr/8CvdRd+I6ZAiWsjIK163HPWY0rqGhmEtLKdrwHzzG/gqXQYMwFxdT9M1GPMbdhcuAAZgKCyn+77d4Trgb5759MWk0FG/ajOevJ+Lcpw/G3FxKtmyl072TcAoMxJidTcn2HbjdcQclmzdT+sMBnCPmITl5IUqtYTlNuXmYi4tx7NoVr1mPt+q41Ycxt4yCDSl4zxyE0rfjrAOX9WoaxpwyJCcHlAEe9ebT63NRKr1RKNruK+p2c3u2bds2C7Cr8pCRkZGRqUGH3qQnSdIUSZJWFxYWUl5eTmlpKVqtloqKCgoLCzEajeTl5SGEsMVZ35qaxpwLaptxXIXe2ZmVj8wj5PIFXPfuoby8HMvVUtw++wTN5s1YLBbUajUFn31O7mbrg0R2djYFn3xC3rbtmEwmCgoK0Hz0EQXff09ZWRllZWVoPviA4p9+pqCgAJPJRN7KlZQlxJOdnQ2AZsUKyg4eRK1Wk7VkCbrkZITReJ1xXFFRQaFajWb5cvJ+ibO2KS0NzfLlqOPiAVBfvGg9f/AgRqORgvR0NMuXU6xSUVpaytWsLDTLl1N29iz5+fkYcvPQLF+O4dIlsrOzMeXkWOX0dHJzc9FlZKBZvpzsV16h+NvNuEQ/jcLTH9c7FoGDEwC9/rOBAoPB1h81/1er1VgsFmtdBgPFxcWNHqeqMnJycqxBV/LyMBqNtohPWq2W0tJSysvLKcorRPP5KUy55eSvOU3Olew69cnNzbWNk06no6SkxDZOJSUl6HQ62zjl5ubecJtys9Tkrzlt0ysrPbPRbSouLsZgMJCfn2+791qqTVnpmbX0yrmS3Sbj1FCb0lIvs/OzzXxh+JEfd/5ATka23TYdPjKNM2f+1CLj1FCbsrKy+P7773nzzTf5/vvvKSgoaJNxaqu/JxkZGRmZptOqkfRaiqYECok+cJpMvf0lCz2dlSQOH4BUuYFMGAwgSTbZYjAgNVVWKJAqozHVJxvz8tD8+99c3XMY54h56I58jKVypnZwylmEENbwy5X5bbKDg3Vj3LWyxYIwmZouOzoiKRQ22VxURO57cQhjVyQHJ4TZgEmdjC5xtVUvo9UNiqIytKwwWgCBpLQnmwEakCUkpaJO2WIwV/axVc5fewbduUIwCXCUcBnkhfdvBiE51sivkJolW/vU0rDsICE51JYLvzlHxZkCm16uId54/WYQwmRBclAgOUgIi2ie7KhAUtQhmwXCXL9csOHs9f01c3DleQvCLGrkr5SVCiSpDtlkQVgalm33hh05I/sKX3+1AaPZhFmy4CAUKB0cmT5zBsHBwSgUCsxmM2azGUdHR9S5m3BS+v5/e3ceHld1p/v+u2qQVBqtwbOxMYMHsB0wUwyBkEN8gBySToA0gdvJOel2ws3TmTq5nXROn6ZJctqd6dAnCZ3T6IanQ4chJBguaUITSLANxgZsjC3L84A8aLRUKlVJVaWa1v2jStuSB4ww0t4uvZ/n0WP/tKWqd1dtW79aWrUW1dVXEQzm5ysPHR+qM5kMuVzutHVJSf7F3snqlpYWVq1aRSqVcu47GAxyxx13FM0GEifbKERERN6ep0eQ343/vXA2oVOsNlE6OMj/XjjbaW4BTEnJiNr3buphW5W+XR2cMoVpf3sPlR/5e/xV0wkt+zKUHfv1tzFmxNc7td9/8trnO2lt05b00bhTp9viDGzqcOr4m0fpfWqvU/c+0wV2KqYwamz8JQRmXEZgdn7aSPjXu+m6/00nZ89ju+j62Van7v7lDroatx2rf7Gdow82O/XRnzfT/dAOp+56oImeh4fVP9tKz2O7jtU/fZPwb3YD0L+xg+T2QhMKkLEkm3vo+n+bnK/v+P5GIs8ccOr2la/R9x9vOXXbd16l74WDx+q/X0/0xUP5Igdt96wntjY/+mvTOdruWU//K635OpnN1xvyL2Ry/Wna7llP+Ik9JHeGR+baGSa29jBt96wn3pRfHjBzNE7bPetJbM+vIpPuGKDtnvUkd/UA+TWB2+5ZT3Jfb74+GKXtnvUMHsivETy4P0LbPetJHYoCkNzbS9s960m39ufrXT35umMAgN6n95308Yq9dBiA+BtdtN2znmws/1uBgdc7aLtnPbmB/IvK/g3ttN2zHpvMv6iJrWul7Z71kMm/hyu29ki+Ltx89I+HaLt3vfPY9j1/kPbvvurUkWcP0LbyVV57/hWSuRRZk7+drMmRzKV4+OGHiUTy57plyxZWrlxJf38/M6bfzoEDpaxcuZJ4PL9ZyGuvvcbKlSsZHMyvRb5hwwZWrlxJJpN/4/G6detYuXKls6bl2rVr+d73vudkefHFF/nhD3/o1M8//zyPPvooiUSCbDZ/vplMhkQiwebNmxERkYmr6OYgf6C2il8uOY9PNx0gkTs2Ol6WzfDDZ37FB276JxfTQe8Te8gl8iOmvqoGqv7L35Da/siIr8mlsuRiKfyTyjB+Q7orzmBLHxVLp2ICPhK7w8Q3d1H3p/Mwfh/9r7QSXXOE6d+6EuMzxNYeIbb2CDP/4RqMMcS3ddO/vo2Ky/NvsMv2JkkVGiyA9KGY0/AMMcZQtuSTAJRfOsVpoAAqlk4hV2igACqumIrNHLuBiiunw7DfTFQumw7DXrRUXj3DGR0GqLxmJr4yv1NXXTcLX0X+RUj0uZaTPo6ZzmM7rFV/eDaBhmNr6lYvnzNi3m3NjedSMnNYffNcSmZXFU60UJ9bnS/9hpqb51J6Xk2+Dvjy9dDxUj81N88luuZwYeT8GJvO0b+uNX97M/L356ssoebmuQSn5Wt/db4OFPIFJpXmjxfy++vK8sfr83WgPkTNzXPx1+bfPBacXKhrSvPHp1bk6+r8i5tE80mXc6T/5Taqr59N8Jwqam6e6zzeJbOrqbl5LqYw4lt6bqEujLaXnldDzc1zneev9IJJ1ASOPXdl82rxhY79N1I6bxKmIl+3t7fz8I4n+chl15N+49j1Nlw91YRC+XOdOXMmy5cvx5h+ksl+Zs2axfLlywkWXpDOmTOH5cuXEyi8gJw7dy7Lly/HV9is57zzznNGjwEuuOAC57YBLrzwQqqqqpx6wYIFHDlyxJmeICIiMqToplgMWdcbc5rkkM/wyyXn8YHaqtN/4xjq39hB32/3j2isTNBH+eVTSe7oYfLd7yNQV8bA6x30PrmXaX9zJYFJpfS/2k7k/9vH9L+9Cn9VCQMbO4itOcyUL16KLxQgsStMckcPkz56PiboI9XWT6YrTmjJZIzPkB1IQ86ecmmtU+Wq+ZPzqbx82glfP568mk25jslkMgQCAQYGBviXf/kXrrvuOq644gqSySTPPvss73//+3n5mdXsbNt7wvcunHkhd3zu/xrxubda/pkDB+7j+g9uw+8f250Xn3zySZqamk74/JIlS7j11lvH9L7Hi6ZYiIiMXtFNsRgyNJI8qzToenNsMzkSzd1E/+Otk446xrccpfSCWoy/MEp3Xg21fzrPGeUrv2Qy0751pTOqWnHFNKb99RXOyF1oQR21t17ojMqWzKik/JIpmMKon78iiL+q5JTrzlZeMY2yhXUQKBwPGMoW1rneHIN3s03kXOnCG0xzuRz3338/L7zwAgDl5eXMnz+furo6AMrKyrj11luZMWMGV/3nayjzleC3+WvUb32U+Uq4avk1J9z+lMk3ctHCH415cwywdOlSQqGQMyodCAQIhUIsXbp0zO9bRES8q2hHkN1ms5ZcMoO/Ikg2mqL9H1+j7KI6BvdEPDfqCPlpHZ33vUE2Moh/UilTv3aZ80Yrt3k120TJlUqlnDe2PfLII1hr+bM/yy/5t2bNGhoaGli06PRbig8OJHnuvt+wPXOQiwNzuOlrn6S0wv11h1OpFC+//DIbN27kiiuu4Nprr3XOtxhoBFlEZPTUII8Bay2d/7SZ4IwK6j+1AIDU4RjBGZWEH991wsoH9XctdDlxnlfXzgXvZivGXMlk0tkw49lnn2XPnj189atfBWDTpk1Ya7niiivGJJe1lkjkdSor5xEM1r6r+5CR1CCLiIyeGuT3SP9r7QzujzjNbv9r7firSghdVD/i67w66igTVyKRoLS0FJ/Px4YNG/jDH/7AN77xDUpLS9m9ezdHjx5l2bJl+P1jf52mUj28vO5KLrzwfzD7nM+O+f1NBGqQRURGr+hWsRgv2b5B4k1Hqbx6Zn792lSWXCKTXyM36KPyqpNvW+0r8dPw2YudUTQ1x6eXSqV46aWX2LRpk6d+BX625komk/j9foLBILt27eJXv/oVX/jCF5g6dSqzZ8/mgx/8ILlcfhrQ/PnzmT9//rhl9/srueSShygPnTtu9ykiInI8jSCPQrY/hQn68JUGiG/rJvzITiZ/4X2Uzql2O1rRamlp4fHHHyedTjurJXhhI4ezLdcnPvEJ5s2bR0dHBw888AC33347F198MdFolM2bN3PppZdSU1PjWm4ZOxpBFhEZvaJdxeK9lgknaV/5GvE38xtAhBbUMe0bV6g5HmObN28mkUg4m0EMbeTw4osvOp/r7u6mubnZ2ezh6NGjNDc3O6OgnZ2dNDcf27iko6OD7du3O3V7ezs7dhzbuKStrY2dO3c6dWtrK7t2HdvI5MiRI6xZs+akuTZv3syhQ4fYt2+f8/UHDx5k//79Tt3S0sKBA8c2Nnnrrbd4661jG5scOHCAlpYWp96/fz8HDx7b6GTv3r0cOnTIqffs2cPhw4ff9vH64x//CMDkyZO57rrrmDJlCgDV1dVcf/31nmmOo9Em+vrePP0XioiIjCFPN8jGmI8aYxrD4TDxeJxYLEY0GiWRSBAOh0mn03R1dWGtpb09v9PZ0KL/7e3tWGvp6uoinU4TDodJJBJEo1FisRjxeJxIJEIqlaK7u5tcLkdHR4dzG9Zajvzrm/T9voXOzk5slZ/AtVMws0L09fURTyUYLM3S19dHMpmkp6eHTCZDZ2fniBxDf3Z0dJDL5eju7iaVShGJRMb9nIb/2dnZSSaToaenh2QySV9fHwMDAwwMDHjinDo7O4lEIk6jd7xDhw45TeLGjRt54oknaG9vJ5PJ8MYbb/DEE08QiUQYGBhgy5YtPPHEE845NTU1sWrVKidHU1MTTz31lHNOb775Jk8//bRzTq+99hr//u//7pzTunXraG1tPeV1u3r1ap5//nnnnFavXs0LL7zgPE9r1qzhhRdecJ6noeNDeV588UX+8Ic/OM/TCy+8wOrVq53n6fe//z3r1q1znqdnn32WV1991XmeTqayspLu7m6y2SyXXnopFRUVnrz29u79Mdt3fFP/nt7DcxIRkdHTFIthBlv6SLf2U3nNTADCT+whUFtG9Q2zx/y+Jb+CgTGGI0eO8OCDD3LnnXfS3Nx80o0c5s2bxx133IHf73cakYaGBnw+n1NPnjwZYwz9/f3E43Fn1LS/v59EIsHkyZMBiMViJJPJEfXg4CANDQ0ARKNRUqnUiPp3v/sdu3fvPiHXkiVLuOGGG8hms856wJFIhFwuN6K21lJbm1+lobc3v8308NoYw6RJkwAIh8P4fL4Rtd/vd0Z9e3p6CAQC1NTUnPUbXyQSraTTYaqrF7sdpWhoioWIyOgV9Zv03smSUum2AUpmVgKQaO4h/mYnFVdNxwR81N0+b7wjT0ipVIqHHnqIRYsWsWzZMqZNm8Z1111HQ0MDS5cuZe/evSfMqb366qudVRUqKiqoqDj2/B5fV1ZWUllZecq6qqpqxBbEx9fV1SOn0VRXV7Ns2TIOHTp0Qq6lS5eeMF1hqLE9VT3UGJ+qHmqsT1XX1x9bKeVUj9fZsvFFKDSTUGim2zFERGSCK9oRZGc5tb5B/DUjl1MbGqkc2NhB76q9TP3qUoLTKsjF05igDxPUyhJj7eWXXwbg2muvBWDVqlXMmzePxYtPHDn06kYOyvXeSqV66Am/TH3dBygpaXA7TtHQCLKIyOgVbYPc8+jOEzbkqLl5Lj0P7aB6+RxCF9eT7U+R3NVLaHE9vtKiHkx3XWtrK62trVx55ZUA/OY3v8EYw+233+5yMvGK7p41bN36F1y29HEmTVI/915RgywiMnpF2RX2b+wguTOcb44BMpbkzjCl50/CX1OCCRgA/JUlVFw+1cWkxSuTydDS0sL555+PMYadO3fy+uuvc8kll1BSUsJtt92Gz+fp94jKOKurvYb3X/U8ZWWaYiEiIu4qyg4l+lwLNp0b8TmbzhF9/iANn11E2fy6U3ynnInBwUHS6TQA27Zt4+GHH3beZX/11Vfz9a9/3flVv5pjOZ7PF6Si4nz8/jK3o4iIyARXlF1K9U3nYoIjT80EfVTffK47gYrY0BSdo0eP8oMf/MBZL3jBggXcddddzsoR5eXllJaWupZTvK+9/UnC4VfcjiEiIlKcDXLlFdMoW1gHhakUBAxlC+uovHyau8GKSDab5aGHHnLebFdfX8+yZcuchjgUCjFv3jwCgaKcxSNjYP+B+2jveNLtGCIiIsU5Bxmg9vZ5pO57g2xkEH9lCbVasu2Mbdy4kYGBAa6//nr8fj/V1dWEQiEgP2Xiwx/+sMsJ5Wy27P0vkM0m3I4hIiJSvA1yhizbFvaw6c03uPyiy6gnSwnuL9+WSqV46aWX2LRpk6eW4DpZrkgkQktLi7PyRFtbG319fc73fOITn3ArrhQhvz+E3x9yO4aIiEhxLvPW0tLC448/fsJmCXfccQfl5eUEAgFns4XOzk6CweCIuqSkxNmsoaOjg7KyMmdzh+Pr9vZ2ysvLnc0h2traqKioGFFXVlZSXV1NS0sLjz32GNls1snl9/v5+Mc/zsKFC8lms3R2dlJdXU1lZaVT19TUUFFRQSaToaury6nT6TRHjx5l0qRJlJeXO3VtbS2hUMjZIneoHhwcpKenh7q6OsrKypy6v7+fp5566oTHa+HChWzZsoWvf/3rVFRUkM1mnc05RN5LfdGt9IbXM2vWpwkEKk//DfKOaZk3EZHRK8o5yJs3byaRSJDJZID8kmOJRILNmzezatUqnn/+eedrf/3rX/PHP/7RqR977DFWr17t1I888ggvvfSSU//bv/0br7xy7I1Ev/jFL9iwYYNTP/jgg7z++utO3djYyFBzv2nTJgYHB0fkGhwcZO3atUB+FLexsZHm5mYA4vE4jY2N7NixA8hvkdzY2OhscRyNRmlsbGTfvn1AfovixsZGDhw4AOS3IG5sbOTgwYMAdHV10djYyOHDh4F8c9/Y2MiGDRtO+nglk0mnOQbUHMuYiUReZ/+B/4UxRftLLREROYt4ukE2xnzUGNMYDoeJx+PEYjGi0SiJRIJwOEw6naarqwtrrbOcWFtb2ylvL5PJcN1113HZZZcRj8eJRCLceOONXHzxxeRyOTo6OvjYxz7GBRdc4NzWxz/+cc4//3wymQw9PT3ccsstLFiwgIGBAQYGBrj55pu5+OKL6enpIZPJcOONN3LJJZc4OW688UYWL15MR0fHKXOVl5eTSCTo7+/nk5/8JPX19VhriUQi3Hnnnc5Wx9FolE996lPU1NSQTqdJp9Pcdttt1NfXE4vFCAaDfOxjH2PatGl0d3dTU1PDTTfdxMyZM2lra6OhoYEbb7yR6dOn09nZSV1dHbfccsspp3hks1lKS0vp7Owc8dgO/dnR0UEul6O7u5tUKkUkEhn189Te3o61lq6uLtLpNOFwmEQiQTQaJRaLOc/T0Gj40PN0sjydnZ3O85RMJunr63Oep76+PpLJpPM86Zy8dU4N9XdxxeUb6O8fLJpz8srzJCIio1eUUyyefPJJmpqaTvj8kiVLuPXWW9/LaKOiXCIy3jTFQkRk9Dw9gvxuLV26lFAo5CwxFggECIVCLF26VLnOolwyMVhr2b37Xq2BLCIinlGUI8iQn8/78ssvs3HjRs+tFqFcIsek031sePXDzD33LznnnP/mdpyioxFkEZHRK9oGWUTOLtbmMKYof6nlKjXIIiKjp59GIuIJao5FRMQr9BNJRFzV2vor9uz9B7djiIiIONQgi4ir4om3iEa3uh1DRETEoVX5RcRVF17wLbcjiIiIjKARZBERERGRYdQgi4hrEokjbNnyWfo0xUJERDxEDbKIuCadiZBK9WAwbkcRERFxeLpBNsZ81BjTGA6HicfjxGIxotEoiUSCcDhMOp2mq6sLay3t7e0AtLW1AdDe3o61lq6uLtLpNOFwmEQiQTQaJRaLEY/HiUQipFIpuru7yeVydHR0jLiNoT87OzvJZDL09PSQTCbp6+tjYGCAgYEB+vr6SCaT9PT0kMlk6OzsPOltdHR0kMvl6O7uJpVKEYlEdE46pwl/TiXBC5g//5f4/ecXzTl57XkSEZHR00YhIiJFTBuFiIiMnqdHkEWkuO3Y8dfs2/d9t2OIiIiMoAZZRFzj85VifCVuxxARERlB6yCLiGsWLPifbkcQERE5gUaQRURERESGUYMsIq7o6nqOV1+7mWSyze0oIiIiI6hBFhFX+AOVhELnEAzWuR1FRERkBM1BFhFX1Nd9gPq6D7gdQ0RE5ASuNMjGmBYgBmSBjNboFJl4rLUYox30RETEe9ycYvEha+0lao5FJh5rLeteuZqWgw+4HUVEROTw1UkCAAAW5UlEQVQEmoMsIuPO2hRTp3yEyooL3Y4iIiJyArfmIFvgeWOMBR6w1jYe/wXGmM8DnweYPn06W7ZsGeeIIjK2Pko8DkeO6N+2iIh4i7HWjv+dGjPDWttmjJkCvAB8yVr70qm+/vLLL7ebNm0av4AiMqZyuRTGBDUHeRwYY97QVDYRkdFxZYqFtbat8GcX8BRwpRs5RMQd+/f/iHWvXI0bL9BFREROZ9ynWBhjKgCftTZW+Pt/Br4z3jlExD2Taq8iEKjSCLKIiHiSG3OQpwJPFX4wBoBHrbXPuZBDRFwyueEGJjfc4HYMERGRkxr3BtlaewB433jfr4h4g7VZMpkYweAkt6OIiIiclJZ5E5FxFY8f5KWXL6Oj47duRxERETkpNcgiMq4CwWouuOBbVFcvcTuKiIjISbm1DrKITFClJQ3Mmb3C7RgiIiKnpBFkERlXyWQbmUy/2zFEREROSQ2yiIyr7Tv+H7Zs/XO3Y4iIiJySpliIyLg6d87dWJtzO4aIiMgpeXoE2RjzUWNMYzgcJh6PE4vFiEajJBIJwuEw6XSarq4urLW0t7cD0NbWBkB7ezvWWrq6ukin04TDYRKJBNFolFgsRjweJxKJkEql6O7uJpfL0dHRMeI2hv7s7Owkk8nQ09NDMpmkr6+PgYEBBgYG6OvrI5lM0tPTQyaTobOz86S30dHRQS6Xo7u7m1QqRSQS0TnpnCbkOWUyC5g06dqiOicvP08iIjJ65mzY6vXyyy+3mzZtcjuGiJyhdDrC4GAn5eVz8flK3I4zIRhj3rDWXu52DhGRs4mnR5BFpDgcPPgA4d4N9PSs5bXXP0I8cZBw7wYOHnzA7WgiIiInUIMsImOuqnoJzc1fBhNg0cU/ZjDZTnPzl6nSWsgiIuJBapBF5D2Ryw1ibRbI75Z3pPVRZzm3bGaAYGASe3bfQ//AXrbv+DqLFv2EutplbkYWERE5qaJskId+nTucF36dq1yj59VsEy1XJhMjHH6FdLoXgP7+3TRv/yvi8bcAOHr0eVavuYj+/j0AxGLN7N79dySTrQD4fKWUhWYybdonaGm5n5kz71JzLCIinlWUDfLQr3OHGoVw7wZP/DpXuUbPq9nO9lzWZkkm20in+wBIpcIcOPBjYrGdAPQP7OWVV66lu2cNAAMD+3hzy2fo69sCQDaXJNq3xWmYKyrmc955XyMYnARAff31fOCa9VRUXFCor2XOnLvp6Hyac8/9Iq2tj57QyIuIiHiF/95773U7w2k1Njbe+/nPf/4df30odA5V1Ytpbv4yAwP7eKvlpyxefD91tcvo7X2ddLqH0tKpAPT2vko6E6G0dAoA4fB6MpkYpaWTC/UrZLJxSksaAOgJryOXTVAyVPe8RM6mKCmpB6C7Zw3WZikpqcvX3aux1lJSUktZ2UywOfbs/S7ZbJz9+7/P7HP+gpqapQSDk8jl0vT0vIQxAYLBGrLZQcLhlzGmhGCwmmw2STj8Mj5fKYFAFdlsnHB4HT5/iECgkkymn3D4Ffz+CgKBisKo33r8/koCgQrS6T56ezcQCFTh95eTTvfS2/sqVVUXM6n2SrZt+yL9sR0cPPgvLFr8UyorLqS39zWCwXr8/lIGB48SibxOSUkDPl8pg4OdRCIbKSmZgs9XQjLZTiSyidLSafh8QZLJtkI9A58vQCJxhL6+Nygrm4ExARKJQ/T1baasbBbG+InHW+jre5NQaDbG+IjH3yKV6mbq1Fto3v4VEskj7N//v1i8+J+pq13GwMA+YrFtlJefC0B//x5ise2Ul88p1Lvp799NKDQbgFhsJwMDe4bV2xmI7ycUOgeAaHQb8XgLodCsQt1EPHGIUNlMAPqiW0kmjlBWNoNQ6Bx8/hC7d/8t2WyC/ft/wNy5XyRUNouysmkARCKbGEwdpax0WuFaG/trr6x0BvX119Hc/CX6+jZz8FAjixffT3XVIrZsXYHPV0Jl5TxSqaO8sv4DlIVmUV29mHQ6QtO2u6mueR9VVRdhsSQSB5lUexVlpdMIBKqpr7uW6urF+P1llJVO45xz/htlZdMBCAYnUTvpSgKBKgB8vhICgUqMyb8GH2rUFy36CTNnfNL591lVvdh5/GVsfPvb326/9957G93OISJyNinKEWSAutplzJx5F+0dqwgGa51f5+7Z+21aWn7mfN2u3X/HwYPHfnbs3PXfOXT4QafeseOvOXL4Iafevv2vONL6qFNva/4SbW2PH6u3fYH29lVOvbXpc3R0Pg3kR+32H/gRlZULaGm5nxnT/5T9B37E0aO/ByCbjbO1aQVHu/8AQCYTZWvTCnrCawFIp8NsbVpBOPwKAIODnWxtWkGk9zUgv4Xv1qYVRPryS+IlEofY2rSCaDQ/6hePH2Br0wpise0A9PfvZWvTCvr7d1FXu4z6+g/S2fUMDQ03UFe7jGh0G1ubVpBItADQF91cqI8A0Bt5na1NKxgczK8N29u7ga1NK0iljgL5Bm5r0wrSmfwoY3fParY2rXDmpR49+ge2Nq0gl0sC0NX1XKHOANDR+Qxbm1ZQW/t+Zs68i9bWR8hmB5znsq39NzRt+0vnsW5t+xXN27/i1EeO/JLtO77m1IeP/IIdO7/p1AcP/Zxdu/72WH3wAXbv+Xunfqvln9mz5ztOfeDAP7F33z869dGu5/D7q5wpA52dz3DgwH3O8T17/ydvvfWTYfX4XHt1tcuYOeMujna/QEXFPOpql+H3lxfmCOc36AgG61mwYCW1k94PQGnpND50/S5mTL89X5c0cNFFP6Sm+n0ABAIV1NZeRTBYw7sRizaNmHNcV7uMRYt+Qiza9K5uT0REZCwV7TrIQyNWUybfSGfXs86oY3//bny+EsrL5wIU6jJn1DHWv4uAv3zYKOMOAoEqZ5QrFttOIDCJUCg/qhiNNVMSrKOsbEa+jjZRUtIwsi6dQlnpNKzN0dr6GPsP3MesWX9Ga+sjnDf3r5g8eTmlpVPI5TL09++gtGwGpSUN5HJp+vt3UlY2g5KSBnK5Qfr7d1NWNpOSknqy2UEGBnYTCp1DMFhLNpt0RkiDwUlks3EGBvYRCs0hGKwhkxkgHt9PeflcAoEqMpl+4vEDlJfPJRprprn5S0xu+DBHu//AokU/paryYhKJFioqLiiMOPeRSBykouJC/P4Q6XQvicRhKirm4feXkUqFSSaPUFExH7+/lFSqh2SylcrKBfh8JQymuhlMtlFZuRCfL8jg4FEGB9uprLwIny/A4GAXg4MdVFUtwhgfycEOUoNdZDL9NG//ClOnfoyOjidZvPhn1NUuI5lsI5Xqobp6MQCJRCvpTC/VVYsK9REymT6qqi4u1IfJZPqpqloI5N9Ils0lqKpcUKhbyOUGqaycX6jfIpdLU1k5D4CBgQNYslRWXAhAW9sq9u77B2bN+jStrY9ywfnfpKZmKRUV5xWurT34fMHjrrWxv/biiYP5a3/KR+jq+h2LFv1U830nMK2DLCLyLlhrPf9x2WWX2dHoCa+3a1+63PaE15+0dotyjZ5XsymXnC2ATdYD/4/rQx/60MfZ9FGUUyy8+utc5Ro9r2ZTLhERkeLl6QbZGPNRY0xjOBwmHo8Ti8WIRqMkEgnC4TDpdJquri6stbS3twPQ1tbGnDl3M5g8F2stXV1dpNNpsPOZMuUzRKNRYrEY8XicSCRCKpWiu7ubXC5HR0eHcxvD/+zs7CSTydDT00MymaSvr4+BgQEGBgbo6+sjmUzS09NDJpOhs7PzpLfR0dHBOed8jlz2QlKpFJFIhHg8TjCwiNraO097TgDt7e0jzikcDpNIJM74nKZO/a/4fReNOKfy0KVUVt5+2nPK5XJ0d3ePOKd3+jy9k3OaPPnT+MzCEeeUGpzLnDl3j9nz9E7OacaMPyeTPn/EOSUTc5gz5+4xe57eyTnNmXM3ycScEbeRGpzLOed8bkyfJzf+PY31tVcs5yQiIqNXtHOQRUREc5BFRN4NT48gi4iIiIiMNzXIIiIiIiLDqEEWERERERlGDbKIiIiIyDBqkEVEREREhlGDLCIiIiIyjBpkEREREZFh1CCLiIiIiAyjBllEREREZBg1yCIiIiIiw5wVW00bY/qAvW/zJTVA3ymONQDd7/J73+7YmR4/k1ynO16MuU6XbSyfq2LMdaa3fTbmOt3xYswFcKG1tuZtjouIyPGstZ7/ABrf7XFg0xl877u+37HMNZa5vZrrdNnG+LkqulxjfA15Mtc7uO2iy/VOjutDH/rQhz5O/Dhbplj8+xkef7ffe6b3O1a5Tndcud7b48WY60xv+2zM9U6Ov9vv9WquM71tEZEJ6ayYYnEmjDGbrLWXu53jeMo1el7Nplyjo1yj49VcIiLF7GwZQT4TjW4HOAXlGj2vZlOu0VGu0fFqLhGRolX0I8giIiIiIqMxEUaQRURERETeMTXIIiIiIiLDqEEWERERERlGDbKIiIiIyDABtwO8l4wx9wGrrLWvuJ1lOGNMHfBFoA14EPjvwDJgJ7DSWtvrYrYPAbcB5wAZ8jsW/txau8/FTAHgL4BPADMAS/6xexp40FqbdiubyFgyxpST/7/CAj8FPgXcCuwCvmOt7XcxnojIhFFsI8ifBn5sjDlojPmBMeZStwMVPAxUAJcBq4FpwPeBBPALt0IZY74HfAZ4FUgDB4D9wG+MMZ90KxfwS+AS4F7gI8B/Ab4NvI/8Y+lJxhjXluMyxviNMXcbY75rjLnmuGP/w61cb0eP10n9ApgKzAV+B1wO/AgwwP9xL5aIyMRSVMu8GWPetNZeaoy5kPzIy6cAP/AY8Ji1do9LubZYay8xxhjgiLV25vHHXMq1zVq7uPD3ALDWWnuNMaYWeNlau8ilXLuttfNPcWyPtXbeeGcadv91pzoEbLXWzhrPPM6dG/NzoBx4nfwLxbXW2q8Vjm221i51KZcer9HlGv5/RTsw3VprC/VWa+0SN3KJiEw0RTXFgvyvJbHW7gW+C3zXGLMEuBN4FrjApVy+QtNZBVQaY8611rYYY+qBEpcyAeSMMXXW2jD5qQx+AGttb+EHslt6CyPYq6y1OQBjjA/4JODadJSCo8BB8g3eEFuop7iSKO/KoebJGHM/8DNjzJPkr303n0s9Xu9CoSl+1hZGMAp18YxmiIh4XLE1yCf8YLPWNgFNwLfGP47jH8nPIQT4c+Dnhf5zIfmpA25ZCbxpjNkNLAC+AGCMmQxsdTHXp8hPQfmZMWaoIZ5EfnrKp1xLlXcAuMFae+j4A8aYwy7kGeK80LLWZoDPG2PuAV4EKl1LpcdrtDYZYyqttf3W2j8f+qQx5nwg5mIuEZEJpdimWFR69U0sxhg/+cc7U5jOcAnQaq1tdzlXHXAesM9aG3Ezy8kURtmNtbbb7SwAxpi/BNZZa094AWGM+ZK19qcuxMIY8zDwsLX2ueM+vwL4P9baoEu59Hi9R4wxxhbTf9giIh5WVA0ygDGmBrgJmMmx1Q9+73bzp1zvDWPMcmvtC27nEBkrxpgFwJ8w8t/kb621O10NJiIygRTVKhbGmM8Am4Hryb8BpwL4EPBG4ZhynQW5TuNBtwOcijFmudsZTsbtXMaYBcaYbxpjfmKM+XHh7wvdzOTVXMaYbwK/Ij9d7HVgY+Hvjxlj/sbNbCIiE0lRjSAX5tJedfzoZ+ENcq+5tfqBco06129PdQj4T9baivHM804ZYw5Za2e7neN4buYqNHx3km/6jhQ+PYv8XPJfWWu/p1wjcu0BLj5+rW9jTAmw3Vp7oRu5REQmmmJ8k97JOv4c7r4zXblG51rgz4Dj55Mb4MrxjzMswNs37/XjmWXEnXs0F/kNX07W8N0HbAdcaUTxbq4c+RVlDh73+emFYyIiMg6KrUH+B2CzMeZ5YOgd8rOB5eSXfXOLco3Oq0DcWrv2+AOFUW83ebV592ourzZ8Xs31VeCPxpi9jPw3eQH5HfZERGQcFNUUC3CmB9xI/g0uhvyvT3/v5nbOylU8jDH/AfzAWrv6JMdestZe50IsL+e6Cbif/BbmJzR8x68iMdFzFbL5yL+oGf5vcqO1NutWJhGRiaboGuTjGWNusdY+43aO4ynX6Hg1l5yeVxs+r+Y6njHm89Za17blFhGZiCZCg+zatrFvR7lGx6u5wLvNu4dzebLh83Auz177IiLFqqiWeTsF17eNPQXlGh2v5gL4jtsBTsGruf5vtwOcgldzefnaFxEpShOhQb7b7QCnoFyj49Vc4N0GRrlGx6u5Pup2ABGRiabYVrE46S5UxpiY27tQKVdx5DoFrzbvXs3l1YbPk7mstUcAjDGftdb+q9t5REQmgqIaQfbqLlTKVRy5hhy/AxvwIbd3YPNyruMNb/jczjKcV3MN8223A4iITBRF9SY9r+5CpVzFkauQwas7sHky19vRzoMnve+mUx0C5llrS8czj4jIRFVsUyy8uvi/co2OV3OBd3dg82Su0zR8U8czy4g792iuwn3fCBy/DrkB1o9/HBGRianYGmSv7kKlXKPj1Vzg3ebdq7m82vB5NdczQKW1dsvxB4wxa8Y/jojIxFRUUyzAu4v/K1fR5PLkDmwezvUg8K/W2nUnOfaotfYuF2J5NpeIiHhD0TXIImPNw827J3OJiIicbYptFYslxphXjTGHjTGNxpjaYcdeVy7lei9Ya3PW2lettaustU8U/u56E+rVXPLOef3aFxGZKIqqQQZ+BtwLLAb2AOuMMecXjgXdCoVyjZZXc3m2gVGu4siFh699EZGJpNga5Epr7XPW2oi19kfk39D1nDHm/eQ3m1Au5TpTXm1glGt0vJrLy9e+iMiEUWyrWBhjTI21tg/AWrvaGHMbsAqoUy7leg9UDnvD24+MMW+Qb2A+jQdeVCjXWZ/Ly9e+iMiEUWwjyN8HRuwcZq1tAm4AnnQlUZ5yjY5Xc0GhgRkqrLWrgduAXwJzXEulXKPl1VxevvZFRCYMrWIhMgrGmLuAA9baV4/7/Gzg76y1n1Mu5RIRkbNbUTXIhRGhbwEfByYXPt0FPA18z1obUS7lEvEqXfsiIt5QbFMsfk1+Z6zrrbX11tp64EOFz/1GuZTrTBljaowx3zPG7DLG9BQ+dhY+N0m5lOsMefbaFxGZSIptBHm3tXb+aI+NNeUaHa/mKtz/74EXgYestR2Fz00D/ivwYWvtcuVSrjPI5dlrX0RkIim2EeSDxphvGGOmDn3CGDPVGPNNjm2/q1zKdSbOtdZ+f6ipArDWdlhrv09+a2flUq4z4eVrX0Rkwii2BvkOoB5Ya4zpNcaEgTXkl0f6U+VSrveAVxsY5SqOXF6+9kVEJoyimmIBYIxZAMwCXrXW9g/7/E3D1j1VLuV6t7lqgb8B/gSYSn7N3E7gt8D3rbVh5VKuM8zmyWtfRGQiKaoG2RjzZeAvgZ3AJcBXrLVPF45tttYuVS7leg/yebKBUa6zP5fXr30RkYmi2KZYfA64zFr7ceB64O+MMV8pHDOupVKu0fJqrqEG5mnyWwA3G2P+ZNjhle6kUq7R8mouPHzti4hMJMW21bR/aCTIWttijLkeeMIYMwd3f7goV3HkgmMNTL8x5lzyuc611v4Yb7yoUK6zO5eXr30RkQmj2EaQO4wxlwwVhR80twANwGLXUinXaHk1FxzXwJAf5bvZGHMfHmqslOuszeXla19EZMIotgb5M0DH8E9YazPW2s8A17kTCVCu0fJqLvBuA6Nco+PVXF6+9kVEJoyiepOeyFgzxswCMsPXzx127Bpr7SsuxFKuUfJqLhER8QY1yCIiIiIiwxTbFAsRERERkTOiBllEREREZBg1yCIiIiIiw6hBFhEREREZ5v8HlNUys1paDBEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bjcahsP36TcYYu9+Rm5tbgdFo/Nfo6OiSW7cS3bUfAPEANg0aNIjq6upIo9FQTU0N1dfXU2VlJTU0NND169fJaDRSaWkpERFdu3aNiIhKS0vJaDTS9evXqaGhgSorK6m+vp5qampIo9FQXV0d3bhxg/R6PanVampqaqKysjKrMpr/ValUZDAYqKKigrRaLVVXV9PNmzfp5s2bVF1dTVqtlioqKshgMJBKpbJZRllZGTU1NZFarSa9Xk83btzgNnGbuE3cpg5vE4AcavG79cSJE2dLS0sNTU1NxBhjD6Kmpia6du2aITc3t4Bs5KCCyOY8HXcVpVJJOTk5nR0GY4zdc4QQuUSktFyXm5trjIyMFG5uPMqOMfbgMhqNOHHiBFasWPH43r17L1hu49+OjDH24OHkmDH2wHNzc4MQAgDeSEhIsPqlyL8hGWOMMcbYg+xhAN0sV3CCzBhjjDHGmAVOkBljjDlUrtEhaeMxlNfqOryu2tpa+Pn5YfXq1QCAa9euISYmBmFhYYiKisLBgwcBABkZGVAqlVi4cKHLdSQlJeHixYvm5YULF8LHxwdyudyp47OyshAeHo7Q0FAkJSXdst1oNEImk6GiogKVlZVQKpWIiIiAQqHA7t27HZb/3nvvQS6XIywsDMuXL3e+YTbs3bsXq1atslqnVqsxfvx4p8tw9fy0Jf61a9eivr7e6ZhsWbZsGeRyOaKioqzO844dOxAcHIyQkBCkpaUBaNv90717d7vbbJ3n9nD+/HkoFAp0794dt/s8VpcuXaBQKCCTyfDiiy9Cq9W2qZyBAweioqLitmK569l6cu9u+0RHR7f/44uMMfYAgI23WOTk5LhczrJdp2jgH7+hZV//3M4R3mrx4sU0adIkeu+994hIektIXl4eEREVFRWRn58fERElJSWRVqulRYsWUUFBgdPlnz59mhISEqzWZWZmUnZ2NslkMofHG41GCg4OpiNHjhARUXl5+S37pKWl0bRp04iIqKGhgWpra4mISK1Wk6+vL7X2BpGrV6/S4MGDqaGhgfR6PQ0aNIgKCwudbZ7Tpk+fTocPH3ZqX1fOT1vjDwwMJLVa7VQ8tmRnZ5NSqSSDwUBqtZr8/f1Jo9GQXq+ngQMHkkqloitXrlBQUBA1NTW16f7p1q1bm+O7XaNHj6bs7OzbKqM5fqPRSFOmTKH333+/TeXc7rW6m+Tk5FB8fPyW+Pj4HmTxe5J7kBlj7AE3ZeMx/G/OVQCAocmIKRuP4euT0mtBtQ1NeH59Jr7MuQoi4H9zruL59Zn47nQZAKCqrgFTNh7DobPXAeC2e5gvXLgAtVqN6Oho8zofHx9EREQAAAIDA2EwGKDX65tfB2r5alDU1dU5rGP79u14/vnnrdaNHDkS3t7eTsWYk5ODPn36ICYmBgDQp0+fW/b54IMPMHfuXACAu7u7ueexpqYGer0ejY2NrdbR2NgIvV4PvV4PDw8P9OrVy+6+KSkpGD16NIYMGYLZs2cjJCQEarUaAPDyyy8jICAAc+bMueW4xMREbNu2zak2u3J+XI3/0KFDUCgUKC0tRWxsrPlnAEhNTYVcLodcLsfWrVtbrfPSpUtQKBTo2rUrvL290b9/f2RnZyMrKwsymQw+Pj4ICAjAgAEDcOrUqTbfP7bYO8/du3fH0qVLIZPJ8Nprr5nXq1QqJCQkICIiAtHR0bhw4YLL7W2tfEeEEBg9erT5WxTLWNatW2feLyMjA+PGjcPkyZMhl8sxb948q3IuXbqEqKgo/PLLL07Xfa+4qxNkIUS8EGJTVVUV6uvrUVtbC41GA61Wi6qqKhgMBpSXl4OIUFYm/bJu/o+qrKwMRITy8nIYDAZUVVVBq9VCo9GgtrYW9fX1qK6uRkNDAyoqKmA0GqFSqazKaP73+vXraGxsRGVlJXQ6HWpqalBXV4e6ujrU1NRAp9OhsrISjY2NuH79us0yVCoVjEYjKioq0NDQgOrqam4Tt+nBadNHMUBKr1s+xg1Pd26b7MTVtH5kp14n44dP24yrcd1TLl+n9nCtWguj6Y2gRiJcq27b17LOWLJkCZKTk+1uP3DgACIjI/HQQw9h1qxZiImJgdFoBBFh5syZyMjIcFhHZmamVQLuquLiYvTt2xcTJkxAZGQkNmzYYLW9oKAAN2/etKqjtrYWw4YNQ3h4ODZs2AAPDw+75fv7++ONN95AQEAA/P39sWDBAnh5ebUaU0JCAiZOnIigoCDExcXh2LFjAIBPP/0UK1assHmMUqnEjz/+6GyzneZq/GPHjkVeXh78/PyQnp5u/rmoqAipqak4fvw4jhw5guTkZJSXl9stJywsDFlZWaivr0dxcTHOnTsHlUoFlUqFfv364aOPPsKOHTvg6+uLsrKyNt8/ttg7z3V1dYiPj0deXh4OHDhg/m917ty5mDBhAvLz85Geno7evXu73N7WynfEYDBg3759GDZsGABgw4YNyM/Px/Hjx5Gammr+XQdI/72kpKTg9OnTSElJMa8vKSlBUlISPvnkEwQHBztV7z2F6M4Mk7idDw+xYOwel/b/iFZ4EyX3/Odnhbe0nuPq0Lhwm0MsrtdoKWTZPgpc8o358/iyfXRdo3U5Fkf27t1LixcvJiKi5ORk8xCLZmVlZSSTyejixYtW6xYtWkTvvPMO3bx506l6goODzZO+WLp8+bJTQwi2bdtGvXr1oitXrlBNTQ0FBwfTpUuXzNtnz55Nn3/+uc1jz549SzExMdTQ0GC3/Bs3btC4ceOourqa1Go1hYSEmCeFsSU5OZn+/ve/05///Gfzv59++ql5+9atW2n27Nm3HNfQ0EBeXl4O29vM2fPjavzNWn5tv2vXLpo+fbp5+de//jUdPHiw1TL++te/UkREBD377LP03HPP0c6dO+nLL7+kV1991bzPlClTaP/+/UTk+v3T2hALW+fZw8PD/PO//Mu/UG5uLhEReXt7k16vt9rXUXttDbGwV749bm5uFBERQREREfTGG2+Y78OUlBRSKBQUERFB3bp1M5eTnp5OMTExt5QTGBhIAQEB9Prrr7da372Ah1gwxjrP6MWAaPHrRrgBo+YDWycC+V9K6xrqpeXTO6VlXY20fHavtFxXKS2f3y8t116Xln85JC3XlEjLl9Kl5arL0nLRUWm54hdpuThLWg5LBIwtvuo2NgKh8dLP13Kl/a+flZaLs6TlCtPXiUVHpeWqy9LypXRpucY0a+kvh6TlWqnXGOf3S8t1ldLy2b3Ssq5GWj69U1oeOdf2+Rq9pPXz3AFS//ELjC0mlGoiQuo/Lto5ou2ysrKwc+dODB06FOvWrcO7776L7du3AwB0Oh0mT56M1atXY/DgwQCAr7/+GuvXr8f8+fORl5eHmJgYp3oAPT09odO1fSiIj48PQkNDERAQgJ49eyI6OhoFBQUAAI1Gg++//x6TJ0+2eWxoaCjc3d2Rn59vt/xDhw4hICAAvXr1gre3NyIjI3Hy5MlWYxJCWH2ampoctkOn08HT09Phfq5qS/y2UBsmMmu+F7799luoVCoEBATAz8/P/G0LIH1b4+vr2+b7xxXu7u7mn4UQMBqNdvd11F7T+3rbXD4g3ft5eXnIy8vD2rVr4e7ujoyMDBw4cACZmZnIy8vD0KFDrcqxNzxm06ZNOHr0KH766adW67xXcYLMGOt4PXwBxVSgi+lrZdFFWu7u07lxdfMGuvUF3LpKy27u0vIjj3VuXN19pPPj1kVa7uIhLfe48+frRHE1DE3W/+M2NBFOXLnR7nW9+eabuHjxIgoKCjBnzhwsXrwYU6dOBRFh2rRpeOmllxAXF2fePzExEStXrkRJSQmCgoJw5MgRbN682WE9YWFhVm+wcGTp0qVYunSpeXn48OEoLi5GVVUVGhoa8PPPPyMoKAgAsHXrVkydOtUqcbl27RoqK6U/ilQqFc6ePYv+/fvbLd/X1xfZ2dnQ6/XQarU4ceIEBg0a5HS8zrpw4QLCwsJuu5z2ir9nz55Ww4KioqJw9OhR1NXVobq6GtnZ2QgPD2+1jObzfPjwYVRVVSE6OhojRozAmTNnUF5ejqtXr6KkpATh4eFtvn/aQ2xsrHmMcV1dHdRqtcP2PvbYYygpKWn3WDQaDby9vfHII4/gzJkzrf7xZik6OhobN27E7373O+j1+naPq9NROwyB6OgPD7Fg7D6gKSNa2VcaLrCyL5FG1dkRSe7zuNBOb7G40yyHWBw5coS6du1q/mo4IiKCrl27Zt5Xq9XSmDFjaOjQofTVV185LHvbtm30pz/9yWrdf/zHf5Cvry917dqV+vfvT3v27DFvmzZtmvmNFM127NhBERERFBYWRm+++SYRSW8GkMlktwzf+PHHH0kul5NcLqfQ0FD6+OOPrbbbKn/RokX0+OOPU2hoKP3lL39ptT3Jycm0devWW/69fPkyRURE0IABA8jb25siIiLo22+/NR/33nvv0dq1a1stu63nx5X4m23atIlCQ0Pp6aefNp/Dv/3tbySTyUgmk9GWLVsclhEfH0+hoaEUHh5OWVlZ5vVffPEFDRkyhIYMGUJ79+61OsaV+0cIQf379zd/1q9f3+p5thySYTlEoqysjOLj4ykiIoKUSiWdP3/eYXszMzMpJCTE6v63V749toaI6PV6mjhxIoWHh1NSUhKNGDHCXE56ejpNnDjxlmMsh8PMmzePFi1a1Gq9dzN7QywEteErjDtNqVTS7b77jzF2F/hmPpC7FYieAUx6v7Oj+af7OC4hRC4RKS3X5ebm0u08pHav02q1iI2NxdGjR9G1a9d2K3f//v347LPP8Pnnn7dbmR1p1KhR2LNnj8MHABm7n+Xm5mL58uV/BzBv7969tc3r2+83A2OMOTJ6MaA+1yljaVvFcT1QPD09zV+tDxw4sN3KnTBhAiZMmNBu5XUktVrt1NsxGHtQcYLMGLtzevgCM/Z3dhS34rgeOOPGjevsEDpVnz59kJiY2NlhMHbX4of0GGOMMcYYs3BXJ8g8UQi3idvEbeI23V6bGGOMuY4f0mOMsfsYP6THGGP22XtI767uQWaMMcYYY+xO4wSZMcaYfR/FACm9bv18FNPuVVVWVkKpVCIiIgIKhQK7d+82b3vvvfcgl8sRFhaG5cuXAwAyMjKgVCqxcOFCl+tKSkqymixk4cKF8PHxgVwud+r4HTt2IDg4GCEhIUhLS7tlu9FohEwmQ0VFBa5du4aYmBiEhYUhKioKBw8ebLXsAwcOQKFQmD8eHh7Iy8tzrYEW9u7di1WrVlmtU6vVGD9+vNNluHp+AKC2thZ+fn5YvXq1U/uvXbsW9fX1Tpdvy7JlyyCXyxEVFWV1/9i6Xm25f7p06QKFQgGZTIYXX3wRWq32tuK1xdb1siSXy1FUVOT0/o68/PLLUCgU8PX1Rf/+/aFQKDBr1qw2l3ffIAeTdNwNH54ohDHG2ga3O1FI2v8jWuEtTVjS/FnhLa1vZw0NDVRbW0tERGq1mnx9fampqYmuXr1KgwcPpoaGBtLr9TRo0CAqLCykpKQk0mq1tGjRIiooKHC6ntOnT1NCQoLVuszMTMrOziaZTObweL1eTwMHDiSVSkVXrlyhoKAgampqstonLS3NPHmGSqWivLw8IiIqKioiPz8/p2MtLS2lIUOGOL2/K6ZPn06HDx92al9Xzk+zxYsX06RJk8wTvjhiOflEW2RnZ5NSqSSDwUBqtZr8/f1Jo9HYvV5tuX+aJ9owGo00ZcoUev/999scb1vJZDK6fPlyu5drOTnPg8TeRCHcg8wYYw+6rROBk9uln5sM0nL+l9LyyLmAsdF6f2Mj0E8h/VxXKe1/3vQ6utrrbQ7D3d0d3bt3BwDU1NRAr9ejsVGqu7GxEXq9Hnq9Hh4eHujVqxfI9AxN8//QAGnaXke2b9+O559/3mrdyJEj4e3t7VScWVlZkMlk8PHxQUBAAAYMGIBTp05Z7fPBBx9g7ty5AAAfHx9EREQAAAIDA2EwGJyemveLL77A5MmTW90nJSUFo0ePxpAhQzB79myEhIRArVYDkHoHAwICMGfOnFuOS0xMxLZt25yKw5XzA0jTWKvVajgz1v3QoUNQKBQoLS1FbGys+WcASE1NhVwuh1wuN0/NbM+lS5egUCjQteW/ZkwAACAASURBVGtXeHt7o3///sjOzrZ7vdp6/wCAEAKjR482fwuRkZGBcePGYfLkyZDL5Zg3bx4AIC0tDSNGjIBCocD8+fPNx//tb39DaGgowsPDsWTJP99zbu96vfvuuwgNDcULL7wAnU7ncH9Xzltr7MVvr7321ickJCAiIgLR0dFYt26duRyVSmW17cKFC63Weyfxe5AZY4zZ190H6NYXqFcDxiagiwfg6QV49u6Q6mprazFy5EgUFhZiy5Yt8PDwgL+/P9544w0EBASgqakJq1evhpeXF2bNmoWYmBiMHj0aRISZM2fiueeew8SJE1utIzMzE7/5zW/aHKNKpUK/fv3w0UcfwcvLC76+vigrK4NCIf3RUFBQgJs3b9pMDg8cOIDIyEg89NBDTtW1fft2bNmyxeF+CQkJKC4uRkBAAOLi4nDs2DEkJCTg008/xccffwxbD7orlUosW7bMqThctWTJEqxdu9ap5Gzs2LHIy8vDwIEDkZ6ebk7Ei4qKkJqairy8PBgMBkRERGDixIno27evzXLCwsLw1ltvob6+HhUVFTh37hxUKhXc3d1tXq+23j8AYDAYsG/fPqt9MzMz8dNPP0Eul6O6uhrl5eVYuXIlMjIy8Mgjj+CFF17ADz/8gDFjxiA5ORlXr15Fjx49UF5ebi7D1vUqKirC5s2bcerUKRQWFmLYsGEO93flvNnTWvy22mvvPADAhg0b4O/vD4PBAJlMhsmTJ8PX1xdz587FhAkT8Prrr0Oj0UCn0zms907hHmTGGHvQzfgWiJwq/dzFXVqOmCItezwC/P4w4OYuLQs34Pf/B4QlSMvdHpP2f9w0g1wPn9sKpUePHvj555+Rk5OD9evXw2AwoLq6Gvv378fly5dx6dIlrF69GmVlZRgzZgy++eYbdOnSBXv27MGaNWucSm7KysrQp0+fNsfY3Ns4a9YsJCUlAZB6FJutW7fOZo+tSqXCggULsGHDBqfquXDhAurq6sy9z63x8vJC79694eXlhUcffRQ1NTUOj+nbt6/5VYHtKS0tDSEhIQgMDLytck6ePIlRo0ahe/fuePTRRzFixIhbeuotDRs2DNOnT8fIkSPx+uuvIzY2Fg8//LDd69WW+0er1UKhUGD48OEYPHgwXnnlFfO26Oho8xjt3r174/jx4ygsLMTIkSOhUChw8uRJFBYWAgCGDx+O3/3ud/j4448d/rF04sQJxMTEwNPTEzKZzOF5dfW82dNa/Lba29r6LVu2IDIyEsOHD0dpaan5G4KMjAzzOezZsyf69u3rsN475a5OkPk9yNwmbhO3idt0F7wHuYcvoJgqJceKqbedBDsjNDQU7u7uyM/Px6FDhxAQEIBevXrB29sbkZGROHnyJL7++musX78e8+fPR15eHmJiYpCRkeGwbE9PT6uvqV3l5+dnlViqVCr4+voCADQaDb7//vtbhkXodDpMnjwZq1evxuDBg52qZ/v27XjxxRed2lcIYfVpampyeIxOp4Onp6dT5bsiKysLO3fuxNChQ7Fu3Tq8++672L59u8vlNCe2rmi+F7799luoVCoEBATYvV5tuX88PT2Rl5eHvLw8rF27Fu7u7uZtvXr1umX/8ePHm/e/ePEiXn31VQDAd999hzlz5iArK8thz2jzNW3m6Ly05bzZYy9+wHZ7ba3PyMjAgQMHkJmZiby8PAwdOhRGo7HN9d4xlgOS79YPP6THGGNtg9t9SK+Zpozo73FEGlX7BmihpKSEKioqiIiorKyMfHx8qLS0lI4cOULh4eGk0+movr6egoOD6ezZs2Q0GolIejhr6dKlVFtbSy+99JLDel588UU6ePDgLesvX75s8yG0P/7xj/THP/7RvNz80Nf169epuLiYBg8ebH5Ib+3atZSSkmJ1vNFopKSkJFq/fr3NeFqW32zIkCFOPTyWnJxMW7duveXfZlu3bqXZs2ffclxOTg6NGzfOYfnNnD0/LWNz9sGvYcOG0fnz563qGzJkCN28eZNu3LhBAQEBdP369VbLaL5/MjIyKDg4mIxGo93r1Zb7p/khvZbS09Np4sSJVuuuX79OAwYMoKtXrxKR9IBmWVkZGY1GKiwsJCKiyspK8vLysjqu5fUqKiqikJAQ0mq1dObMGRJCWD2k13L/tpw3oluvlb347bXX3vo9e/ZQfHw8EUkPyHbt2pWys7OJiOiFF16gjz76iIiIbt68SeXl5a3W2xHsPaTHY5AZY4w51sMXmLG/Q6soLi7GzJkzAQBNTU34y1/+gn79+qFfv34YP348IiIi4ObmhldffRWhoaHm4+RyOZYsWYLhw4fjzTffdFjPpEmTkJ6ejrFjx5rXzZ49G7t27UJFRQX8/f2xYcMGJCRIw0haDkPw8PDAqlWr8PTTTwMA1qxZAzc3NxARNm/ejEOHDlntn5mZiV27duH8+fPYtGkTAGDfvn3w8/OzWT4g9cJ2794djz/+uMP22FNUVITExETztyNHjx7F22+/jWeffRYAkJ6e7tSQFMC189NWc+fORWJiIry8vPDVV19h4MCBmDt3Lp544gkAQHJyssNxtDNmzMDFixfh7u6Obdu2QQhh93o1c/X+cVbfvn3x4YcfIj4+Ho2NjejWrRu2b98OIsJvf/tbaDQaNDU14a9//SuA1q/XK6+8gsjISISFhWHQoEEO93f1vLkSv6vi4uKwadMmREREYOjQoYiKijJvS01NxcyZM/Hhhx/C3d0d27dvR0hISLvUe7t4Jj3GGLuP8Ux6t9JqtYiNjcXRo0fRtWv79RPt378fn332GT7//PN2K7MjjRo1Cnv27IGXl1dnh8JYp+GZ9BhjjDFI40hXrlyJkpKSdi13woQJ90xyrFarsWDBAk6OGbOjw4ZYCCEeBvB/AB4y1fMVESULIT4GMBpA8yO204mo7VMEMcYYYy4aN25cZ4fQqfr06YPExMTODoOxu1ZHjkHWAxhDRDeFEO4AjgohmgewLSKirzqwbsYYY4wxxtqkwxJkkgY33zQtups+d/+AZ8YYY4wx9kDr0LdYCCG6AMgFMATAeiLKEkK8DuAtIcSfAfwDwB+J6JY5N4UQMwHMBIB+/fohL49HYTDGGGOMsY7XoQkyETUBUAghegP4WgghB7AUgAqAB4BNAJYAWGHj2E2m7VAqldQ8hSdjjDHGGGMd6Y68xYKIqgFkAIgjoua3PesBbAUw4k7EwBhjzHWT907GyuMroa5Xd3hd165dQ0xMDMLCwhAVFYWDBw+at7333nuQy+UICwvD8uXLAUgzdCmVSixcuNDlupKSknDx4kXz8sKFC+Hj42OeItcZtbW18PPzw+rVq2/ZZjQaIZPJUFFR4dT+Ldlqb1vt3bsXq1atslqnVqsxfvx4p46vrKyEUqlEREQEFAoFdu/e7fCYHTt2IDg4GCEhIUhLS3OqnrVr16K+vt6pfe1ZtmwZ5HI5oqKirOK0FU9b7p933nkHMpkMMpkML7zwwm3Faqu93bt3d/r4jIwM9OrVCwqFAnK5HG+99dZtxWOLK/Hcd6idZ71r/gDoA6C36WdPAEcATALQz7ROAFgLYJWjsngmPcYYaxvc5kx68o/lFPlpJEV/Fk0rjq2g8rryDoqUSKVSUV5eHhFJs2f5+fkREdHVq1dp8ODB1NDQQHq9ngYNGkSFhYWUlJREWq2WFi1a5NSMc81Onz5NCQkJVusyMzMpOzvb5kxx9ixevJgmTZpkc6a4tLQ0mjZtmtP7W7LX3vY2ffp0Onz4sMP9GhoaqLa2loiI1Go1+fr6mmcOtKV55jqVSkVXrlyhoKCgVvdvFhgYSGq12vkGtJCdnU1KpZIMBgOp1Wry9/cnjUZjNx5X75+ffvqJnnrqKdLr9UREdOLEiTbHSmS7vfZm6rPFctY6g8FAwcHBVFRUdFsxteRKPPcqezPpdWQPcj8A6UKIUwCyARwkom8AbBdC/AzgZwDeANpv2hrGGGMum/HdDOy+KPW2GYwGzPhuBtIu/bPXz2A0QN+kx9e/fI24XXEYs2MMdl7YCQC4obuBGd/NQMbVDABAhbbilvKd5ePjg4iICABAYGAgDAYD9HrpEZXGxkbo9Xro9Xp4eHigV69ezZ0xlh0zqKurc1jP9u3b8fzzz1utGzlyJLy9vZ2O9cKFC1Cr1bA34coHH3yAuXPnOr1/S7baa09KSgpGjx6NIUOGYPbs2QgJCYFaLfX4v/zyywgICMCcOXNuOS4xMRHbtm1zGIu7u7u5J7GmpgZ6vR6NjY1298/KyoJMJoOPjw8CAgIwYMAAnDp1yu7+hw4dgkKhQGlpKWJjY80/A9JMa3K5HHK5HFu3bm01zkuXLkGhUKBr167w9vZG//79kZ2dbTceV++fK1euoE+fPvDw8AAAREZGmrfZi9OyB/aZZ55BTk5Oq+0FgKVLl0Imk+G1115rtb2W6uvr0dDQgIceeggAkJaWhhEjRkChUGD+/Pnm/RISEhAREYHo6GisW7fOvF6lUlltu3Dhwm3Fcz/osASZiE4RUSQRhRORnIhWmNaPIaJhpnX/TkQ3HZXFGGOs8xmMBjQ0NUCtVeOzs591aF0HDhxAZGQkHnroIfj7++ONN95AQEAA/P39zRNczJo1CzExMTAajSAizJw5ExkZGQ7LzszMdDpRtWfJkiVITk62ua2goAA3b960qqO1/Vuy197WJCQkYOLEiQgKCkJcXByOHTsGAPj000+xYsUtj/kAAJRKJX788UenYqqtrcWwYcMQHh6ODRs2mJNEW1QqFfr164ePPvoIO3bsgK+vb6vTUY8dOxZ5eXnw8/NDenq6+eeioiKkpqbi+PHjOHLkCJKTk1FeXm63nLCwMGRlZaG+vh7FxcU4d+4cVCqV3XhcvX/Gjh2Ls2fPmqekbm6Tq3Haay8gJejx8fHIy8vDgQMHrBJnW44cOQKFQgE/Pz+8/PLL8PX1RXl5OVauXImMjAzk5eXh6tWr+OGHHwAAGzZsQH5+Po4fP47U1FSoVCoA0jTfEyZMQH5+PtLT09G7d+82xXM/6dCH9BhjjN39tsb9s8fL3c3datmSu5s73IQbEockYlbELADAow8/arW/t6fzvbD2qFQqLFiwAHv27AEAVFdXY//+/bh8+TIMBgOefvppTJo0CWPGjME333yD999/H3v27MGaNWvQrVs3h+WXlZWhT58+bY4vLS0NISEhCAwMtLl93bp1Vj22jvZvyV57+/XrZ/cYLy8vaDQa8781NTV2923Wt2/fVhNXSz169MDPP/+Mc+fOYebMmfj1r38Nd3d3m/s298bOmiXdI7t27YIQwql6LJ08eRKjRo0y98KOGDECp06dwtixY23uP2zYMEyfPh0jR45E//79ERsbi4cfftjc290yHlfvn969e+Pnn3/Gd999h127diE6Ohpnz551Oc7WeHh4YOTIkQCAQYMGQaVSmZNnW0aNGoVvvvkGtbW1+NWvfoXJkyejqKgIhYWF5nJu3ryJwsJCjBkzBlu2bMHu3btBRCgtLUVpaSl8fX2RkZGB7du3AwB69uyJnj17time+wknyIwxxlrVMjFujyTYHp1Oh8mTJ2P16tUYPHgwAOkr+ICAAPMwg8jISJw8eRLHjx/HiRMnMH/+fMybNw8xMTFYs2YNnnnmmVbr8PT0hE6na3OMWVlZ2LlzJ/bs2YOKigq4ubmhX79+mDp1KjQaDb7//nusWbPGqf1tsdfe1hJkIYTVp6mpyWE7dDodPD09XWp7aGgo3N3dkZ+fD6VSaXMfPz8/q8RbpVLB19fXpXqAfybarpg/f755SMGTTz6JgIAA6HQ6m/F8/fXXLt8/Dz/8MBITE5GYmIj4+HgcP3681Tgt/zBobVhKM8s/OoQQMBqNDo8BpD9gxowZg6NHj8Lf3x/jx483J7zNMjIycODAAWRmZuKRRx6BUql0WH5b47kf3JG3WDDGGLs3Pf7o4/i34H/Dd7/+Dv/55H92aHJMRJg2bRpeeuklxMXFmdf7+voiOzsber0eWq0WJ06cwKBBg5CYmIiVK1eipKQEQUFBOHLkCDZv3uywnrCwMKs3WDiydOlSLF261Lz85ptv4uLFiygoKMCcOXOwePFic7K7detWTJ061SqxaG1/W+Xba297u3DhAsLCwhzud+3aNVRWVgKQksuzZ8+if//+duMfMWIEzpw5g/Lycly9ehUlJSUIDw93WE/Pnj1RVVVlXo6KisLRo0dRV1eH6upqZGdnOyynOc7Dhw+jqqoK0dHRduNx9f65fPkyfvnlFwCAVqtFUVER+vfv32qcvXr1QlVVFbRaLQoKClpt7+0wGo3Iy8tDQEAAnnzySRw5cgQlJSUApLHTKpUKGo0G3t7eeOSRR3DmzBnk5+ebj4+NjTWPna6rqzOPYX+Q3dUJshAiXgixqaqqCvX19aitrYVGo4FWq0VVVRUMBgPKy8tBROa/DpvHx5SVlYGIUF5eDoPBYL5BNRoNamtrUV9fj+rqajQ0NKCiogJGo9E8Fqe5jOZ/r1+/jsbGRlRWVkKn06GmpgZ1dXWoq6tDTU0NdDodKisr0djYiOvXr9ssQ6VSwWg0oqKiAg0NDaiuruY2cZu4TdymDm/T7foq4asOT4ybZWZmYteuXdi0aRMUCoX54aWYmBiMHz/e/ADRq6++itDQUHPvnFwuR1ZWFoYPH45/+7d/c1jPpEmTkJ6ebrVu9uzZeOqpp3D+/Hn4+/tj79695m1lZWVODUUgImzevBm///3vXWp3y/LttddVRUVFUCgU+POf/4wvv/wSCoUC+/btM29PT0/HxIkTHZZTXFyMZ555BsOGDcOYMWPwl7/8xao3u2X8Hh4eWLVqFZ5++mmMGTMGa9asgZub43Rj7ty5SExMRExMDFQqFQYOHIi5c+fiiSeeQExMDJKTk9G3b99Wy5gxYwbCwsLwhz/8Adu2bYMQwm48rt4/Wq0WU6dOhUwmQ3R0NKZOnYphw4a1GueSJUsQFxeHBQsWYMCAAa22ty2axyCHh4cjODgYEydORN++ffHhhx8iPj4ew4YNw5QpU1BXV4e4uDgYjUZERERgxYoViIqKMpeTmpqKb7/9FgqFAs888wxu3LjRpnjuJ6ItX2HcaUqlknJycjo7DMYYu+cIIXKJyOq78NzcXLrdh9TuZVqtFrGxsTh69Ci6dm2/kYb79+/HZ599hs8//7zdyuxIo0aNwp49exw+AMjY/Sw3NxfLly//O4B5e/furW1ef1f3IDPGGGPtzdPT0/zVenuaMGHCPZMcq9Vqp96OwdiDih/SY4wx9sAZN25cZ4fQqfr06YPExMTODoOxuxb3IDPGGGOMMWaBE2TGGGOMMcYscILMGGOMMcaYBU6QGWOMMcYYs3BXJ8j8HmRuE7eJ28Rt6tz3ILdkKC9HWcpyFCY+3+5lX7t2DTExMQgLC0NUVBQOHjxo3paVlYXw8HCEhoYiKSkJgDQzmFKpxMKFC12uKykpyanJQhYuXAgfHx/I5XKr9Tt27EBwcDBCQkKQlpZ2y3FGoxEymQwVFRXmdbW1tfDz88Pq1audLqc97N27F6tWrbJap1arMX78+Nsq19Xr5cjatWtRX19/WzEtW7YMcrkcUVFR2L17t3m9rfPclvvn+PHjiIqKQlhYGGJjY1ud0vv8+fNQKBTo3r07WntVrVwuR1FRkdMxtHeczdrj/Hfp0gUKhQIymQwvvvgitFptm8oZOHCg1X87nYKI7vpPdHQ0McYYcx2AHGrxOzUnJ8flchquX6fS5BQ6Fx5BZ+XD6OzjQ9s5UiKVSkV5eXlERFRUVER+fn5ERGQ0Gik4OJiOHDlCRETl5eVERJSUlERarZYWLVpEBQUFTtdz+vRpSkhIcGrfzMxMys7OJplMZl6n1+tp4MCBpFKp6MqVKxQUFERNTU1Wx6WlpdG0adOs1i1evJgmTZpE7733ntPldKTp06fT4cOH23y8q9fLkcDAQFKr1W2OJzs7m5RKJRkMBlKr1eTv708ajcbueXb1/tHr9TR48GDKz88nIqLc3FyqqKhweNzo0aMpOzvb7naZTEaXL192up2OtDXO2z3/RETdunUjIukemDJlCr3//vttKqc9YnFWTk4OxcfHb4mPj+9BFr8n7+oeZMYYYx3vym9fRvWurwEAZDDgym9fRo1pJrmG4mJcGPUvuDjmV6jeuROk1wMGg/nYxhs3cOW3L6P2B2lmusbbmKLWx8cHERERAIDAwEAYDAbo9Xrk5OSgT58+iImJASC9ogyQOnia/23+ua6uzmE927dvx/PPO9cDPnLkSHh7W88imJWVBZlMBh8fHwQEBGDAgAE4deqU1T4ffPAB5s6da16+cOEC1Go1LCdocaYcZ6SkpGD06NEYMmQIZs+ejZCQEPNUwS+//DICAgIwZ86cW45LTEzEtm3bXK6vmavXy55Dhw6ZZ02MjY01/wxIM7zJ5XLI5XLzVMj2XLp0CQqFAl27doW3tzf69++P7Oxsu+fZ1ftn//79CA8PN08jHRUVhccee8zlOAHg3XffRWhoKF544QXodDrz+rS0NIwYMQIKhQLz5883r+/evTuWLl0KmUyG1157rdWyW4szISHBPEPjunXrALR+/u3F44gQAqNHjzZ/S2OrXkDqxR83bhwmT54MuVyOefPmWZVz6dIlREVFmaf4vpM4QWaMMWZX6R+XokmtBhobrRLjjnbgwAFERkbioYceQnFxMfr27YsJEyYgMjISGzZsAADMmjULMTExMBqNICLMnDkTGRkZDsvOzMzE7cwkqFKp0K9fP3z00UfYsWMHfH19raZaLigowM2bN63qWLJkCZKTk10qxxUJCQmYOHEigoKCEBcXh2PHjgEAPv30U6xYscLmMUqlEj/++GOb6mvJmetlz9ixY5GXlwc/Pz+kp6ebfy4qKkJqaiqOHz+OI0eOIDk5GeXl5XbLCQsLQ1ZWFurr61FcXIxz585BpVLZPc+u3j+FhYUYPHjwLetdjbOoqAibN2/GiRMnkJKSgsLCQgBAeXk5Vq5ciYyMDOTl5eHq1av44YcfAEiJe3x8PPLy8nDgwAFzAutKnACwYcMG5Ofn4/jx40hNTYVKpbJ7/luLxxGDwYB9+/Zh2LBhduttlpmZiZSUFJw+fRopKSnm9SUlJUhKSsInn3yC4OBgp+ptTzxRCGOMPeACP/vU/LNwd7da9v/bWqg3fIiaXbtARuMtSXLXRx+12r+rg95CZ6hUKixYsAB79uwBAOh0OqSnp+PUqVPo3bs3lEol4uLiMGbMGHzzzTd4//33sWfPHqxZswbdunVzWH5ZWZnDXs3WNPc2zpo1CwCwa9cuCCHM29etW2fVY5uWloaQkBAEBga6VI4rvLy8oNFozP86M+a0b9++bU7ILTl7vYKCglwq9+TJkxg1ahS6d+8OABgxYgROnTqFsWPH2tx/2LBhmD59OkaOHIn+/fsjNjYWDz/8MBobGwHcep5dvX+IyHx9li1bhi+++AJvv/02PDw8XIrzxIkTiImJgaenJ2Qymfm+OH78OAoLCzFy5EgAwM2bN1FYWIgxY8bAw8PDvH7QoEFQqVTw8/NzKc4pU6Zgy5Yt2L17N4gIpaWlKC0tha+vr81yWovHHq1WC4VCAQB45pln8MorrwBAq/VGR0ebx/j37t3bXNZzzz2HiRMnmpPsO40TZMYYY3Z17dMH/ZL/jD7/8XqriXJ70el0mDx5MlavXm3uBfPx8UFoaCgCAgIASP9DLSgoQH5+Pk6cOIH58+dj3rx5iImJwZo1a/DMM8+0Woenp6fV19qu8vPzs0osVSqV+X/2Go0G33//PdasWWPenpWVhZ07d2LPnj2oqKiAm5sb+vXrh8DAQLvluEoIYfVpampyeIxOp4Onp2eb6rMsw9nr5WqC3PwHhCvmz59vHgrw5JNPIiAgADqdzuZ5/vrrr126f4KCgsw982+99RZqamqg1Wrh7u7eakwt/+hpvka22jl+/Hhs3779ljIs6xBCwGg02q3PXpwZGRk4cOAAMjMz8cgjj0CpVLZaTmvx2OPp6Ym8vDyrdY7q7dWrl82yNm3ahEWLFuGnn37CiBEjnI6hvfAQC8YYYw41J8pDDh1E78mT8dDQoe1eBxFh2rRpeOmllxAXF2deP3z4cBQXF6OqqgoNDQ34+eefERQUhMTERKxcuRIlJSUICgrCkSNHsHnzZof1hIWFOfUGC3tGjBiBM2fOoLy8HFevXkVJSYl5vOfWrVsxdepUq4TmzTffxMWLF1FQUIA5c+Zg8eLFmDp1aqvl3AkXLlxAWFhYm4939Xo50rNnT6s3r0RFReHo0aOoq6tDdXU1srOzHZ6fyspKAMDhw4dRVVWF6Ohou+fZ1ftnwoQJOHHiBM6dOwcA5j9CHMX52GOPoaSkxKpdmZmZ0Ol0OHv2LIqLiwFICf2RI0fM+165csVqKIKz7MWp0Wjg7e2NRx55BGfOnEF+fr7VcS3Pf3vF46hee6Kjo7Fx40b87ne/g16vd7ne28U9yIwxxpzWnCh3hMzMTOzatQvnz5/Hpk2bAAD79u2Dn58f1q5dizFjxsBgMOCll17CUIsEXS6XY8mSJRg+fDjefPNNh/VMmjQJ6enpdr8CtzR79mzs2rULFRUV8Pf3x4YNG5CQkIBVq1bh6aefBgCsWbMGbm5uICJs3rwZhw4dcqq9Hh4eNstpL0VFRUhMTDS/wvDo0aN4++238eyzzwIA0tPTMXHixDaX39brZc/cuXORmJgILy8vfPXVVxg4cCDmzp2LJ554AgCQnJyMvn37tlrGjBkzcPHiRbi7u2Pbtm0QQjg8z87ePw899BA+/vhj/OY3vwERwdvbGwsXLnQY5/z58zFjxgykpKRg3759CAwMxCuvvILIyEiEhYVh0KBBAKQhLx9++CHi4+PR2NiIbt26udR76yjOAQMGYNOmTYiIiMDQoUMRFRVldVzLHiBOdwAAIABJREFU8+/r69su8cTFxbVab2ueeuopjBs3Dv/1X/+Fd9991+W6b4doy1cYd5pSqaTW3iHIGGPMNiFELhEpLdfl5ubS7Tykdq/TarWIjY3F0aNH0bVr+/UT7d+/H5999hk+//zzdiuzI40aNQp79uyBl5dXZ4fCWKfJzc3F8uXL/w5g3t69e2ub19/VQyx4ohBuE7eJ28RtursmCrkfeHp6mr9ab08TJky4Z5JjtVqNBQsWcHLMmB3cg8wYY/cx7kFmjDH77skeZMYYY4wxxu40TpAZY4wxxhizwAkyY4wxxhhjFjhBZowxxhhjzAInyIwxxlp1IUuFT/6UifWzfsAnf8rEhSzXJwtwxrVr1xATE4OwsDBERUXh4MGDAKTJH5RKJSIiIqBQKLB7924A0gxdSqUSCxcudLmupKQkq8lCduzYgeDgYISEhCAtLc3h8cuWLYNcLkdUVJQ5HktGoxEymQwVFRXmdbW1tfDz88Pq1asdlr9w4UL4+PiYp+C9HXv37sWqVaus1qnVaowfP97pMlw9P22Jf+3ataivr3d6/5bs3T8A0KVLFygUCigUCvzhD38A0Lb755133oFMJoNMJsMLL7zQ5lhtOX/+PBQKBbp37w5bLyawdR0B4MiRIwgLC4NCocDZs2cdrmdOIqK7/hMdHU2MMcZcByCHWvxOzcnJcfr488fL6KO56bTu9/8wfz6am07nj5e1e6wqlYry8vKIiKioqIj8/PyIiKihoYFqa2v/P3vnHlZllTXw3ysioXgjUUEDxUvKRQ5XU3EU0tQMwj6z0tSYypxRmlLL/GYmLJ2Zmmxw1LS0xhmNvrJS0cbUnECBxEAES0XyAoqAgBdA5M76/jhyxqMczjnkrdq/53kfzt7v3mutvc8G1rv2fvcWEZHi4mLp3r271NfXy6RJk6SyslJeeuklycrKsljP999/L+Hh4YZ0dXW19OrVSwoLCyU3N1fc3d2lvr7eZP3U1FQJCAiQ2tpaKS4ulp49e0pZWZlRma1bt8r06dON8l5++WV56KGH5K233jJrY3JysqSmpoqnp6fF7bKWp556Snbv3m22nLX9I9Iy+93c3KS4uNji8tdiavyIiLRr1+668taOn2+//VaGDBki1dXVIiKSnp7eYlubY8SIEZKammpx+eeee07+8Y9/WJyvMCYtLU3CwsI+CAsLay9X/Z28oyPIah9k1SbVJtUm1aabvw/yprfTOfKNXlZ9fQOb3k7n6JUo8d7Nx6mraTAqX1fTQOKnPwBQeamGTW+nc/KgPlJaUdryI2G7deuGj48PAG5ubtTW1lJdXY2trS0ODg4AlJaWUl1dTV1dHXJlm9LGf2gAFRUVZvXExsYyYcIEQ3rfvn14enrSrVs3XF1dueeeezh48KDJ+sePH0en09G6dWu6dOlCjx49SE1NNSqzfPlyoqKiDOns7GyKi4uxdHu9oUOH0qVLF4vKLly4kBEjRtC3b19mzZpF//79KS4uBmDatGm4uroye/bs6+pFRETw4YcfmpVvbf9Ya/+uXbvQ6XTk5+cTEhJi+AywbNkyvLy88PLyYu3atc3KMTV+TGHt+MnNzcXJyYk2bdoA4Ovra7i3detWgoKC0Ol0zJkzx5AfHh6Oj48P/v7+rFixwpBfWFhodC87O7vZtjX1PV68eBGdTseGDRt4/fXXDZFiU/kKKxG5NVHgH3OpCLJCoVC0DCyIIG9csl8OJ+eLiEhdXb1sXLJfsq5EiK+OHF97iYhcLq+WjUv2y4lMfeTv0sWqG2L39u3b5YEHHjCky8rKxMvLS9q2bSv/93//JyIi//nPf8Tf31/mzJkjhw8flmeffVa++OILs7J/9atfycGDBw3pDRs2yDPPPCOrVq2STz75RB577DHZtm2byfoHDx4Ub29vqaiokNzcXOnQoYPExsYa7h85ckSGDh1qVCciIkJycnIkOjraogiyiMjJkyctisBGR0fLkiVL5Pnnn5clS5ZIVFSUxMXFGe6vXbtWZs2adV29vLw8i+Rb2z/W2t/ItRHkkydPSp8+faS8vFzOnz8v99xzj5w9e9YiWdeOHxsbG/H19ZWhQ4caoubWjp8LFy5I3759JSAgQBYtWiT5+frfmbNnz0pgYKBUVFSIiMjEiRPlP//R/36cPn1aRPSzIP369ZOCggJDmZUrV4qISGlpqVG7TEWQTX2P06dPl08//dTifIUxpiLIN+6MTYVCoVD8JJkw18/w2camlVHawdGOS+evj8I5ONoBYO/Qxqh8u452P9qewsJC5s6dS1xcnCGvffv2fPfddxw5coQZM2bwP//zP4SGhvLFF1/wt7/9jbi4OGJiYmjXrp1Z+QUFBTg5ORnSciV6OHPmTAA2btyIpmkm63t7e/PUU08xdOhQevToQUhICHfddZfh/ooVK4wifVu3bqV///64ublZ3glW4ujoSFlZmeFnaWmp2Tpdu3Y1zEI0h7X9c6M4cOAAw4cPN8weBAUFcfDgQUaNGtVsvabGT15eHt27dyc1NZUJEybwww8/WD1+OnXqxHfffcf27dvZuHEj/v7+HD58mJSUFE6cOMHQoUMBuHTpEidOnCA0NJQPPviAzZs3IyLk5+eTn59P9+7dSUhIIDY2FoAOHTrQoUOHH9tdihuMcpAVCoVCYZIhD/chPjbLaJlF6zatGPJwn5uir6qqiokTJ7JkyRL69Llex8CBA7G1tSUzM5PTp0+Tnp7OnDlzeOGFFwgODiYmJoaRI0c2q8Pe3p6qqipD2sXFxchRLCwspHv37s3KmDNnjmEq/b777sPV1RWAsrIydu7cSUxMjKHsvn37+Pzzz4mLi6OkpIRWrVrh7OzMlClTzPaHpWiaZnTV19ebrVNVVYW9vb3Zci3pnxtBo2NuDabGT6O9gYGBODs7k5uby5EjR6weP3fddRcRERFEREQQFhZGSkoKAGPGjDE4vI0kJCSwY8cOkpOTadu2LQEBATQ0NDQl1ohb8fChMM8dvQZZoVAoFLeX/oO7EzJlgCFi7OBoR8iUAfQffOMdJBFh+vTpTJ48mbFjxxryz5w5w7lz5wC9c3b48GF69OhBREQEixYtIi8vD3d3dxITE1mzZo1ZPR4eHkY7WAQFBXHo0CGKioo4ffo0eXl5DBo0yHB/wYIFLFiwwEhGoz27d+/m/PnzhrXFa9euZcqUKdja2hrKLl68mGPHjpGVlcXs2bN5+eWXjZzjpuTfCrKzs/Hw8DBbriX90xI6dOhgtG7ez8+PpKQkKioquHjxIqmpqUZ6r8XU+Gl8vwAgJyeH/Px8XF1drR4/J0+e5Icfrqy9r6wkJyeHHj16cN9995GYmEheXh6gX6tcWFhIWVkZXbp0oW3bthw6dIjMzEyDrJCQEMOa6oqKCsOacYC7777bIEtx+7hpEWRN0+4C9gB2V/R8JiLRmqb1Bj4GHIF0YKqI1NwsOxQKhULx4+g/uPtNcYivJTk5mY0bN3L06FFWr14NwLZt2zh16hQzZswAoL6+njfffBNnZ2dDPS8vL+bPn09gYCCLFy82q+ehhx4iPj7eMFXfpk0b3njjDYYNGwZATEwMrVr9N37U1DKEyMhIjh07hq2tLR9++CGapiEirFmzhl27dlnV7qbkz5o1i40bN1JSUkLPnj1ZuXIl4eHhVsnNyckhIiLC4CAmJSXx5z//mQcffBCA+Ph4xo8fb1ZOS/qnJfZHRUURERGBo6Mjn332Gb169SIqKorBgwcDEB0dTdeuXU3WNzV+cnJyiIyMxM7ODhsbG95//33atm1rqGfp+KmsrOSpp56ioqICEWHatGl4e3sDsGrVKsLCwqirq6Ndu3bExsYyduxYVq9ejY+PDwMGDMDP779LkZYtW8aMGTNYtWoVtra2xMbGGpb9zJkzh8jISBYuXMi2bduoqalp9ntU3Bw0c1MYmqbZAf8D9OIqh1pEXjdTTwPaicglTdNsgSTgd8AcYKOIfKxp2rtApoisak5WQECANLUnoEKhUCiaR9O0/SIScHXe/v37xdLdFH6OVFZWEhISQlJSEq1b37g40Zdffsn69ev56KOPbpjMm8nw4cOJi4vD0dHxdpuiUNw29u/fz2uvvfYP4IUtW7aUN+ZbssQiDngYqAMqrrqa5crLgZeuJG2vXAKEAp9dyf8XEGFpIxQKhUKh+LHY29sbptZvJOPGjfvJOMfFxcXMnTtXOccKhQkseXTuKSJjzRe7Hk3TbID9QF/gHeA4cFFE6q4UyQN6mKg7A5gB4OzsTEZGRktMUCgUCoXiOkaPHn27TbitODk5ERGh4lMKhSkscZC/0TTNW0S+s1a4iNQDOk3TOgGbgIFNFTNRdzWwGvRLLHQ6nbXqFQqFQqFQKBQKq7HEQQ4GntI07SRQDWjoV1CYfpX0GkTkoqZpCcB9QCdN01pfiSL3BPKtN1uhUCgUCoVCobg5WOIgj2uJYE3TnIDaK86xPTAKeBOIByai38liOvo1zgqFQqFQKBQKxR2B2Zf0RCQXuAcIvfL5siX1AGcgXtO0g0Aq8JWIfAHMB+ZomnYMuBv4oKXGKxQKhUKhUCgUNxqzjq6madHondrGXcBtgQ/N1RORgyLiKyKDRMSrcVs4ETkhIkEi0ldEHhWR688wVSgUCsUdwaoZT/L2Yw9dd62a8eQN13XmzBmCg4Px8PDAz8+Pr776ynBv3rx5dOvWDS8vL0NeQkICAQEBzJs3z2pdkyZNMjos5Pe//z1eXl74+fmxefNms/WbsudqGhoa8PT0pKSkxJBXXl6Oi4sLS5YsAfSHjQQEBODj44NOp7NIb0vYsmULb7zxhlFecXExY8aMsViGufZezY4dO9DpdIarTZs2Fr1ov3TpUi5fvmyxTdfS3PixsbEx2PP8888DLRs/jXI8PT15/PHHDQeQ3Eia+r6uxsvLi5ycHIvLW8KNalevXr2MxvxPGUsiwROAcK5s7SYi+UD7m2mUQqFQKO4MLpdetCr/x9C6dWveeecdDh8+zKZNm3jqqacM9x555BH+/e9/G5VftWoVSUlJtGrViqNHj1qs59ChQ1RXV9O3b18A0tLS2LlzJxkZGezcuZOoqCjKy8ubldGUPVezbds2AgMD6dKliyFv8eLFXL3/dIcOHUhISCAzM5Ndu3bxm9/8xqKjiK0lPDycV155xSjPyckJFxcX9uzZY5EMc+29mjFjxpCRkUFGRgZffvklbm5uWPKi/Y91kJsbP/b29gabli1bBrRs/DTK+f777wF49913W2yvKZr6vm5k+aa4Fe36qWGJg1wj+tNEBEDTtHY31ySFQqFQ3Eo+ee0Vvk/Qn/5WX1fHJ6+9wuHEeIvqXi4r5ZPXXuH4/n0AVFy80GI7unXrho+PDwBubm7U1tZSXa2fZBw6dKiRswn6o4UbfzZ+rqgwu00/sbGxTJgwwZA+fvw4Op2O1q1b06VLF3r06EFqamqzMpqy52qWL19OVFSUIZ2dnU1xcbGRg2xra4uDgwMApaWlVFdXU1dXd50scyxcuJARI0bQt29fZs2aRf/+/Q1HF0+bNg1XV1dmz559Xb2IiAg+/NDshDBgvr2m+Pjjj5k4cWKzZXbt2oVOpyM/P5+QkBDDZ9CfOOfl5YWXl5fhaGZTNDd+mqKl4wdA0zRGjBhhmIVISEhg9OjRTJw4ES8vL1544QUAtm7dSlBQEDqdjjlz5hjq//3vf2fgwIEMGjSI+fPnG/JNfV9//etfGThwII8++ihVVVVmy1vTb821Kzw8HB8fH/z9/VmxYoWhnKn2NnL8+HH8/PwMR3P/FLHEQd6gadp76HefeBbYBZg/7F6hUCgUihayY8cOfH19sbOzM1lm5syZBAcH09DQgIgwY8YMEhISzMpOTk42clQ9PDzYt28fly9f5tSpUxw5coTCwsIW256VlcWlS5eMdMyfP5/o6OjrypaXl+Pt7c2gQYNYuXIlbdq0aZHO8PBwxo8fj7u7O2PHjmXv3r0ArFu3jtdfb/rg24CAAL755psW6bOU2NhYHn/88WbLjBo1ioyMDFxcXIiPjzd8zsnJYdmyZaSkpJCYmEh0dDRFRUUW6b12/FRVVeHn58ewYcMMUfOWjh+A2tpatm3bZjhqGvTjauHChXz//fcsXLiQoqIiFi1aREJCAhkZGZw+fZqvv/4a0B+b/e2333Lw4EHmzp1rkNHU95WTk8OaNWtIT09n4cKFnDhxwmz5lvbbte1auXIlmZmZpKSksGzZMqPfi2vb20heXh6TJk3iX//6F/369bNI752IJS/pLUF/8t3nwL3AqyKy/GYbBqBpWpimaavPnz/P5cuXKS8vp6ysjMrKSs6fP09tbS1FRUWIiOEs+ManzoKCAkSEoqIiamtrDWeYl5WVUV5ezuXLl7l48SI1NTWUlJTQ0NBg+OIbZTT+PHv2LHV1dZw7d46qqipKS0upqKigoqKC0tJSqqqqOHfuHHV1dZw9e7ZJGYWFhTQ0NFBSUkJNTQ0XL15UbVJtUm1SbbrpbbKEx6LfwGvkKABsWrfmseg38BgeYlHdth068lj0G/TxHwxAu06dLarXHIWFhcydO5eVK1c2Wy40NJQvvvgCGxsb4uLiiImJYfz48WblFxQU4OTkZEh7e3vz1FNPMXToUH7zm98QEhLCXXfd1WL7V6xYYRTR27p1K/3798fNze26su3bt+e7774jLS2Nd955h9ra2hbpdHR0pFOnTjg6OtK5c2dKS0vN1unatathDN0MsrOzqaioMER1reXAgQMMHz4cBwcHOnfuTFBQEAcPHjRbr6nxk5eXR3p6OkuXLmXy5MlUVla2aPxUVlai0+kIDAykT58+PP3004Z7/v7+hjXanTp1IiUlhRMnTjB06FB0Oh0HDhwwOLeBgYH8+te/5p///GezD4EA6enpBAcHY29vj6enZ5Pj6Gpa0m+m2vXBBx/g6+tLYGAg+fn5hr81TbW3kYcffpjBgwcbPTz8FLHoEHoR+Qr4ymzBG4yIbAW2BgQEPNu2bVuje/b29oD+Fxz0p+0BuLi4GKUb7zcep9lYD6BRZuO0Uffu3Y1kNP7s1q0bAHfffTdAk384G/May14ro1F2o66mogSqTapNqk2qTTejTT8lqqqqmDhxIkuWLKFPnz7Nlt20aRPp6enMmTOHF154geDgYGJiYhg5cmSz9ezt7Y2mqQHmzJljmAK/7777cHV1bZH9ZWVl7Ny5k5iYGEPevn37+Pzzz4mLi6OkpIRWrVrh7OzMlClTDGUGDhyIra0tmZmZBAQEWK1X0zSjq76+3mydqqoqo/F+o7EketwcjcserMHU+Gn8/QoMDMTZ2Znc3FyOHDli9fhpXKvbFB07drwub8yYMcTGxl6Xv337dpKSkvj4449Zvnw5+/fvN6mz8TttxFy/tKTfmmpXQkICO3bsIDk5mbZt2xIQEGC0Rr6p9gKsXr2al156iW+//ZagoCCrbblTMBlB1jStXNO0MlPXrTRSoVAoFLeHth07WZX/YxARpk+fzuTJkxk7dqzZ8hERESxatIi8vDzc3d1JTExkzRrzKwA9PDyMdrAA/Y4SALt37+b8+fNGyyMWLFjAggULsIS1a9cyZcoUbG1tDXmLFy/m2LFjZGVlMXv2bF5++WWmTJnCmTNnDHoLCws5fPgwPXr0sEjPjSA7OxsPD48fLcdU/3z00UdWOcgdOnQwmvXw8/MjKSmJiooKLl68SGpqKoMGmT6jzNT4aZwdAv3yg/z8fFxdXVs8fizlvvvuIzExkby8PAByc3MpLCxERDh16hQjRozgT3/6k9GOFE3h5+dHcnIyVVVVHD58mFOnTpktb02/maKsrIwuXbrQtm1bDh06RGZmpkX1/P39ee+99/j1r3/d7BrwOx2TEWQRaQ+gadrrQCGwHv0pelNQu1goFAormLhlIj5dfZg5aCZObZ3MV7hFKLvM85vVlr3EdSNITk5m48aNHD16lNWrVwP63SBcXFyYNWsWGzdupKSkhJ49e7Jy5UrCw8MB/bZX8+fPJzAwkMWLF5vV89BDDxEfH8+oUaMMeZGRkRw7dgxbW1s+/PBDo4hdU8sQmrInLCyMNWvWsGvXLovae+rUKWbMmAFAfX09b775pmEW4EaQk5NDRESEwUFMSkriz3/+Mw8++CAA8fHxFi1Jgabb29j/TfXPvn37cHBw4N5777XY3qioKCIiInB0dOSzzz6jV69eREVFMXiwfvlOdHS0YXakKUyNn5ycHCIjI7Gzs8PGxob333+fq2elrR0/ltK1a1dWrVpFWFgYdXV1tGvXjtjYWESEqVOnUlZWRn19PW+//TbQ/Pf19NNP4+vri4eHB7179zZb3pp+M8XYsWNZvXo1Pj4+DBgwAD8/P4vrDhkyhNGjR/PHP/6Rv/71r1brvhPQzIXiNU3bJyKDzeXdTAICAiQtLe1WqVMoFDcY7395Y9vKllZaKx7u+/Ad4fj9UuzSNG2/iBjN2e/fv1+ujpD+0qisrCQkJISkpCRat7ZopaFFfPnll6xfv56PPvrohsm8mQwfPpy4uLif5FIcheJGsX//fl577bV/AC9s2bLFsL+jJbtY1GuaNkXTNBtN01ppmjYFML+4SaFQKK6itqGW6vpqPj36KQ98/gCLUhaRfymfyO2RbD2+FYDKukoit0ey/eR2AMpryoncHsmuXH1E7kLVBSK3R5JwOgGAksoSIrdHknQmCYDCikIit0eyN1//Bv/p8tNEbo8ktVC/ZdfJ0pNEbo8koyjjOrs2/bCJMZ+PIXRDqKH+9yXfE7k9kh8u6LcqyijKIHJ7JCdLTwKQWphK5PZITpefBmBv/l4it0dSWKF/mS/pTBKR2yMpqdRvnJ9wOoHI7ZFcqNJvhbYrdxeR2yMpr9H/Td5+cjuR2yOvs2vcxnEsSllE8eXiG/eF/IKxt7c3TK3fSMaNG/eTcY6Li4uZO3euco4VChNY8ug8Gfj7lUuA5Ct5CoVCYTWCUNdQx6dHP+XYhWO00ix5Tr/51Dbodw8oriwmZn8MQ1yG3GaL9DTa9enRTzl+8Tj/HPvP22vQz4TRo0ffbhNuK05OTkRERNxuMxSKOxazSyzuBNQSC4Xip433v/673U/j0oGIvhHM9JlJF3vrDx9QdlmOWmKhUCgUprF6iYWmacs1TVtm6roVRqt9kFWbVJt+Pm1qrbXGzsaOcT3G8cXDX/Cbfr/BQXO4rW262q4H73mQTQ9u4nmP57Grs7ut3xOArWaLnY0dYW5hfPrAp8z1mUurylY3ZR9khUKhUBhjMoKsadr0Kx+HAR7AJ1fSjwL7ReTFm2+eHhVBVih+2kzcMhFdV91tj8xeyy/BLhVBVigUCtNYHUEWkX+JyL+AfkCIiCy/coLe/YDuplusUCh+NnwW/hl/uO8Pd5QTCsoua6g9W0FhzH5qz1bcNB1nzpwhODgYDw8P/Pz8+Oqr/55PtWHDBvr160f//v3ZulX/UmdCQgIBAQHMmzfPal2TJk0y2gu5KfmmOHfuHAEBAfj4+KDT6di8efN1ZRoaGvD09DTMCMybN49u3boZTh5rjh07dqDT6QxXmzZtTB5OYQlbtmzhjTfeMMorLi5mzJgxFsuwpn/AuvY2snTpUi5fvmxx+WtpbvzY2NgY+vP5558HWjZ+srOzGT58OB4eHvj6+ja7J/HRo0fR6XQ4ODjwY4J8v/nNb3jnnXcM6XfffdfoBD9L9d4oe34xiEizF3AUcLwq3Rk4aq7ejbz8/f1FoVAoFNYDpMk1f1PT0tKsklFfXSf5f9knp1/ZI/l/2Sf11XU3wVKRwsJCycjIEBGRnJwccXFxERGR6upq6dWrlxQWFkpubq64u7tLfX29TJo0SSorK+Wll16SrKwsi/V8//33Eh4ebkibkm+KmpoaKS8vFxGR4uJi6d69+3Xlt27dKtOnTzekk5OTJTU1VTw9PS22U0QkPz9f+vbta1UdS3nqqadk9+7dZstZ2z8iLWuvm5ubFBcXW1z+WkyNHxGRdu3aXVe+JeMnKChIEhMTRUTkzJkzUlJSYrbOiBEjJDU11SL5TfHZZ5/JxIkTDeknnnhC/u///q/Fen+sPT830tLSJCws7IOwsLD2ctXfSUteH38DOKBp2j81TfsnkA78+ea46wqFQqG407jwWTb1l2pAoP5SDRc+y74perp164aPjw8Abm5u1NbWUl1dzb59+/D09KRbt264urpyzz33cPDgQcORuo3/0AAqKsxHuGNjY5kwYYIhbUq+KWxtbXFwcACgtLSU6upq6urqjMosX76cqKgoQ3ro0KGGY8St4eOPP2bixInNllm4cCEjRoygb9++zJo1i/79+1NcrN8ScNq0abi6ujJ79uzr6kVERPDhh+YPgrG2f8C69u7atQudTkd+fj4hISGGzwDLli3Dy8sLLy8v1q5d26wcU+PHFNaOn8zMTOzs7AgODgb0R7w3Hi9vjZ0AW7duJSgoCJ1OZzji3BShoaEkJSUZ0omJidx///0AhIeH4+Pjg7+/PytWrDCr1xp7tm7danQc+quvvsrSpUtbrOOnhlkHWUTWAoOBTVeuIaJfeqFQKBSKnwFF7x2kIk3/8qDUN+jTB4oAKN+bT+V3JVB35X2VOqHyuxIubNbvDV1fUUvRewepPKw/Mrm+vOaG2LRjxw58fX2xs7OjsLAQZ2dn3n33XTZs2ED37t0pKChg5syZBAcH09DQgIgwY8YMEhISzMpOTk42OkralPzmKC8vx9vbm0GDBrFy5UratGljuJeVlcWlS5e4Eeu8Y2NjLTquOTw8nPHjx+Pu7s7YsWPZu1e/l/e6det4/fXXm6wTEBDAN998Y1Z2S/rHGkaNGkVGRgYuLi7Ex8cbPufk5LBs2TJSUlJITEwkOjqaoqIii2RePX4Aqqqq8PPzY9iwYezZswfA6vFz4sQJ+vTpc12+tXYWFRWxaNEiEhISyMhodcWgAAAgAElEQVTI4PTp03z99dcmy3fu3JmePXty+PBhjh07RpcuXXBy0h8ctHLlSjIzM0lJSWHZsmWGF4mtwZQ948aNY+/evYaHhk8//ZQnnnjCavk/VZrbxWLAlZ9+gAtw+srlciVPoVAoFD9zyned0u+AfzUClzNu3qElhYWFzJ07l5UrV+rVXYnuzZw5k0mTJgGgaRqhoaF88cUX2NjYEBcXR0xMjEVHJxcUFBgcjObkN0f79u357rvvSEtL45133qG2ttZwb8WKFU1GbK0lOzubiooKQ1S0ORwdHenUqROOjo507tyZ0tJSs3W6du1qkaPbkv65ERw4cIDhw4fj4OBA586dCQoKMhu5huvHD0BeXh7p6eksXbqUyZMnU1lZafX4EZEm222tnSkpKZw4cYKhQ4ei0+k4cOAAJ06caLZNo0aNYvfu3ezevdvoiPQPPvgAX19fAgMDyc/PN0TercGUPa1bt+bhhx9m8+bNfPvtt7i7u9OtWzer5f9Uae6gkDnADODtJu4JEHpTLFIoFArFLaXrc4MMnzWbVkbpDmN7UbrlOFLb8N8ytq3o+JA7ADbtbI3K27T/byS1JVRVVTFx4kSWLFliiNa5uLgYOXKFhYV0796dTZs2kZ6ezpw5c3jhhRcIDg4mJiaGkSNHNqvD3t6eqqoqQ9qUfEsYOHAgtra2ZGZmEhAQQFlZGTt37iQmJsaKVjeNpdFj0DusV1/19eYPvK2qqsLe3t5suR/TPz+GRsfcGpoaP4DB3sDAQJydncnNzeXIkSNWjR93d3ejFzsttbMpp3rMmDHExsZa3K5Ro0axevVq7OzsePLJJwH9S4Y7duwgOTmZtm3bEhAQQEPDVb+nJh5irLFn+vTp/O///i/9+vVj2rRpFtv7c6C5XSxmXPkZ0sSlnGOFQqH4BeAQ2J27BjpC6yv/VFtr3DXQEYeAG+8giQjTp09n8uTJjB071pAfFBTEoUOHKCoq4vTp0+Tl5TFo0CAiIiIMR0a7u7uTmJjImjVrzOrx8PAwcnRMyW9kwYIFLFiwwJA+c+YM587pl5QUFhZy+PBhevToAcDatWuZMmUKtra2Frf7WvmNfPTRRxY7yC0hOzsbDw8Ps+Ws7Z+W0qFDB6O9u/38/EhKSqKiooKLFy+SmppqpPdaTI2fxn3bQb8cIj8/H1dXV6vHj06no6KiwrAeuKCggHPnzpm18+677zY61vy+++4jMTHRkJebm2t2aURwcDDffvstKSkpDB8+HICysjK6dOlC27ZtOXToEJmZmUZ1rtXbEnt0Oh1nz55l69athIeHN2vjzw2rz3jVNG20pmlfmS/541EHhag2qTapNqk2/bg23Qg6T+yPjYM+Mmzj0IbOE/vfELnXkpyczMaNG1m9erVhS678/HzatGnDG2+8wbBhwwgNDSUmJoZWrVoZImFeXl7s27ePwMBAHnnkEbN6HnroIeLj4w1pU/IbKSgoMIqgnjp1ipEjR+Lt7U1oaChvvvkmzs7OiAhr1qzhueeeu07nrFmzGDJkCEePHqVnz55s2bLFpHzQvxjn4ODAvffea3kHXkNOTg46nY5XX32VTz75BJ1Ox7Zt2wz34+PjLVqSYm3/QPPtNUVUVBQREREEBwdTWFhIr169iIqKYvDgwQQHBxMdHU3Xrl1N1jc1frKystDpdAwaNIgJEybw/vvv07Zt2xaNn/Xr1zN//nwGDhzImDFjqKioMGvnnDlzmD9/vsGerl27smrVKsLCwvD29uaxxx4z+3KpnZ0d/fr1o2fPnoao/9ixY2loaMDHx4fXX38dPz/j1a/X6m2pPY888gjBwcEWzTb8nGjuoJBQ4F306483o9+5Yh2gAX8SkY23ykh1UIhCoVC0jBt1UEjt2QrOfZTF3ZMHYNut3Q218VZTWVlJSEgISUlJtG7d3EpD6/jyyy9Zv349H3300Q2TeTMZPnw4cXFxODo63m5TFHcwDz74IHPmzDFa+/xzwuqDQtCvPZ4B3A18BqQA60XE/1Y6xwqFQqG4/dh2a0f3F/1/8s4x6NcgN06t30jGjRv3k3GOi4uLmTt3rnKOFSY5d+4c/fv3x8nJybCt3C+J5h6dRUQSrnzerGlasYj8/RbYpFAoFArFTWX06NG324TbipOTExEREbfbDMUdzN1330129s3Z8/ynQHMOcidN065ejKNdnVZRZIVCoVAoFArFz5HmHOTdQJiJtADKQVYoFAqFQqFQ/Oww6SCLSOStNEShUCgUCoVCobgTsHqbN4VCofix1BYVUbDwNU5ETLjdphih7FIoFAoF3OEOstoHWbVJtenn1abaoiJOzJ/P8dEPcPHzz6nOyroj2lSZn0/Ogv81sutO+J7KcnM59fs/cOwqu27HPsgKhULxi0NE7vjL399fFArFT5eas2clP3qhHBnkI4cHDJTD9w4wXDlPTpWLcXEiIlJ/+bLkPDlVSv/9bxERqSsr06d37BARkdrz5yXnyalS9p+v9emiIsl5cqqU79mj15OfLzlPTpVLyckiIlJ96pQ+vW+fiIhUHT8hOU9OlYr96SIiUr53rxwNHi5HvLzlsJe3kV0iIpcPHpScJ6dK5dGjIiJSsT9dcp6cKlXHT4iIyKV9+yTnyalSfeqUPp2cLDlPTpWa/Hy9/D17JOfJqVJbVCQiImX/+VqfPn9eRERKd+yQnCenSl1ZmT7973/r5eXmSn70Qjns6dWkXdYApMk1f1PT0tKsklFdXS1fffWV/OUvf5Fdu3ZJdXW11XZYyty5c6Vr167i6elplP/Xv/5VPD09ZeDAgbJw4UIREYmPjxd/f3+ZO3eu1XoeffRR+eGHHwzpTz75RPr27Sv9+vWTLVu2mK2fkpIi3t7eMmDAAHn00Uevu19fXy8eHh5SXFwsJSUl4u/vL4MGDRIfHx/ZtGmTRTaWlZWJs7OzvPXWW5Y3rAni4uLkL3/5i1FeUVGRPPDAAxbLsKZ/8vLyZNiwYTJw4EDx9fWVnTt3WqQjJiZGKioqLLbJGr2tWrUSHx8f8fHxkaioKBGxfvzEx8dLhw4dxMfHRzw9PWXx4sXNls/KyhIfHx9p166dpKamGt1r166dla2znKlTp4qPj49069ZNXFxcxMfHR5577rmbpu+nTlpamoSFhX0QFhbWXq76O2nRDumapnkBHsBdVznW626Sz65QKH5mnJkzl8r9+8HEwUS3i6K3llBfXHy7zbiO/FcWUHngwB3RXzk5OXzyySfU1tZSV1fH3r17SUtL47HHHqNXr143XN8jjzzC448/zlNPPWXIy8vL47333uPIkSOICAMGDGDatGmsWrWKpKQkXn31VY4ePWrxqXOHDh2iurqavn37AlBTU8P8+fNJSUmhurqakJAQxo8fb3Ra3NWICFOnTuUf//gHwcHBFDcxhrZt20ZgYCBdunShtraWhIQEHBwcKCkpwdvbm/DwcJPyG1m8eDHWHujSFOHh4dcdE+zk5ISLiwt79uzhV7/6VbP1re2f1q1b88477+Dj40Nubi5Dhw7lzJkzZu1cunQpTz75JG3btrW8cRbqtbe3JyMjw6h8S8bP8OHD+eKLL6irq8PDw4Mnn3wSNze3Jsvee++9ZGRkMHLkyBa1p6WsW6d3zxYuXIiDgwPz5s27pfp/LphdYqFpWjSw/MoVAvwV+GUdyK1QKH4UPWP+RqfHH0ezswNbW6N7buvX0fHKP+9W9va4rV9HhwcfBMCmfXt9+oEHAGjduTNu69fRPjREn3Zywm39OhyGDwfA1tkZt/XraDd0KABt7rlHnw4KAsDOvTdu69fR1s8XANd3V9HpiSeatAvA3tsbt/XruKu//mjltn6+uK1fh517bwDaBQXhtn4dbe65R58eOhS39euwdXYGwGH4cNzWr6O1kxMA7UND9OnOnQHo8MADuK1fh0379vr0gw/itn4dPf++1GR/3QzWrl3LgQMHAKivr2ft2rVkZmYCkJaWRmVlJXV1dQDU1dVRWVnJ119/DUBFRQVr167l6NGjAJSXlzehwXKGDh1Kly5drsuvq6ujurqa6upq2rRpQ8eOHZErDxCNEZ9Ge8wRGxvLhAn/Xc+9b98+PD096datG66urtxzzz0cPHjQZP20tDScnJwIDg4G9M7mtSxfvpyoqCgAbG1tcXBwAKC0tJTq6mpDf5oiOzub4uJiixzkhQsXMmLECPr27cusWbPo37+/wWmfNm0arq6uzJ49+7p6ERERfPjhh2blW9s/3bp1w8fHBwA3Nzdqa2uprq42WX7Xrl2GY49DQkKMjkZetmwZXl5eeHl5sXbt2mbttFZvS8cPwOXLl6mpqcHOzg7QP4T4+Pjg7+/PihUrzNYXEZ599lm8vLz43e9+Z8g31V5r5Zti69atBAUFodPpmDNnjiE/ISGB0aNHM3HiRLy8vHjhhReazTdlT2FhodG9xn2UTem9k7FkDfJE4H6gUPQ7W/gAdjfVKoVC8bOitZMTztGv0nfXV3SaOPGWOX7Krp8HPXv25He/+x2urq707NnTcALczJkzCQ4OpqGhARFhxowZJCQkmJWXnJxs5HgWFhbi7OzMu+++y4YNG+jevbthfXdTnDp1iq5duzJu3Dh8fX1ZuXKl0f2srCwuXbpkpKO8vBxvb28GDRrEypUradOmTbM2zp8/n+joaLNtaSQ8PJzx48fj7u7O2LFj2bt3L6CPJr7++utN1gkICOCbb74xK9va/rmaHTt24Ovra3Akm2LUqFFkZGTg4uJCfHy84XNOTg7Lli0jJSWFxMREoqOjKSoqapHeqqoq/Pz8GDZsGHv27AFo0fhJTExEp9Ph4uLCtGnT6N69OwArV64kMzOTlJQUli1bZnhfwRSXL19m4sSJHDx4kP3795OYmNhse62V3xRFRUUsWrSIhIQEMjIyOH36tOFBF/S/FwsXLuT7779n4cKFzeabsicqKopx48aRmZlJfHw8nTp1Mqv3TsUSB7lSRBqAOk3TOgBFgLu5Spqm3aNpWrymaUc0TTukadrvruQv1DTtjKZpGVeuB39cExQKxU+Fax0/uwEDbrdJgLIrMjISX199VN3GxobIyEhDJM7UNHqnTp0AaNeuHZGRkYbp6fZXouE3kosXL/Lll19y8uRJjh8/zpIlSygoKCA0NJQvvvgCGxsb4uLiiImJYfz48WblFRQUGEV9G6OHM2fOZNKkSQBommayflVVFfHx8bz33nvs3r2bpUuXcuLECcP9FStWXBexbd++Pd999x1paWm888471NbWmpS/detW+vfvb3LqvikcHR3p1KkTjo6OdO7cmdLSUrN1unbtapGja23/NFJYWMjcuXOve4CwlAMHDjB8+HAcHBzo3LkzQUFBzUaum9Obl5dHeno6S5cuZfLkyVRWVrZo/AwfPpyMjAwKCgrYvn27wZ4PPvgAX19fAgMDyc/PN0TATWFjY8Po0aNp1aoVo0ePJi0trdn2Wiu/KVJSUjhx4gRDhw5Fp9Nx4MABo3Hr7++Pl5cX8N/fb1P5puxJSEjg6aefBqBDhw507drVrN47FUvWIKdpmtYJWAPsBy4B31pQrw6YKyLpmqa1B/ZrmvbVlXsxIrKkRRYrFIqfPI2O352Gsut6/Pz8+OGHHwxrkFu3bo2trS1+fn63zIZdu3bh6upKx44dAfD19eXAgQOkpKSQnp7OnDlzeOGFFwgODiYmJsbsmk97e3uqqqoMaRcXFyNHsbCw0BAZbIpu3boxcOBAXF1dAb0DkZWVhbu7O2VlZezcuZOYmJgm6w4cOBBbW1syMzMJCAhossy+ffv4/PPPiYuLo6SkhFatWuHs7MyUKVNM2qRpmtFVX1/fbB+A3tG3t7c3W87a/mmUPXHiRJYsWUKfPn3M6mgKacEafFN6G+0NDAzE2dmZ3Nxcjhw50qLxA/oHntDQUJKSkjh//jw7duwgOTmZtm3bEhAQQENDg6GsJQ8TmqaZbG9CQkKz8q1hzJgxxMbGNnmv8ffLXH5L7GlO752K2QiyiPxWRC6KyLvAaGC6WHCIiIgUiEj6lc/lwBGgx481WKFQKBS3jl69evHiiy8yZMgQ7rrrLoYMGcKLL754U17QM0X37t1JTU2lurqayspK0tPT6d27NxERESxatIi8vDzc3d1JTExkzZo1ZuV5eHhw7NgxQzooKIhDhw5RVFTE6dOnycvLY9CgQYb7CxYsYMGCBYZ0YGAgp06d4vz589TU1PDdd9/h7q6fWF27di1TpkzB9qolMWfOnOHcuXOA3rk8fPgwPXr0MCl/8eLFHDt2jKysLGbPns3LL7/crHPcUrKzs/Hw8DBbztr+ERGmT5/O5MmTGTt2rMX2dOjQwWhrQj8/P5KSkqioqODixYukpqYa6b0WU3obt6UE/Uun+fn5uLq6tnj8ADQ0NJCRkYGrqytlZWV06dKFtm3bcujQIcP6/Ubuvvtu8vLyjPLq6+v5z3/+Q0NDA7t27SIwMNBke83Jt5T77ruPxMREgy25ubktWqrRnD0hISGGtdMVFRUUFxffML23GrMRZE3/6DMFcBeR1zVNc9U0LUhELIkiN8roBfgC+4BhwGxN06YBaeijzBeaqDMDmAHg7Ox83dunlrJlyxZAvz7rD3/4A1FRUVRVVbFu3Tr++Mc/smHDBjp16sQDDzzAvHnz+MMf/sDZs2fZsmULL730EuvWraNXr1786le/Yvbs2bz11lscPXqUxMREoqKiWLNmDYMGDWLw4ME8++yzrFmzhn379nHw4EGeffZZli9fzvDhw7n33nt56aWXWLFiBXv27CEnJ4dp06bx1ltvER4eTrdu3Vi8eDFLlixh586dXLx4kUmTJrFo0SKmTZvGXXfdxfLly1m8eLFqk2qTatMvqE3W7M5ws2jTpg33338/999//03XNWvWLDZu3EhJSQk9e/Zk5cqVhIeHM2bMGHx8fGjVqhXPPPMMAwcONNTx8vJi/vz5BAYGsnjxYrM6HnroIeLj4xk1ahSgb98bb7zBsGHDAIiJiTFaWnLtMoSOHTuydOlSQkNDqa2tZfLkyQwYMAARYc2aNezatcuo/KlTp5gxYwagd4zefPNNnK+8yNmU/BtFTk4OERERBgcxKSmJP//5zzx45SXY+Ph4i5akWNs/ycnJbNy4kaNHj7J69WpAv6uHi4tLs3qioqKIiIjA0dGRzz77jF69ehEVFcXgwYMBiI6OpmvXribrm9Kbk5NDZGQkdnZ22NjY8P777xvtlGHN+Glcg1xXV2fYzaO2tpbVq1fj4+PDgAEDrptdmTNnDpGRkSxcuNDQD23btuXjjz/mxRdf5P777zf0bVPtHTt2bLPyLaVr166sWrWKsLAw6urqaNeuXYuius3Zs2zZMmbMmMGqVauwtbUlNjaW/v373xC9txrN3BSGpmmrgAYgVEQGaprWGdgpIoEWKdA0B2A38CcR2ahpWjegBBBgEeAsIr9uTkZAQICkpaVZok6hUCgUV6Fp2n4RMZrL379/v9yI7cN+qlRWVhISEkJSUhKtW1u026lFfPnll6xfv56PPvrohsm8mQwfPpy4uDgcHR1vtykKxW1j//79vPbaa/8AXtiyZYthGx5LXtIbLCKzgCqAK9He5l+/vYKmabbA50CsiGy8Uv+siNRfefFvDRBkXVMUCoVCoWg59vb2hqn1G8m4ceN+Ms5xcXGxYTcQhUJxPZY8OtdqmmaDPuKLpmlO6CPKzXJlacYHwBER+dtV+c4i0jgfMwH43mqrFQqFQqH4EYwePfp2m3BbcXJyIiIi4naboVDcsVjiIC8DNgFdNU37E/p9kf9gQb1hwFTgO03TGhcQ/y/whKZpOvQOdw7wnLVGKxQKhUKhUCgUNwuzDrKIxGqath/9YSEaECEiRyyol3Sl/LVss9pKhUKhUCgUCoXiFtGsg6xpWivgoIh4AVm3xiSFQqFQKBQKheL20exLeldepMvUNM31FtmjUCgUCoVCoVDcVizZxcIZOKRp2n80TdvSeN1swxQKhUJx+8nNfY/zF/Ya5Z2/sJfc3Pduir558+bRrVs3w9G2jbz11lt4eXnh4eHBa6+9BuhP9AoICGDevHlW65k0aZLRYSEbNmygX79+9O/fn61btzZbd8eOHeh0OsPVpk2b6/bqb2howNPTk5KSEkNeeXk5Li4uLFli/iBZa+wxx5YtW3jjjTeM8oqLixkzZozFMqyx59y5cwQEBODj44NOp2Pz5s0W6Vi6dCmXL1+22KZrOXPmDMHBwXh4eODn58dXX31luGdjY2P4vp5//nmgZeOnUY6npyePP/644QCSpjh69Cg6nQ4HBweu3aq2V69eRmPDHCkpKfj5+eHh4UFISEizR4k3p9cUDg4OFtvyi0FEmr2AEU1d5urdiAsIA1b37t1bKioqpKysTEpLS+Xy5cty7tw5qampkbNnz0pDQ4Pk5+eLiMiZM2dERCQ/P18aGhrk7NmzUlNTI+fOnZPLly9LaWmplJWVSUVFhVy4cEGqq6uluLhY6uvrpaCgwEhG48/CwkKpra2VkpISqayslIsXL8qlS5fk0qVLcvHiRamsrJSSkhKpra2VwsLCJmUUFBRIfX29FBcXS3V1tVy4cEG1SbVJtUm16aa3CUiTa/62pqWliaWcO/+N7N4TIOfOf9Nk+kaTnJwsqamp4unpacg7ffq09OnTR2pqaqS6ulp69+4tJ06ckEmTJkllZaW89NJLkpWVZbGO77//XsLDww3p6upq6dWrlxQWFkpubq64u7tLfX29RbLy8/Olb9++1+Vv3bpVpk+fbpT38ssvy0MPPSRvvfVWszJ/jD3W8NRTT8nu3bvNlrPWnpqaGikvLxcRkeLiYunevbtF9ru5uUlxcbHlDbiGwsJCycjIEBGRnJwccXFxMdxr167ddeVbMn4a5TQ0NMhjjz0mf/vb38zWGTFihKSmphrlWdPW6upq6dOnj2RmZoqIyP79+6WkpKRFek3RVP/8UkhLS5OwsLAPwsLC2svVPqhY77QOA96xtt6Pufz9/W9WvygUCsXPGksc5LT9T8iZ/E9FRKS+vkbS9j8h+QWbRESkru6y7E15UOITvOXY8b/J7j3+sjflQTl7druIiFRXn5O0/U9IUfEuERGpqir60TafPHnyOgfZzc1NysvLpaysTO699145d+6cPProo1JZWSnz5s2TI0eOiIjIpUuXzMpfsGCBrF271pDes2ePjB8/3pAeMWKEHDhwwCJb//a3v8krr7xyXf4DDzwgV/fz0aNHJTIyUqKjo806yNbaEx0dLb/61a+kT58+8tvf/lb69esnRUX672Hq1Klyzz33yKxZs66rt3nzZnn22WfNtvHH9M+xY8ekc+fOUl1dbbLMV199JT4+PmJrayteXl7i4+NjeOj7+9//Lp6enuLp6Sn/+Mc/LNLZiJOTk1RVVYlI0w5gS8bP1XJWrlwpv/3tb83a2ZyDfOzYMfH19ZXs7GyTOjdv3iwTJkwwa8+1eprSW1BQIGFhYTJo0CDx8/OTo0ePGuS88sor4uHhIc8880xzXfCzw5SDbMkSCzRN02ma9ldN03KAxYDZXSwUCoVC8fPA1rYjjo7B5OSswNn5UWxtO95S/T179uR3v/sdrq6u9OzZ03DAxcyZMwkODqahoQERYcaMGSQkJJiVl5yczNUnCRYWFuLs7My7777Lhg0b6N69u8XHP8fGxvL4448b5WVlZXHp0iUjHfPnzyc6OtoimS2xJzw8nPHjx+Pu7s7YsWPZu1e/LGbdunW8/vrrTdYJCAjgm2++uSn2lJeX4+3tzaBBg1i5ciVt2pg+X2zUqFFkZGTg4uJCfHy84XNOTg7Lli0jJSWFxMREoqOjKSoqMmsv6JfB+Pr6YmdnB0BVVRV+fn4MGzaMPXv2ALR4/ADU1taybds2vL29W2xnXl4ekyZN4l//+hf9+vUzWe7EiRP06dPHIrvMERUVxbhx48jMzCQ+Pp5OnToBUFFRQVhYGBkZGezYsYP8/Pwbou+njEkHWdO0/pqmvapp2hFgBXAa/dHUISKy4pZZqFAoFIqbir/fR7g4TwSgVStb/P0+wrm7/hAJGxt7eveO4uLFVHr1mk1BwWf07h1F16769att2jji7/cRTl3uB8DOzumG23fx4kW+/PJLTp48yfHjx1myZAkFBQWEhobyxRdfYGNjQ1xcHDExMYwfP96svIKCApyc/mun6GdHmTlzJpMmTQJAf9ZV82RnZ1NRUYGPj49R/ooVK5g9e7YhvXXrVvr374+bm5tF7W2JPY6OjnTq1AlHR0c6d+7c7BrVRrp27WrRg0BL7Gnfvj3fffcdaWlpvPPOO9TW1prVcy0HDhxg+PDhODg40LlzZ4KCgjh48KDZeoWFhcydO5eVK1ca8vLy8khPT2fp0qVMnjyZysrKFo2fyspKdDodgYGB9OnTh6effrrFdj788MMMHjwYb2/vZsuJiKG/f//739OnTx8++eQTs/KbIiEhgaeffhqADh060LVrVwDatGnD0KFDsbW1pXfv3hQWFrZI/s+J5rZ5ywISgTAROQagadqLt8QqhULxsyN7XyF7445z6Xw1Do52DHm4D/0Hd7/dZim7zHD+wl6+//55vLyW4dh5CJ0732eUvhXs2rULV1dXOnbUR659fX05cOAAKSkppKenM2fOHF544QWCg4OJiYlh5MiRzcqzt7enqqrKkHZxcTFyFAsLC+ne3XxfNxU9LisrY+fOncTExBjy9u3bx+eff05cXBwlJSW0atUKZ2dnpkyZ0qTcltijaZrRVV9fb9b+qqoq7O3tzZZraf8ADBw4EFtbWzIzMwkICLCoTiONjrk1VFVVMXHiRJYsWWIUdW20NzAwEGdnZ3Jzczly5IjV48fe3v66FzLN2WnqYWL16tW89NJLfPvttwQFBZms7+7ubpgR+NOf/kRpaanh5cCrZdfV1VmktylsbVbn2vsAACAASURBVG2N6jU0mD0w+WdPc0ss/gcoBOI1TVujaVrjQSEKhUJhFdn7ComPzeLS+WoALp2vJj42i+x9tzdKoewyT3nZQSNn2LHzELy8llFeZj5CdqPo3r07qampVFdXU1lZSXp6Or179yYiIoJFixaRl5eHu7s7iYmJrFmzxqw8Dw8Pox0sgoKCOHToEEVFRZw+fZq8vDwGDRpkuL9gwQIWLFhwnZyPPvroOgd57dq1TJkyxcjhWLx4MceOHSMrK4vZs2fz8ssvGznH18o3Z8+NIjs7Gw8PD7PlrO2fM2fOcO7cOUDvTB8+fJgePXqY1dOhQwfOnz9vSPv5+ZGUlERFRQUXL14kNTW12X4QEaZPn87kyZMZO3asIf/8+fMGhzInJ4f8/HxcXV1bPH6uxZydd999N3l5edfV8/f357333uPXv/411dXVJuWPGzeO9PR0jhzRr269+uGnY8eOhvZlZRkfV9GU3pCQENauXQvol1UUFxdb3d5fCiYdZBHZJCKPAQOABOBFoJumaas0TXvgFtmnUCh+BuyNO05djXFEoq6mgb2bj7Pp7XSOXnH8amvq2fR2Oj+knQWgurKOTW+nc/yAfj1f5aUaNr2dzsmD+u2RKkqr2fR2OrmH9P+My89XsentdE4f0f+TLS2uZNPb6ZzJvgDAhcIKNr2dTsFx/fRz8sZjTdqV/LneeTqbU8amt9M5d+YSAAXHS9n0djoXCisAOJN9gU1vp1NarP/ne/rIeTa9nU75eX10MvfQOTa9nU5Fqf6f38mDJWx6O53KSzUAHD9QxKa306mu1Ed+fkg7y6a309m72UR/xR23uu9/LG5uz10XKXbsPAQ3t+duir5Zs2YxZMgQjh49Ss+ePdmyZQvBwcGMGTMGHx8f/P39eeaZZxg4cKAhQubl5cW+ffsIDAzkkUceMavjoYceIj4+3pBu06YNb7zxBsOGDSM0NJSYmBhatfrvv8eCgoLrliLs27cPBwcH7r33XkOeiLBmzRqee866vrlWvjl7LCUnJwedTserr77KJ598gk6nY9u2/x5mGx8fb9GSFGv759SpU4wcORJvb29CQ0N58803cXZ2NqsnKiqKiIgIgoODKSwspFevXkRFRTF48GCCg4OJjo42LAloiuTkZDZu3Mjq1asNW7rl5+eTlZWFTqdj0KBBTJgwgffff5+2bdu2ePxcizk758yZw/z58w32XM2QIUMYPXo0f/zjH03Kt7Oz45///CdPPPEEPj4+ZGdnM3z4cEC/tn3s2LHMnTuXe+65x6heU3qXLVvGv//9b3Q6HSNHjuTChQtWt/eXgmbNFIamaY7Ao8BjIhJ606y6hoCAALF0Lz+FQnHn8c7Mr03ec+nXCY9gF+4d3J3amnq+WJ6J14ge9AvoRnVlHdtWHmRQaE/6+Hal8lIN29/7Ht1oV3oP6kJFaTU73z+E31g33Dzvpvx8FbvWHibgwV7cM9CR0uJKvl53hKCw3vTo35kLhRUkxB7lvog+OPfp2Kxds94N5WxOGd98foxfPd6fu3s4UHC8lJTNxxk55V46d2/HmewLfLv1JKHTBtLRyZ7TR86Tti2HUZEetHe8i9xD50jfnssDz3jSrqMdJw+WkPHVKcY+5/X/7J15eFRFuv8/hz2ENUJCIgYMi9mAkAW9EAYTUUCWgRmUGRQRRxnuIF4kKjC/O5cgjjJuICoKOOKIMOI4KEEQEE00iRCSSBtZwiIkISRNNrJ10tn6/f3RpIeG9BYSQK3P85wnXXXqVH3fOkXzdp069eLWpQM/Hiog46tc7v3TUDq6teNk2nkOf32OvJOldnW5gqZp6SJi9Ww7PT1dLn2B7JdGdXU1UVFRJCUl0a6d3YCyLvH555+zadMmtmzZ0mJ1tiajR49m+/bteHh4XG8pCsV1Iz09neXLl78LLIyLi6tozHfpJ6mIlIjIumvlHGuaNlnTtPUlJSVUVVVRUVFBeXk51dXVlJSUUFdXR0FBASJi+fXa+CspPz8fEaGgoIC6ujrLI4jy8nIqKiqoqqqitLSU2tpaioqKMJlMlkXpjXU0/j1//jz19fUUFxdjNBopKyvDYDBgMBgoKyvDaDRSXFxMfX0958+fb7IOvV6PyWSiqKiI2tpaSktLlU3Kpl+MTV08Ojb5b9y9Z0eiHx1A3+CuGAwGqqormTA/EI9b21FfX09peTHTYkJx8zLPsF4oLzKnPesxmUxU11UwcUEw3W9uaw4w0L6Oux4bSK/+bpSUlNC5RztGzeqLz6Ae5Ofn07OPO7f/vg/eA7qTn59vW1ePDlRVVdGxh4mJC4KRjkZMJhOaezXTYkKpNplnoLUu5rTRVE59fT2dPYUJ8wMxta3BYDDQq38noh8dQNuOQnFxMbcE9mDkgzfj1qUDeXl5DBjuye2/70NHt3bo9XoGhPZm9GxfuvRsWlfnHu1dvk+KK3Fzc7M8Wm9JJkyY8JNxjgsLCy27gSgUiitxaQb5eqFmkBWKnzaNa2ovXTbQrkMboh7wv64vxP0SdKkZZIVCobCNrRlkm8+WNE3rKCK2V40rFAqFkzQ6dTfCrgxKl0KhUCgcYW/x1X4gVNO0TSIy61oJUigUP08G397nhnTwlC6FQqFQXI49B7mDpmmzgZGapl3xWqeIbGs9WQqFQqFQKBQKxfXB3kt684A7gB7A5MuOSa0vTaFQKBQ3CkkXKgj/9ghJFyocF1YoFIqfOPb2QU4Skf8GnhGROZcdj1xDjQqFQqG4jiRdqGBWxmlya+qYlXG6VZ3kp556Ci8vL4KDg63yU1JSGDp0KAEBAZZwxwkJCYSHh/PUU0+53M79999vFSzEVru2+Oijjxg0aBCDBw9mx44dV5w3mUwEBQVRVFRkU789XNVjj7i4OFauXGmVV1hYyLhx45yuw5G9l+OqvQCrV68270bTTM6dO0dkZCSBgYGEhobyxRdfWM61bdvWsjfyE088ATRv/PTv358hQ4ZY6oqLi2u2Xldxtn/ee+89q1DnkyZNIiEhwZK+fDwcP36ckJAQunTpwqUbItjK/8UgInYPoAPwBPDxxWMB0N7RdS15hIWFiUKhUChcB0iTy75T09LSnL4+saRc+ifoxOurQ5ajf4JOEkvKW0VvcnKypKamSlBQkCXPZDLJoEGDJDExUURECgoKRETk/vvvl+rqann66aclMzPT6TYOHz4sU6ZMcdiuLWpqaqR///6i1+slOztb/Pz8pKGhwarMjh07ZPbs2Xb128MVPc3l4Ycflq+//tphOWfsvZTm2Csi0q9fPyksLHROfBPo9XrR6XQiIpKVlSU+Pj6Wc+7u7leUb874uVqNV4OzbW/cuFHmz59vSU+cOFHi4+MdXjdmzBhJTU11Ov/nQlpamkyePPnvkydP7iqXfE86sw/yWiDs4t+1QCjwVms46wqFQqG49kw7dJIP883RCOtMwrRDJ/lYX0LShQoezDhNtcl6O9BqkzDze/NMcnFtPdMOnWRvkXlv6IKauqvSMnLkSHr16mWVl5aWRu/evYmMjASgd+/eAI2TOJdO6GAwGBy2sXnzZqZNm+awXVukpKQQFBSEl5cXvr6+3HLLLWRkWIfefv3111mwYIFd/fZwRU9sbCxjxoxh4MCBzJ8/n8GDB1tCCD/00EP4+vpazSg2MnXqVD744AOH9Ttj76W4au++ffss0d6ioqKuiPwWHBxMcHCwJUSyLby8vBg2bBgA/fr1o66uzm4I5+aOn6awpTMhIYG7776b6dOnExwczMKFCwHYsWMHI0aMICQkhEWLFlnKv/baawQEBDB06FAWL14M2O8fV7E3HhTWOOMgR4jIbBH56uIxB4hobWGgAoUom5RNyiZl09XadDUsPJaD0dT0Xvm1Iiw8lnNV9TtLTk4Onp6eTJgwgeHDh7N27VoA5s2bR2RkJCaTCRFh7ty5Vo+SbZGcnMzV7AOt1+vx9vbm7bff5qOPPqJPnz5WoZYzMzOprKy0tGFLf0syZcoUJk6ciJ+fH+PHj2f//v0AvP/++zz77LNNXhMeHs63337rsG5H9l6Oq/aOHTsWnU6Hj48P8fHxls9ZWVmsWbOGAwcOkJiYyLJlyygoKHCoF2DPnj0MHz6cjh3NQXeMRiOhoaGMGjWKb775Bmj++Gl0UkNCQigtLXWoMzk5mdjYWA4fPkxsbCwFBQWsWLGChIQEdDodZ8+e5auvzFE9ly1bxsGDB8nIyCAmJsZu/9ijMbR4SEgIiYmJlnx740FxGSL2lzcA3wEDLkn7Ad85uq4lD7XEQqFQKJoHV7HEoqnlFddimcWZM2eslhZ88MEH0r17d8nOzpaysjIZNGiQ/PjjjyIikp+fL08//bS88MILUllZ6VT9gwYNkvz8fIft2mLr1q3y6KOPWtIzZsyQzz//3JKeP3++bNmyxSn99nBWz7Jly+Tdd9+V//u//7P8ff/99y3nL3/k3khtba14eHg4rN+RvZfTXHsvX0Kwbds2efjhhy3p3/72t/LFF184rCc/P1+CgoLk1KlTVnkiIgcPHpSbb75ZqqqqLPmujJ+mljnY0xkfHy+RkZFW5bdv3y433XSTDBs2TIYNGyYDBgyQDRs2iIjI2LFjZfr06bJx40YpLS112HZTOFpiYWs8qCUWri+xeBqI1zQtQdO0r4GvgJhW8tcVCoVCcYMQ2bMrm4b64dZGs8p3a6OxaagfkT27XhMdXl5eBAQE4OvrS7du3QgLCyMzM5NPPvmEN998k0WLFqHT6YiMjHRqBtDNzQ2j0dhsPT4+PlYzqHq9nj59zHtWl5eXs3fvXqZPn+5Qf0uiaZrV0dDQ4PAao9GIm5ubw3L27G2KlrJXmhHp12g0Mn36dF5++WUGDBhgyW/UGxERgbe3N9nZ2c0eP67q7N69+xV548aNQ6fTodPpOHXqFI8++igAu3fv5vHHHyclJYXo6GiXtVwNmqa5lP9zx6GDLCJfAoMwv6j3BHCbiMS3tjCFQqFQXH8ud5KvtXMMZqcmJyeHkpISamtr+eGHH/Dz82Pq1KmsWLGC3Nxc/Pz8SExMZMOGDQ7rCwwMtNrBwhFLly5l6dKllvSIESM4cuQIBQUFnD17ltzcXIYOHQrAxo0beeCBB2jfvr1D/bbqv1acOHGCwMBAh+Xs2QtX6ndkry26detmtSwoNDSUpKQkDAYDpaWlpKamWrV7OSLC7NmzmTlzJuPHj7fkNy6fAsjKyiIvLw9fX99mj5/LcVXnHXfcQWJiIrm5uQBkZ2ej1+sREXJychgzZgx//etfycrKsts/Lc1NN91k0eRM/s8de4FCLIg55LTtFfkKhUJhh7fmPkhVWekV+Z279+C/1zt+Sai1ULqco9FJXngsh9UBvq3qHM+fP59t27ZRVFRE3759Wbt2LVOmTGH16tVER0dTV1fHzJkz8ff3t1wTHBzM4sWLiYiI4LnnnnPYxqRJk4iPj2fs2LEO2wWuWG/boUMHVq5cyahRowBYtWoVbdq0QUTYsGED+/btsyrfvXt3u/qbWs9rT4+zZGVlMXXqVIuDmJSUxPPPP8+9994LQHx8PBMnTnRYjy17bel3ZK8tFixYwNSpU/Hw8ODjjz+mf//+LFiwgNtvvx0wr8/19PS0eX1ycjLbtm3j+PHjrF+/HoBdu3aRlZXFnDlz6NixI23btuWdd96hc+fOlutcHT+X46pOT09P3nrrLSZPnkx9fT3u7u5s3rwZEWHWrFmUl5fT0NDAK6+8Yrd/7M3iN4Wj8bBo0SLmzJlDbGwsu3btsqxztpX/c0drziOMa014eLj8IvfgUyh+Jrwyw3ZsoZitn11DJdb8EnRpmpYuIuGX5qWnp8vVvKT2U6e6upqoqCiSkpJo186peSKn+Pzzz9m0aRNbtmxpsTpbk9GjR7N9+3Y8PDyutxSF4rqRnp7O8uXL3wUWxsXFWTZ5d2YNskKhULQaW5cv4WiiedVWXY2RrcuXkPmt+S3zmioDW5cv4WSK+U37qvIyti5fwo/pKQAYSi+wdfkSzujSASgvKmTr8iVkZ+gAKD2vZ+vyJZw9+gMAJXm5bF2+hHPHjzmlTX/qBFuXL6EoJwuAc8ePsXX5EkryzI8bzx79ga3Ll1B63ry7RXaGjq3Ll1BeZN5i64wuna3Ll2AovQDAj+kpbF2+hKpy85ZoJ1O+ZevyJdRUmbeWyvz2G7YuX9KcblS4gJubm+XReksyYcKEn4xzXFhYSExMjHKOFQobOHSQNU370pk8hUKhUCh+Ktx9993079//esu4bvTu3ZupU6debxkKxQ2LTQdZ07ROmqZ5AL00TeupaZrHxaM/cE0WoKh9kJVNyqafj022GL9wKf1CR2AwGKgy1vDrxbH0vi2I+vp6SisqmbFsJe639AegtNJgTt/cD5PJRHV9A9OWPkvP/gOoqqpC69iJCU/+Gc9Bt1FSUoK7x01E/fci+gYEk5+fj4dPX0Y/9gQ33xZgdx9XgKqqKjr18mTa0mehcxdMJhNtu/dkxrKVGC9+dbbtcRMzlq2kBo36+nq63HwLv14ci7TvgMFgwHOQP+MXLqVtJzeKi4vpNyyMO+c9Sedu3cnLy2PQ7SMZ/dgTdOzsjl6vZ/Adkdw1337Y22u5D7JCoVD8UrG5BlnTtP8BFmJ2hs8Bjft8lAMbROSNa6IQtQZZofip80tY69uSqDXICoVCcW1weQ2yiLwmIrcCT4mIn4jcevEYdi2dY4VC8dOnc/ceLuVfK5QuhUKhUDSJiONIdsBIYCbwUOPhzHUtdahIegqFQtE8uIpIeteDmJgY8fT0vCKCXJs2bSyRxxYsWCAi5ihlYWFhEhMT43I79913n5w8edJhu7bYunWrDBw4UAYNGiRxcXFXnG9oaJDAwEBL5LMDBw7IkCFDxN/fX+677z6H9Tdlb3PZvn27vPDCC1Z5BQUFcs899zhdhyN7L8dVe0VEVq1aJQaDwWlNl5ObmyujRo2SgIAAGT58uOzdu9dyrqXGT2M9gYGBMmPGDEtEvpakqft1KUFBQXLmzBmnyzvCUeS95uq8FHd3d5vnrva+Xy22Iuk54xxvAr4F1gKvXzzWOLquJQ/lICsUCkXzaAkH+cCPRbLwn99ZjgM/FrWCUjPJycmSmpp6haPa1H+w999/v1RXV8vTTz8tmZmZTrdx+PBhmTJlilPtNkVNTY30799f9Hq9ZGdni5+fnzQ0NFiV2bFjh8yePVtEREwmkwwaNEgSExNFxOycOsKeQ9FSPPzww/L11187LOeMvZfSHHtFnA+lbAu9Xi86nU5ERLKyssTHx8dyrqXGT2M9JpNJZsyYIa+++mqz9TaXyx3kq6W5DrIr2BvPV3vfr5arCTUdDowSkT+JyIKLxxOOLtI07RZN0+I1TTumadqRi2uaufii3xeapp28+Leny9PeCoVCobgmVNXW88dN6Xyiy7Mc8z5Ip7rWcSjj5jBy5Eh69erlVFm5+A5N439oAAaDweF1mzdvZtq0ac1uNyUlhaCgILy8vPD19eWWW24hI8M6ltbrr7/OggULAEhLS6N3795ERkYC5h0kWpLY2FjGjBnDwIEDmT9/PoMHD6aw0LzV4EMPPYSvry+PP/74FddNnTqVDz5wHHjGGXsvxVV79+3bR0hICHl5eURFRVk+A6xZs4bg4GCCg4PZuHGj3Xq8vLwYNmwYAP369aOuro6amhqb5Zs7fsAcfnnMmDGWiIwJCQncfffdTJ8+neDgYBYuXAjAjh07GDFiBCEhISxatMhy/WuvvUZAQABDhw5l8eLFlnxb9+vFF18kICCA++67zypMuq3yrvSbPWzpt9XuSy+9hL+/P1OmTGHAgAFW0QCXLl1KUFAQjz32GGD/vtvqn2uJMw7yYcC1cC1m6oEYEQkA7gDma5oWCCwBvhSRQcCXF9MKhUKhuE7MWLeff6WdBaCuwcSMdfv55JB5j+BVX5yk3FhnVb6suo4ntx4CoMRQy4x1+9l31LyLSkGFkdbAaDQSGhrKqFGj+OYb8z7Z8+bNIzIyEpPJhIgwd+5cEhISHNaVnJzM1bykqNfr8fb25u233+ajjz6iT58+VruiZGZmUllZaWkjJycHT09PJkyYwPDhw1m7dq3DNpqy1x5Tpkxh4sSJ+Pn5MX78ePbv3w/A+++/z7PPPtvkNeHh4Xz77bdXbe/luGrv2LFj0el0+Pj4EB8fb/mclZXFmjVrOHDgAImJiSxbtoyCggKHegH27NnD8OHD6dixI9Cy4wfMu8ns2rWLIUOGWPKSk5OJjY3l8OHDxMbGUlBQwIoVK0hISECn03H27Fm++uorwBxt7+DBg2RkZBATE2Opo6n7lZWVxYYNG/juu++IjY3l9OnTDsu72m9bt24lJCSEkJAQEhMTAezqb6rdnJwc1q1bR3p6Oi+++CJnzpyxnDMYDEyePBmdTseePXvIy8uzed/t9c+1xJkQQr2Ao5qmHQQsP8VExG7MSxHJB/Ivfq7QNO0YcDPwa+DOi8X+ASQA1+fngUKhUCjs8mFqDqbLNjsyCXx9ouia6sjNzaVPnz6kpqYybdo0Tp48SXR0NJ999hmvvvoq27dvZ9WqVbi7uzusKz8//6pmcRtnG+fNmwfAtm3b0DTNcv6NN96wmlkzGo3Ex8eTkZFBjx49CA8PZ/z48fj5+dlsoyl73dzcbJb38PCgvLzc8resrMyhHZ6eng63O3TG3stpjr1NcejQIUaPHk2XLl0AGDFiBBkZGVYhwptCr9cTExPD9u3bLXktNX6qq6sJCQkB4M477+QPf/iD5VxYWBjBwcEA9OjRg7i4OE6fPs3IkSMBqKys5PTp00RHRxMREcEjjzzCxIkTr3iacTnfffcdkZGRuLm5ERQURL9+/eyWb06/zZgxgzfeMO+/MGmSeRedAwcO2NTfFOnp6YwePRp3d3f8/f2tdHbo0MFSz6233oper7cbstqV/mktnHGQY6+2kYt7Jw8HUgCvi84zIpKvaVqTAcs1TZsLzAXw9vZGp9NdrQyFQnGdaVvWQNdkIxWjOtHQve31lmPhl65r6x//y/K5fds2VulZd/RjY/IZqutMlrxO7dvwSGR/ADzcO1iV9+zaqVU09uljfpAZERGBt7c32dnZHDt2jO+++45FixaxcOFCIiMjWbVqFXfeeafdutzc3KweU7uKj4+PlWOp1+st+srLy9m7dy+rVq2ynPfy8iIgIABfX1/A7EhlZmbadRibstff399meU3TrI6GBsdLYIxGo12nuxF79jZFc+xtikbH3BWMRiPTp0/n5ZdfZsCAAZb8lho/bm5uNv2R7t27X5E3btw4Nm/efEX+7t27SUpK4sMPP+T1118nPT3dZpuN97QRR/3SnH6zhS39rrbbvn17y2dN0zCZTDbLgmv901o4dJBF5GtN0/oBg0Rkn6ZpnQGnv6k1TesC/BtYKCLl9n51XtbuemA9mPdBbvzFplAofpqYahs4/2o6DRUmeu1vwGtRCG06XH9nVOmyz+PRA9mSkmPlILu1b8vjUYOumYaSkhLc3Nxwc3MjKyuLvLw8fH19ue2225g2bRppaWn4+fnxzjvv8Mc//tGhgxwYGMipU6ecjqS3dOlSAF544QXAPCN35MgRCgoKqKmpITc3l6FDhwKwceNGHnjgASuHICIigpycHEpKSujSpQs//PCDlbN4ef227G1pTpw4QWBgoMNy9uxtSr8je23RrVs3SkpKLGvBQ0NDWbx4MQaDgbq6OlJTU+0u1xARZs+ezcyZMxk/frwlv6XHj7PccccdPP744+Tm5tK3b1+ys7Pp2LEjXl5e5OTkMGbMGIYMGcKgQfb/LYWGhrJkyRKMRiOnT58mJyfHYXlX+s1V/bZ+HIWHh7N48WKqqqrIyckhOzvbqXYuv+8i4lL/tBYOHWRN0x7DPJPrAQzAvEzibeAuJ65tj9k53iwi2y5mn9c0zfvi7LE34NyCIoVC8ZPmwscnaKisBYGGyloufHyCm2YGXG9ZSpcDOndox7pZYXx48D//Kf9uhC9ureSsz58/n23btlFUVETfvn1Zu3YtvXr1Ys6cOXTs2JG2bdvyzjvv0LlzZ8s1wcHBLF68mIiICJ577jmHbUyaNIn4+HirR85NtTtlinkl4eXLEDp06MDKlSsZNWoUAKtWraJNmzaICBs2bGDfvn1W5bt3787q1auJjo6mrq6OmTNnWs0GX15/ZmamXXudJSsri6lTp1oiXyYlJfH8889z7733AhAfH8/EiRMd1mPLXlv6HdlriwULFjB16lQ8PDz4+OOP6d+/PwsWLOD2228HzOtSPT2bfOgMmNcAb9u2jePHj7N+/XoAdu3aRVZWVouOH2fx9PTkrbfeYvLkydTX1+Pu7s7mzZsREWbNmkV5eTkNDQ288sorgP379Yc//IHhw4cTGBjIrbfe6rC8K/3mqn577c6dO5fQ0FBCQkIYMGCAZQ24PS6/756enk32z7XGZiQ9SwFN0wEjgBQRGX4x7wcRGeLgOg3zGuMSEVl4Sf5LQLGIrNQ0bQngISLP2KtLRdJTKH7aVKbqKYv7EblkFlJr34buk/yo0hXiPqIP7sM9MdU2ULTxCF3u8KbzsN6YjPUU/eMoXUf54BbciwZDHcUfHKPr6JtxC7yJhopairdk0u3OvnS6zYP60hpKth6nW/QtdBrUk/riako+Pkn3u33p6NeDusIqLmw7Rffx/enYrxtlX2ZTsS8HLv0a1KDrXbfQfWx/as9WULrrDD1/PYD2fdypyS6nbHcWPX8zkPa9O1NzupSyL3LwmD6Idje5YTx5gfKvzuIx4zba9eiI8XgJ5Qm53DTTn7ZdO1B9tJiKxHPc9GAAbd3bU324iIrkPHrNDqRNp3ZUfV9I5YF83Ib2onzXmSv7a8oAukS49s60iqR3JdXV1URFRZGUlES7ds6sNHSOzz//nE2bNrFly5YWq7M1GT16NNu3b8fDu7qkWAAAIABJREFUw+N6S1H8TKioqKBr164UFRURFhZGVlaW3fXqNwIuR9K7hBoRqW1MaJrWDuv/TmwxCpgFRGuaprt43AusBO7WNO0kcPfFtEKh+BlTvjvLytkDkDoT5XudewTXWlQm5V35bSZQmez4xaXWpGJfTtP9tTvr+gj6meHm5saKFSvIzc1t0XonTJjwk3GOCwsLiYmJUc6xokV58sknGTp0KNHR0axZs+aGd47t4cwM8otAKeYIeguAPwFHReT/tb48M2oGWaH4aWNzBvnXA+gS3pxdJJUuZ1EzyAqFQmGbq5lBXgIUAj8AfwR2Af/bKioVCsXPki4RfegU4AHtLs4mtNPoFOBxXZ1QpUuhUCgUtnDGQXYD3hWR+0RkOvDuxTyFQqFwmp7TB9O2SwcA2nbpQM/pg6+zIjNKl0KhUCguxxkH+UusHWI3YJ+NsgqFQtEkbTq0pdecINp5dabXnKAbYis1ULoUCoVCcSXOOMidRKSyMXHxs+v7zTQDTdMma5q2vqSkhKqqKioqKigvL6e6upqSkhLq6uooKChARCzbzDTG8c7Pz0dEKCgooK6uzrIdSXl5ORUVFVRVVVFaWkptbS1FRUWYTCb0er1VHY1/z58/T319PcXFxRiNRsrKyjAYDBgMBsrKyjAajRQXF1NfX8/58+ebrEOv12MymSgqKqK2tpbS0lJlk7LpF2dTey93tJl90W7qeEPZhEcHOsy+lfpubW6o+1TXVcP90cFUuzU0+z4pFAqFohmIiN0DSAZCL0mHAfsdXdeSR1hYmCgUCoXCdYA0uew7NS0t7fqKskNMTIx4enpKUFDQFefKy8vF29tbXnrpJRERiY+Pl7CwMImJiXG5nfvuu09OnjxpSW/dulUGDhwogwYNkri4OIfX//nPf5agoCAZPny4fPLJJ1ecb2hokMDAQCksLBQRkQMHDsiQIUPE399f7rvvPof1u6rHHtu3b5cXXnjBKq+goEDuuecep+twVY+r9oqIrFq1SgwGg9OaLic3N1dGjRolAQEBMnz4cNm7d6/lXJs2bWTYsGEybNgwWbBggYg0b/wcP35cIiMjJSAgQEJCQiQ7O1syMzNl2LBh4u7uLqmpqc3Wf7UEBQXJmTNnWqy+jRs3yvz58y3piRMnSnx8vMPrmhpvtnB3d7d57mrHg7OkpaXJ5MmT/z558uSucqn/Kw6cUyAc+BFIvHicAsIcXdeSh3KQFQqFonm0mIP84kCRZd3Mf1uR5ORkSU1NbdJBfuaZZ2TSpEkWB/n++++X6upqefrppyUzM9PpNg4fPixTpkyxpGtqaqR///6i1+slOztb/Pz8pKGhweb1qampEh4eLnV1dVJYWCh9+/aV8vJyqzI7duyQ2bNni4iIyWSSQYMGSWJiooiYnVN7uKqnuTz88MPy9ddfOyznqh5X7W2kX79+lh8UzUGv14tOpxMRkaysLPHx8bGca8oRa874GTFihMWuc+fOSVFRkeXcmDFjlIPsIvYc5KsdD85iy0G2u8RC07Q2QAfAH/hvzFu8BYjItQ+KrVAoFIrrh6HA+m8rMXLkSEvI2Us5ceIEhYWFXLo9nVzcprTxPzQAg8HgsI3Nmzczbdo0SzolJYWgoCC8vLzw9fXllltuISMjw+b1P/74IyEhIbRr145evXpx8803k5qaalXm9ddfZ8GCBQCkpaXRu3dvIiMjAejdu7ddfa7qiY2NZcyYMQwcOJD58+czePBgCgsLAXjooYfw9fXl8ccfv+K6qVOn8sEHH9jV0hw9rtq7b98+QkJCyMvLIyoqyvIZYM2aNQQHBxMcHMzGjRvt1uPl5cWwYcMA6NevH3V1ddTU1Ngs7+r4+f777+nYsaPFLh8fH2666Sa7mqZMmcKwYcMICwvjjTfesOQnJCRw9913M336dIKDg1m40BxPbceOHYwYMYKQkBAWLVpkKd+lSxeWLl1KUFAQjz32mCX/xRdfJCAggPvuuw+j0WjJt9VvtupxFVs6bY23l156CX9/f6ZMmcKAAQPIysqynLtcj73x8NprrxEQEMDQoUNZvHhxs/U7g10HWURMwCsiUicih0XkBxGpa1VFCoXiZ0d29joKChLZt28fK1eu5Msvv6SgIJHs7HVK142ga+NEOLTZ/Lmhzpz+fqs5/dJAiO0ObS5GnGvbwZx+wdecNhSbyx//3JyuON8qEhcvXsyyZcus8ubNm0dkZCQmkwkRYe7cuSQkJDisKzk52crR1uv1eHt78/bbb/PRRx/Rp0+fK8InX0pgYCApKSlUVVWRk5PDsWPHLOvTwRwqurKy0tJGTk4Onp6eTJgwgeHDh7N27Vq7+lzVA2ZHbOLEifj5+TF+/Hj2798PwPvvv8+zzz7b5DXh4eF8++23duttjh5X7R07diw6nQ4fHx/i4+Mtn7OyslizZg0HDhwgMTGRZcuWmd8ZcII9e/YwfPhwS6hjo9FIaGgoo0aN4ptvvgFcHz+nT59mwIABTrXfyNq1a/n+++85cOAAa9assRonycnJxMbGcvjwYWJjYykoKGDFihUkJCSg0+k4e/YsX331FWB23CdPnoxOp2PPnj3k5eWRlZXFhg0b+O6774iNjeX06dMAdvutqXrssXXrVkJCQggJCSExMRHArs6mxltOTg7r1q0jPT2dF198kTNnzljONaXH1ngAc9jsgwcPkpGRQUxMjEv3wlWcibG5V9O03wLbpPEnlkKhULhAVZUnxzLnceL4nRiNvTlyZBt19Qn0831O6brRdRnMM5GY6s1/Gy4GVq0pu2YSduzYweDBg+nXr59VfnR0NJ999hmvvvoq27dvZ9WqVbi7uzusLz8/32pWs/G/tnnz5gGwbds2uxHAhgwZwsMPP8zIkSO5+eabiYqKolOnTpbzb7zxhtUMmtFoJD4+noyMDHr06EF4eDjjx4/Hz8+vyfpd1QPg4eFBeXm55W9ZmeP74+np6dDxbo4eV+21xaFDhxg9ejRdunQBYMSIEWRkZDB27Fi71+n1emJiYti+fbslLzc3lz59+pCamsq0adM4efKky+NHRFyODPf3v/+dTz/9FBEhLy+PvLw8+vQx72ceFhZGcHAwAD169CAuLo7Tp08zcuRIACorKzl9+jTR0dF06NDBkn/rrbei1+vJysoiMjISNzc3goKCLP8+7PVbU/U0Op9NMWPGDMvM96RJkwA4cOCATZ1NkZ6ezujRo3F3d8ff39/q37GreiIiInjkkUeYOHGi1VOg1sCZXSwWAf8CajVNK9c0rULTtPJWVaVQKH5WHDsmHDs6msGD44kYsY3b/Pdx7OhojhypZeeuKFIOrgGgurqMnbuiSEt7C4DKykJ27ooi/bt3ACgtzWXnrih0uvcBKC45w85dUWRk/BOAwsLj7NwVxeHD/wIgPz+DnbuiOHbM/B9lbm46O3dFcfz4LgAyMs5QU+PG4Nu+pF8/HYNv+4qaGje+//4UAKdO7WPnriiys82zbMeP72Lnrihyc9Mv2rWdnbuiyM83P24+fPhf7NwVRWHh8Yv1/5Odu6IoLjHPmOh077NzVxSlpeYQx+nfvcPOXVFUVpqd0LS0t9i5K4ojR6o5dnQ0t/nvM+saHM+xo6M5dqyV5ijm7IThD5g/t21vTg+bYU67e17M72j9tzHf/SZz+dsmmNNdvVpcXkpKCv/+97/x9/fnjTfe4MUXX2Tz5s188sknvPnmmyxatAidTkdkZKRTM8hubm5Wj6N9fHysHEW9Xm9xYmzR2ObOnTvR6/X4+ppn1MvLy9m7dy/Tp0+3lPXy8iIgIABfX1+6detGWFgYmZmZNutujh5N06yOhoYGu+XB7Mi6uTkOa+CqHlfttUVz5uSMRiPTp0/n5ZdftprtbdQbERGBt7c32dnZLo8fPz8/Tp06ZfP85c5zQkICe/bsITk5GZ1Oh7+/PybTf6Jjdu/e/Yo6xo0bh06nQ6fTcerUKR599FEA2rdvb9WOyWSy3OtGLl0yYoum6mkOtnQ2RUvq2b17N48//jgpKSk2HfKWwqGDLCJdRaSNiLQXkW4X091aVZVCofjZUVbWh/z8wXTqZKC0tA9lZTdGVLj6+g4UFfni2+8Higp9qa/vcL0lAeb+Ki3tg2+/H8jPH3z9+uvpkxBbBg0X13I21JjTT5+8ZhKee+45Tp06RWZmJo8//jjPPPMMDzzwAFOnTmXFihXk5ubi5+dHYmIiGzZscFhfYGCglaMzYsQIjhw5QkFBAWfPniU3N5ehQ4dazi9dupSlS5da1VFcXAzA119/TUlJiWU5xcaNG3nggQes/uOPiIggJyeHkpISamtr+eGHH6xmUy+v35GeluLEiRMEBgY6LOdq/ziy1xbdunWz2powNDSUpKQkDAYDpaWlpKam2u0HEWH27NnMnDmT8ePHW/Ibt6UE8/KDvLw8fH19XR4/ISEhGAwGkpKSAPOTiMZxAHDTTTeRm5trSZeXl9OrVy86d+7MkSNH+P777+3af8cdd5CYmGipIzs722pJxuWEhoaSnJyM0Wjk6NGj5OTkWPJd6TdXcVVneHg4SUlJVFVVkZmZSXZ2tlPtXD4eRIScnBzGjBnDX//6V6t1zK2BQwdZM/Ogpml/uZi+RdO0Ea2q6j9tq32QlU3Kpp+JTd276/H2PkFO9hC6dyuke3c9Im2IHPUpwUF/wGAwUFsLd0V/zq233k99fT0Gg4mJ98bj3edeAKqq2jDx3nj69LnHvG7Q1JW7x+7B13cCVVVVdOrkw+jI7QwYMImSkhJ69QogInwr/v5TyM/Pp2/fMIaHbOa22+4lPz+fdu36kZM9lF435ZKTPYRevc6Skz0UTfOlqqqKXr3CuXvsHtzdB2MymejePZSJ98bTpo33RZsiLqa9qK+vx9s7mruiP6dDhz4YDAYGDJhC5KhPce/sTXFxMcHBMwkP+5AePfqSl5dHWOijDA/ZTJcuvdHr9YSG/pHbR/wL6ED37nq6dyskJ3sI3t4n6N5dT01NzfXbB9kyY+zZcnU2wfz58/mv//ovjh8/Tt++fYmLi7NZtnH2LDg4mJSUFCIiIvjNb37jsI1JkyYRHx9vSXfo0IGVK1cyatQooqOjWbVqFW3a/Oe/x/z8/CuWIsyZM4fAwECeeOIJPvjgAzRNQ0TYsGEDf/zjH63Kdu/endWrVxMdHc3w4cP5/e9/j7+/v836HelxlqysLEJCQvi///s/y1rSXbt2Wc7Hx8czceJEh/W42j+O7LXFggULmDp1KpGRkej1evr378+CBQu4/fbbiYyMZNmyZXh62h5/ycnJbNu2jfXr11vWzebl5ZGZmUlISAhDhw5l2rRpvPPOO3Tu3LlZ42fTpk0sXryYgIAAxo0bZ/VS36JFi1i8eLGl3fHjx2MymRg2bBjPPvssoaGhduv29PTkrbfeYvLkyQwZMoQZM2bYfWmwX79+/OEPf2D48OH85S9/4dZbbwVwud9cxZZOW+PN19eXuXPnEhoaSmxsLAMGDLCsDbfH5eNBRJg1axZDhw5l9OjRvPLKKy1mU1Nojh5haJr2FmACokUkQNO0nsBeEYloVWWXEB4eLmlpadeqOYVC0cIcO/YJ2Tn/y4njd1JS0hsPj0IG32ZeUxsQ0LrryH7pujRNSxeR8Evz0tPT5dKX1H5pVFdXExUVRVJSEu3aOfMqjnN8/vnnbNq0iS1btrRYna3J6NGj2b59Ox4eHtdbiuJnTkVFBV27dqWoqIiwsDCysrJcXs/dWqSnp7N8+fJ3gYVxcXEVjfnOfDPcLiKhmqYdAhCRC5qm3RjPIBUKxU+Czp0LCB3+Nu3b1ZKamkpQ0G8YMuR3VFcfVbp+Qrp+Lri5uVkerffv37/F6p0wYQITJkxosfpak8LCQmJiYpRzrLgmPPnkkxw8eBAwb0F3ozjH9nBmBjkFGAmkXnSUe2OeQR5+LQSCmkFWKBSK5qJmkBUKhcI2tmaQnVnUtAb4BPDUNO2vQBLwfOvIVCgUCoVCoVAori8Ol1iIyGZN09KBuwANmCoix1pdmUKhUCgUCoVCcR2w6SBrmtYJmAcMBH4A1olI/bUSplAoFAqFQqFQXA/sLbH4BxCO2TmeALx8TRQpFAqFQqFQKBTXEXsOcqCIPCgi64DpwK+ukSaFQqFQ/EJ56qmn8PLysoTgBXNQjvDwcIYNG0ZISAiffvopYI5UFh4ezlNPPeVyO/fff79VsJCPPvqIQYMGMXjwYHbs2OHw+rZt21r22n3iiSeuOG8ymQgKCqKoqMimflvs2bPHUndISAgdOnRAp9O5bGMjcXFxrFy50iqvsLCQcePGOV2Hq/0D5q29fHx8ePll5+bXVq9eTVVVldOaLufcuXNERkYSGBhIaGgoX3zxheVcU/erueNn7NixREVFOVW2Mdyzs/mtyXvvvWcVAn3SpElORZ5savzYwp5dV3t/rzki0uQBfGcvfS0OYDKw/tZbbxWDwSDl5eVSVlYmVVVVUlxcLLW1tXL+/HkxmUySl5cnIiLnzp0TEZG8vDwxmUxy/vx5qa2tleLiYqmqqpKysjIpLy8Xg8EgFy5ckJqaGiksLJSGhgbJz8+3qqPxr16vl7q6OikqKpLq6mopLS2VyspKqayslNLSUqmurpaioiKpq6sTvV7fZB35+fnS0NAghYWFUlNTIxcuXFA2KZuUTcqmVrcJSJPLvlvT0tLEFVLyUmTqp1OlsKrQ6nNrkJycLKmpqRIUFGTJq62tlYqKChERKSwslD59+khDQ4Pcf//9Ul1dLU8//bRkZmY63cbhw4dlypQplnRNTY30799f9Hq9ZGdni5+fnzQ0NNitw93d3e75HTt2yOzZs+3qd4a8vDwZOHCgU2Vd5eGHH5avv/7aYbnm9I+IyDPPPCOTJk2Sl156ySk9/fr1k8LC5o8rvV4vOp1ORESysrLEx8fHcq6p+9Wc8WMwGKR///4yaNAgyz21h61x4mj8tAYbN26U+fPnW9ITJ06U+Pj4Fm3Dnl1Xe39bi7S0NJk8efLfJ0+e3FUu9UHFtnPaAJRfPCqA+ks+l9u6rjWOsLCw1u0dhUKh+JlytQ5ySl6KhG8Kl2H/GCaP7H7E8nnF/hWtpFjkzJkzVg7ypZw6dUp69uwpNTU1ct9990l1dbU89dRTcuzYMRERqaysdFj/0qVLZePGjZb0N998IxMnTrSkx4wZI4cOHbJbhyMH55577pGm+vlS/c7w6quvypIlS+yWWbZsmfzqV7+SAQMGyJ/+9CcZNGiQFBQUiIjIrFmz5JZbbrFyjBr59NNP5bHHHnOooTn9c/z4cZkzZ44sW7bMoYP8xRdfyLBhw6R9+/YSHBwsw4YNs/zoe+211yQoKEiCgoLk3Xffdaj1Unr37i1Go1FEmr5fzRk/O3fulAceeEAefvhh2b59uyV/9erV4u/vL0OGDJFnnnnGku/u7i5LliyRwMBAefTRRy35nTt3lkcffVSCgoLkiSeesCrfyJgxYyQ1NVVEROLj42Xs2LHy29/+VoKCguR//ud/JC4uTmbOnGkp/5e//EVWrVplU7s9BzkuLk4iIiJk2LBh8uSTT1rK2Bo/L774otx2220yefJk8fPzkzNnzti01979tdVv1xJbDrLNJRYi0lZEul08uopIu0s+d2u9OW2FQqFQXEvm7J7Dp6fMj/3rTHXM2T2HHT+aH6M/n/I8xgYjDdJARmGG5fNnpz8D4ILxAnN2zyHhbAIARdVFraKxoqKCIUOGMHToUNauXUuHDh2YN28ekZGR5rDjIsydO9epR8bJyclcug+0Xq/H29ubt99+m48++og+ffpcEVr6coxGI6GhoYwaNYpvvvnG6lxmZiaVlZVWbTSl3xk2b97M7373O4flpkyZwsSJE/Hz82P8+PHs378fgPfff59nn322yWvCw8P59ttvHdbdnP5ZvHgxy5Ytc1g3mJcs6HQ6fHx8iI+Pt3zOyspizZo1HDhwgMTERJYtW0ZBQYFTde7Zs4fhw4dbQho3db+aM3727NnDXXfdRXR0NHv27LHkL1u2jIMHD5KRkUFMTIwl32AwMHnyZHQ6HXv27LGEha+qqmL69OlkZGSQnp5OYmKiQ5uSk5OJjY3l8OHDxMbGMmHCBPbv328JR/2vf/2L3//+93braAwBHRISYmmzoKCAFStWkJCQgE6n4+zZs3z11VdA0+MnJyeHdevWkZ6ezosvvsiZM2fs2mvr/trrtxsB14O7KxQKheIXw+t3vU7X9l1p36Y9xgYjABoa0wdNv6Y6unbtyg8//EBaWhpvvvkmdXV1REdH89lnn9G2bVu2b9/OqlWrmDhxosO68vPz6d27tyUtFwNmzZs3j/vvvx/AYaSv3NxcvvvuO1avXs3MmTOprq62nHvjjTes1nra0u+IEydOYDAYGDZsmMOyHh4e9OjRAw8PD3r27ElZWZnDazw9PR06uuB6/+zYsYPBgwfTr18/h3Xb49ChQ4wePZouXbrQs2dPRowYQUZGhsPr9Ho9MTExrF271pLX1P1qzvhpdJDvuusuKwc5IiKCRx55hPfee8/ilAN06NCBkSNH0r59e2699Vb0ej1gXhN9991306ZNG+6++26cCYYWFhZmWZvfo0cP2rVrx69//Ws+/fRTDh48iJ+fH15eXnbrmDFjBjqdDp1Ox+jRowE4cOAAp0+fZuTIkYSEhHDo0CFOnz5ts4709HRGjx6Nu7s7/v7+VvfZlr22sNVvNwItF4ReoVAoFD9JNo7faPncvk17q3R+ZT51pjrqTP9x6Nq1aUd1g9kh7Nmpp1X5Xm69WlVrQEAA7du35/vvv+fs2bN89913LFq0iIULFxIZGcmqVau488477dbh5uaG0Wi0pH18fKwcRb1eT58+fezW0Xg+IiICb29vsrOz8ff3p7y8nL1797Jq1SqH+sPDw5ss04izs8dgdlgvPRoaGhxeYzQacXNzc1jO1f5JSUnh3//+N9u3b6eoqIg2bdrg7e3NAw884JQtjTQ65q5gNBqZPn06L7/8MgMGDLDkN3W/jh075tL4yc7O5syZM9xzzz0AnD17llOnTjFw4EB2795NUlISH374Ia+//jrp6ekAtG/f3nK9pmmYTKYm6278wXHpD4/6euuddbt3737FdbNnz+bPf/4zgwYN4qGHHnLUPTYZN24cmzdvdqqsvfvirL2N2Oq3GwE1g6xQKBQKm7xw8AWLc9yxbUfat2lPnamOL7K+cHBly3Hu3DmKi4sBs3N29OhRbr75ZqZOncqKFSvIzc3Fz8+PxMRENmzY4LC+wMBAqx0sRowYwZEjRygoKODs2bPk5uYydOhQy/mlS5eydOlSS7qkpMQyY5yVlUVeXh6+vr4AbNy4kQceeMDKUbCl31b9jWzZssVpB7k5nDhxgsDAQIflXO2f5557jlOnTpGZmcnjjz/OM88845Rz3K1bN0pKSizp0NBQkpKSMBgMlJaWkpqaatXu5YgIs2fPZubMmYwfP96Sb+t+uTp+9uzZw6OPPkpmZiaZmZnMmzeP3bt3IyLk5OQwZswY/vrXv5KVleXQ1oaGBr788ktMJhP79u0jIiICMDvBjXozMzMd1hMSEsL58+fZsWMHU6ZMcVi+Ke644w4SExPJzc0FzD8E7M38hoeHk5SURFVVFZmZmWRnZzvVzuX3tzn9di1RM8gKhUKhsMmGezbw9vdvszdrL/97x/+Sok/hi6wveHlM62yNP3/+fLZt20ZRURF9+/Zl7dq19O7dm7lz5wJmx+Jvf/sb3t7elmuCg4NZvHgxERERPPfccw7bmDRpEvHx8YwdOxYwPxZeuXIlo0aNAmDVqlW0afOf+aPLlyFkZmYyZ84cOnbsSNu2bXnnnXfo3LkzIsKGDRvYt2+fVfmcnBy7+pta5pCSkkKXLl247bbbHNpji6ysLKZOnWpxuJKSknj++ee59957AYiPj3dqSYqr/dNcFixYwNSpU/Hw8ODjjz+mf//+LFiwgNtvvx0wr1f19PS0eX1ycjLbtm3j+PHjrF+/HoBdu3aRlZXV5P1qxNnxs2fPHqs1vnfddRfr16/nT3/6E7NmzaK8vJyGhgZeeeUVh7Z27tyZDz/8kCeffJK77rrL0reLFy9m/PjxhIeHc8sttzisB+A3v/kNx48fd+ppQFN4enry1ltvMXnyZOrr63F3d2fz5s12x8/cuXMJDQ0lJCSEAQMGOLU84vL76+np6XK/XUu05jzCuNaEh4eLM+tzFArFjU3ShQoWHsthdYAvkT27Xm85Fn7OujRNSxcRq2f56enpcukLZL80qquriYqKIikpiXbtWm6e6PPPP2fTpk1s2bKlxepsTUaPHs327dvx8PC43lIUV8G9997LokWLLD/4rgUVFRV07dqVoqIiwsLCyMrKcrhu/0YlPT2d5cuXvwssjIuLq2jMv6GXWGiaNlnTtPUlJSVUVVVRUVFBeXk51dXVlJSUUFdXR0FBASJi+QXb+IZofn4+IkJBQQF1dXWWX0Dl5eVUVFRQVVVFaWkptbW1FBUVYTKZLI8UGuto/Hv+/Hnq6+spLi7GaDRSVlaGwWDAYDBQVlaG0WikuLiY+vp6zp8/32Qder0ek8lEUVERtbW1lJaWKpuUTb8om7afymJWxmlya+qYlXGaXdnnbgibPjtz1krX3nPnb4j7tPtsPg9e1PVgxmm+0hc36z4prsTNzc3yaL0lmTBhwk/GOS4sLCQmJkY5xz9hiouLGTx4ML179+auu+66pm0/+eSTDB06lOjoaNasWfOTdY7toWaQFQpFq5N0oYJZGaepNv3n+8atjcamoX7Xdcb2l6BLzSArFAqFbX6SM8gKheKnT1POHkC1SZiVcZrog5l8rDfPdFY1mJh26CSfnr8AQHl9A9MOnWRnYSkAxbX1TDt0kr1F5i2sCmrqmHboJF8VlwNwzljLtEMn+abE/B2XXV3DtEMn+fZCJQCnqow9JngNAAAgAElEQVRMO3SS1DIDSRcqeMCGrgcyTpN0oYJD5VVMO3SSY5XmF3xSywxMO3SSU1XmHRC+vVDJtEMnya6uAeCbkgqmHTrJOWMtAF8VlzPt0EkKaswvue0tKmPaoZMU15rfTt9ZWMq0QycprzfvOPDp+QtEH8zkQTv9lXShAoVCoVC0LspBVigUrcrCYzlXOHuNVJuEU1U111iRmYXHcqixoavGJCw8lnONFZk5VVWD0U5/XS9dCoVC8UtCLbFQKBStiq0ZZLi+yxl+KbrUEguFQqGwzTVfYqFp2ruaphVomnb4krxYTdPOaZqmu3jc21rtKxSKG4PInl3ZNNSPTqW1tMsosRydSmuv61pfpUuhUCgUtmjNJRbvAeObyF8lIiEXj12t2L5CobhBCHV3w/37C7TLr7YcXb6/QJh7Z8cXK103jK5rwVNPPYWXl5clpK69/ISEBMLDw3nqqadcbuf++++3ChZiq11b/L//9/8IDg4mNDSUTz/99IrzJpOJoKAgioqK7Nb/0ksvERwcTGBgIMuXL3fZDmeIi4tj5cqVVnmFhYWMGzfOqevPnTtHZGQkgYGBhIaG8sUXjoPEpKSkMHToUAICAizhqR2xevVqqqqqnCrrqs62bdsSEhJCSEgITzzxBNC88dNYT1BQEL/73e+sQoy7SlP3BSAxMZHAwEBCQkI4evSow/LO8t5771mFQJ80aRIJCQnN1tkUXbp0sXnuau/vtabVHGQR+QZQewwpFAre+OoUpgbrkKP1DSbWfHmCGev288kh83Zb1bUNzFi3nx3fm7ctKzfWMWPdfnYfNm9nVmKoZca6/ew7at4qraDCyIx1+0k4XgBAXmk1M9btJ+mk2SnJKa5ixrr9HDhtjmL2Y2ElM9btJz3b/NW0PO4o1TXW4VyraupZFmd+8PX92VJmrNvPcb35qVt6dgkz1u3nx0LzS38HThczY91+corNX/pJJ4uYsW4/eaXm/zQTjhcwY91+CirML/XtO3qeGev2U2Iwv8S3+3A+M9btp9xofolvx/d5zFi3n1VfnGyyv96IP+ly37cUdQUFZD04i/rCwlZt5ze/+Q07d+50Kv+tt94iKSmJNm3acPz4cafbOHLkCDU1NQwcONBhu02RlpbG3r170el07N27lwULFlBRYf3y5K5du4iIiKBXr14268/NzWXdunUcOnQInU7HP/7xD86cOeO0Hc4yZcoUlixZYpXXu3dvfHx8+Oabbxxe365dO958802OHj3KJ598wsMPP2y3vIgwa9Ys1q5dy7Fjx3jzzTed0nm1DpQ9nW5ubuh0OnQ6HWvWrAGaN34a6zl82Pwd8fbbbzdbb1P3Bcwhxp9++ml0Op1VpENb5Vublmr3p+YgX49Ieo9rmvYQkAbEiMiFpgppmjYXmAvg7e2NTqe7hhIVCkVL8o/kPKrrrNfUGutMvP/tGfr3aE92dg46rYiaehOVlZVkZ2ehkwIMteb0mTNZ6OrPU17TQGVlJafPnEZXm8+F6ovp06fpUZ1HoaGeyspKfvzxFF0MuegrzelTp07Rqfws58rrqKys5OTJk7S90JE4XR6XL/U1CezQnWPmQOFkcS2VlZVkZmZSrW/PyaIac/rYMSrOtedUgTl99NhRSrq040e9kcrKSnNYXvd2nM6/mD58hDy3tpw+V01lZSWHD/9At45tOXPWnP4h4wfcO7QhO6eKykoDmw9caLK/3ks6zd1exta+XU1StPYtqtPTKXxzLd6xy1qtnZEjRzYZcrap/MZ3aETE8tlgMODu7m63jc2bNzNt2jSn2m2KH3/8kZCQENq1a0evXr24+eabSU1NJTo62lLm9ddf5/nnn3dYf319PTU1NYgIHTp0oHv37k5puJTY2Fji4+M5d+4c48aN44svviA5OZnevXvz0EMPkZCQwJQpU3jjjTesrps6dSoffPABv/rVr+zW7+XlhZeXFwD9+vWjrq6Ompoam9HT0tLS6N27N5GRkYDZGbfHvn37eOqpp8jLyyMqKoq2bduya9cufHx8WLNmjSUqXkxMDHPmzGkxnc0dPwCapjFmzBiLozxlyhSys7Np164dc+bMsczU6vV65s6dazn3z3/+k8GDBzd5X0pLS7nzzjvJyclhz549vPbaa2zZsoXAwECb99FW/a6yY8cOVqxYQW1tLdHR0bz66qsANtt96aWX+Pvf/87gwYM5cuQIX375Jf379wfMocfj4uIYOXKkJbKkrfv72muv8fbbb9O+fXsmTJjA3/72N5e1txqNA6M1DqA/cPiStBfQFvPM9V+Bd52pJywsTBQKxU+Xv31+TPz/d5f0W/yZ5bjtf3fJi7uPKV2trAtIk8u+U9PS0qzKZD04Sy78e5uIiJhqayXrwVlSun27iIgcGzJUjt7mf+URFCwiInUlJZL14Cwp//Irc7qgoLlmWzhz5owEBQU5zP/yyy8lLCxMFi1aJEePHpXHHntMPvvsM4f1/+pXv5KMjAyn272cjIwMGTJkiBgMBsnOzpZu3brJ5s2bLeePHTsmI0eOdKr+V199VXr27CndunWT9evXO2y7KZYtWyYvv/yyPPHEE/Lyyy/LggULZPvF+ycisnHjRpk/f/4V1+Xm5jpl76Xs3r1b7rnnHrtlPv74Y5k6daqMHz9eQkJC5M0333Sq7n79+klhYaElfeb/s3fn8VGVd///XychbAlBwpoIYYkghBBCIKgYilApsSyCpVgXRKxbf4i3N9oid7+3RK29vZUKFaoV9Y6tYtFWLKAsAg1IomBYI0JAIQmGZLKSbbJnPr8/JpkmIZOZCYQZk8/z8ZhHcs055zrvsxCuOXOdc6WmSkhIiJSUlEhBQYEMGjRIsrOzW5XT29tbxo0bJ5MmTZJ9+/aJSOvOH19fXxERqaqqklmzZsnrr78uIiLff/+97f3hw4dLVlaWiIjMnz9fXnvtNRERKSoqapTf3nFZtGiR/P3vf7/k/ebmb6n+5pbv06ePjB07VsaOHSv+/v4SHx8v2dnZEhUVJWaz2Vbnnj177K43PT1dQkJCpLS0VE6dOiWGYUhqaqqIiACSmJgoVVVVMmjQILlw4YJtuabHV0SkZ8+eUlxcLCLi9LG90g4dOiSzZ89+e/bs2T2kwd/Jq/qYNxHJFpFaEbEAbwITr+b6lVLu8di06+jSybvRe918vHls6nA3JbLSXI4N+2Qr3gEB4OMDgNGlC94BAQxow6vIzpo2bRqffPIJ3t7ebN68mdWrVzNz5kyHy2VlZTm8qtmSMWPGcP/99zNp0iR+9atfMXXqVLp27Wqbvm7dukZ9Pe0pLCxk+/btpKamcvbsWVatWmUbHdFVAQEBXHPNNQQEBNCrVy+KioocLtOvXz+X1mcymXjyySd57bXXWpyvoqKC+Ph43njjDfbt28eaNWs4d+6c0+upd/ToUSZPnoyfnx+9evVi4sSJJCcntypnRkYGR44cYc2aNdx9992Ul5e36vwpLy8nIiKCqKgoQkJC+OUvfwnA22+/zbhx44iKiiIzM9M2uuXevXtt8/j7+9OvXz+X90NLXK3/zjvvtHU1mTx5MgAHDhzg3LlzTJo0iYiICI4ePdri8Tp8+DCTJ0/G19eXkSNHMnjwYNu0zp07M2nSJHx8fBg6dKht9FF7oqKieOCBB3jnnXfsXul3l6vaxcIwjEARqf/XOA840dL8Sqn2oXvnTryxcDyjNozHv/Yixd69OHXPYbp19na8sOZq81yD3/2r7XfDx6dRuXNwMD1+Mp3CDz7E6NIFqaqix7x59Jo/H4BOvXo1mr/TZTQ8XfXxxx9z5MgRli1bxhNPPEF0dDSrV6/mlltuaXG5bt26UVFxeV1Vli1bxrJlywC48cYbCQ4OBqC4uJjPPvuM1atXO6xj9+7dBAcH27pVjBs3jqNHjxIYGOhyHsMwGr1qa2sdLlNRUUG3bt2cqr+iooL58+ezatUqQkJCWpy3f//+jBo1yrZPxo8fT0pKCsOGDXNqXfWkFY+htZdzwIABgLVBFhgYSHp6OqdOnXL5/Knvg9zQ3r172blzJ4mJiXTv3p0JEyZgsVjs1OCZZsyYwYYNG5yat6Xj4lP3QRqs56Sj/bBjxw4SEhLYuHEja9eu5fDhw84Fvgra8jFvfwO+BK43DCPDMIxfAi8ZhvG1YRjJwFTgP9tq/Uopz3LDsN7411pvOfCvvcgNw3q7OZGV5nKsJi+fa37xC4Z8sJFrfvELauqezOBuc+fO5fnnnycjI4Nhw4axf/9+3nzzTYfLhYaGNnqChSMrVqxgxYoVjd7Lz7fe+Llv3z4KCgqof650XFwc99xzT6OGgj0DBgwgKSmJyspKysvLOXLkCEOHDnU61+U6c+ZMo5vA7BERFi1axN13301MzKUPp2q6f6Kiojh//jwFBQVUVVXx9ddfO9U49vf3p6Dg3/f2R0ZGkpCQgNlsprCwkKSkJMLDw13OWVBQYHvaRFpaGpmZmQQHB7f6/GmquLiYPn360L17d7755huOHz9umzZ16lTi4uIAa//m3Ct8k+uVqP/GG29k//79ZGRYb5ZOT09v8crvhAkTSEhIoKysjJSUFNLT051aT9PjKyKcP3+eKVOm8MILLzh9D8DV0pZPsbhLRAJFxEdEBorI2yKyUETGiEi4iMxpcDVZKdWevTwcYnuCd91XaF6drOWXr4O4mXD8A+v7VWXW8omPrOWKImv55BZr2ZxvLZ/ebi2XZFvL3+62losyrOWz8dZyQaq1nJZgLed9ay2fP2gt/+/Qulx1jRlvH2v5f+saKRcOW+fPrnvU0vmD1nJe3dMk0hKs5YK6Jw+cjbeWi6z/0fDtbmu5xPrUDU5vt5bN1sYVJ7dYyxV1X4ef+Mhafvk6aw6vui/5vLvU7S/3dP0YtG4tgSufoevIkQSufIZB69a22bqWLFnCTTfdxOnTpxk4cCBbtmyx+75hGACEhYVx8OBBoqKiuOOOOxyuY9asWcTHxzu1XrB2yWjaFWHx4sWEhoby+OOP895772EYBiLCm2++ySOPPOLUdkVHRzNjxgzGjh3L+PHjefDBBxk1apTL+8yetLQ0IiIieOaZZ/jggw+IiIhg27Z/P101Pj7eqS4piYmJbNq0ifXr19selVbfhQAu3T89e/ZkzZo1TJs2jXHjxnHXXXcxcuRIh+tZunQpc+fOJTo6GpPJxJAhQ1i6dCk33HAD0dHRrFy5ssUuBPZypqSkEBERQXh4OPPmzeOtt96ie/furT5/moqJicFisTB27Fiee+45IiMjbdNeffVVPv30UyIiIrjlllu4ePGiw+PSVEvzN1e/q/r168frr7/O7NmzGTNmDHfeeSdms9nueoODg3n44YeJjIwkNjaWkJAQp7pHND2+Uve0k/DwcCZPnswf/vAHl7O3JR1JTynV9mJbuDN/cDRE3gdj77Q2kDf8HKIegLCfWRuOf7sbbngEQudYG5Yf3geTHoPrb7M2PP/xAET/Jwy/1dow3fQI/OgpCJlqbbhufgymroAh0daG7dYn4MfPQPANLeeKLbI2kD97Bn76MvQPtTaQ9zwHs9dAn+HWBnL8/8Dt6yBgqLWB/PkquOMN6DnQ2kBOWA3z/w969Lc2kL9YBwv+Cr69rQ3kg2/AXe9D157WBnLS/0F6Qsu5XKAj6V2qvLycqVOnkpCQQKdOV66n4fbt23n33Xd5//33r1idbWny5Mls3ryZgIAAd0dRPzAlJSX06NGDvLw8xo8fT1pamu0Dxw+NvZH0tIGslGp7Lw8Hc471Smht5b9/+vaDX7vv2b4dIZc2kJu3a9cuhg8fbns0VUeTm5tLYmIic+fOdXcU9QP04IMP8tVXXwHw/PPPc/vtt7s5UevZayC74znISqmOpr5RV3/FtrbS5SuhbUJzdVjTp093dwS36tu3rzaOVau99dZb7o7Q5q7qY95cZRjGbMMw1hcUFFBWVkZJSQnFxcWUl5dTUFBAdXU1OTk5iIit/1N9v6isrCxEhJycHKqrq22d9IuLiykpKaGsrIzCwkKqqqrIy8vDYrHYOqXX11H/Mzs7m5qaGvLz86moqKCoqAiz2YzZbKaoqIiKigry8/OpqakhOzu72TpMJhMWi4W8vDyqqqooLCzUbdJt6njb5GvtPyi+/Txqm8S3b12uvh51nKS7NZele99WHyellFKu0y4WSinVjmkXC6WUss9eFwuPvoKslFJKKaXU1aYNZKWUUkoppRrQBrJSSimP8dRTT9G/f3/CwsIcvr93714mTJjAU0895fJ6FixY0GiwEHvrtee3v/0tYWFhREZG8s9//vOS6RaLhdGjR5NXN6iKvfpffvllwsLCCA0N5dlnn3V5O5yxZcsWXnzxxUbv5ebmMmPGDKeWv3DhAtHR0YSGhhIZGcmuXbscLuPt7W17FvHjjz/u1HrWrFlDWVmZU/O6mrO5PK05fw4cOEBkZCShoaFMnTq1xSG9T58+TUREBH5+frTUTTQsLOyKD5LhSs56l7v/33nnnUZDrM+aNYu9e/c6XK6589MePz8/u9MuN/8lRMTjX+PHjxellFKuAw5Jk7+phw4dcm+oFiQmJkpSUpKMHj3a4fsLFiyQ8vJy+fWvfy0pKSlOr+PEiRMyZ84cp9bbnKSkJJkwYYJUV1dLbm6uDBw4UIqLixvNs3XrVlm0aFGL9X///fcSEhIiVVVVUllZKUOHDpVz5845vR2X6/7775d9+/Y5nM9kMsmxY8dERCQtLU2CgoIcLuPr6+tynsGDB0tubq7Ly9VrKWdzeVw9fyorKyUkJESOHz8uIiKHDx+WvLw8h8tNmTJFkpKS7E4fPXq0pKamOqzHWa3Nebn7Py4uTpYsWWIrz5w5U+Lj41tdX3NaOq9am//QoUMye/bst2fPnt1DGvyd1CvISqmr4qusr5i3eR555XmNfnc3zeVZJk2aRJ8+fZx6X+puMq//Dw2sw+06smHDBubNm+fUeptz9uxZIiIi6NSpE3369OHaa68lKSmp0Txr165l6dKlDuuvqamhsrKSyspKOnfuTM+eLQxeY0dsbCxTpkzhuuuuY8mSJYwYMcI25PB9991HcHBwoyt79ebOnct7773nsP7+/fszduxYAAYPHkx1dTWVlZUu57Rn9+7dtlHvpk6d2mikvldffZWwsDDCwsJsQypfqZyunj/bt28nPDzcNtx1ZGQkvXv3djknwEsvvcSoUaP4+c9/TkVFhe39rVu3MnHiRCIiIli2bJntfT8/P1asWMHo0aN56KGHWqy7pZxz5syxjdy4bt06oOX9by+Pq+zVY+/8fPnllxk5ciRz5swhJCSk0RX2pvuhpfx//OMfGTVqFOHh4Sxfvty10HKFrvK25UuvICv1w3Yw86BMeHeCjP3LWHlgxwO235//8nnN1ca5cOIK8qZVh+VkYqaIiNTU1MqmVYcl5UCWiIhUVdbIX/4rUbasPSo56cWyd0OK/OW/EuW7I9kiIlJWUimbVh2Wc8etV25KCytau9k2qampzV7Jbfr+nj17ZPz48bJs2TI5efKkPPTQQ/LJJ584rP9HP/qRJCcnO73eppKTk2XMmDFiNpslPT1d/P39ZcOGDbbpp06dkkmTJjlV/yuvvCK9evUSf39/Wb9+vcN1N2flypWyatUqefzxx2XVqlWydOlS2bx5s2160yt79TIyMpza3oZ27NghP/nJTxzO5+3tLePGjZNJkyY5dZVa5NIrgKmpqRISEiIlJSVSUFAggwYNkuzs7FblbC6Pq+fPK6+8Ik899dQl7zvK2fQKcmpqqlx33XVSVlYmJ06cEMMwJDU1VbKzsyUqKkrMZrOIiMyfP1/27NkjIiKAJCYmSlVVlQwaNEguXLjgck4R67cWIiJVVVUyfPhwycrKsk1ruv9bytOcuLg46dOnj4wdO1bGjh0r/v7+Eh8f77Cepudnenq6hISESGlpqZw6dcq2fxzth+auIPfs2dP27Y69c+cHeQVZn4Os26Tb1D626X+++h+qLdXUSi1JpiQqaiuolVp2pu5k4ScL+cfJf2A2m8nOz2bRtkX8/eu/U1NTw9mMsyzesZgPj34IwKm0UyzesZiPkz/GYrFwJuMM92+/n52nd1JWVsZ32d9x36f3sS9tHwUFBaReTOXerfeSlJVEVlYWqUWp3LPlHo7lHCMrK4vYL2NtWY7nHLf9vu3cNsrKyvgy9Uvu334/SalJWCwW9pzaw+Idizn47UEAdpzYweIdizmaepSamhp2puxk0bZFnMk6g9lsZvfZ3Sz8ZCEZFzPIz89nT9oe7tlyDxcrLpKZmcnu9N3cs+UeSqpKMJlMbDu3jXu33ssLB16w7a/juf/OtSN1h1ueg9zdvzMGBh/+PgkMa9kTTJs2jU8++QRvb282b97M6tWrmTlzpsPlsrKy6Nu3b6vXO2bMGO6//34mTZrEr371K6ZOnUrXrl1t09etW9fsFdumCgsL2b59O6mpqZw9e5ZVq1bZjqmrAgICuOaaawgICKBXr15O9Tnt16+fS+szmUw8+eSTvPbaaw7nzcjI4MiRI6xZs4a7776b8vJyp9dT7+jRo0yePBk/Pz969erFxIkTSU5OblXO5vK4ev6IiG045d/+9reEhITwwQcfuJzzyJEjREdH061bN0aPHs3gwYMBa7/hc+fOMWnSJCIiIjh69Cjnzp0DoHPnzkyaNAkfHx+GDh1q+/vqSk6At99+m3HjxhEVFUVmZqbtb0dzWspjz5133smxY8c4duwYkydPblU9hw8fZvLkyfj6+jJy5Ejb/nF1PwBERUXxwAMP8M4779ClS5cW523Ko0fSE5GtwNYJEyY81L1790bTunXrBlj/gQMEBgYCEBQU1KhcP71+rPn65QDq66z/2mvAgAGN6qj/2b9/fwDbVxQN/xDWq3+vft6mddTXXb+uzp0v/Q9Gt0m3qb1u0/rp63l6/9Mk5yZTUWv9OrGLdxf+68b/4sPTH9KlSxd8fX3x6uKFl5cXPfx60KlTp0vWN2DAAEiBXr164eXlRUDvAAzDwNfPl+7du+Mnfnh7e9O5c2cCAgIwl5jx8fEBAwIHBJJalGrb/sDAQFbetJL/jP9PKmsrqbRYv4o1MHgo/CG6d+9Ojx49MAyDa665Bi8vL+txSP/3fujdpzdkWLe5U6dO+Pv74+Xlhb+/P76+vnTt2pVOnTrRtWtXenfrjXeZt239QUFBnEw/aSsPGDAAr1QvfHx8WHfLOmK/iOVozlEqaytt++uZm57Bx8fH5ePkyLwnI22/e3t7NSr7dPZm/nLrY5T/9Oi/mHLX9Y2W7ebXudH8vj1d+0/ocnz88cccOXKEZcuW8cQTTxAdHc3q1au55ZZbWlyuW7dujb7Wbo1ly5bZviq+8cYbCQ4OBqC4uJjPPvuM1atXO6xj9+7dBAcH27pVjBs3jqNHj9qOoysMw2j0qq2tdbhMRUVFo3/DjuadP38+q1atIiQkxOH89f/+o6KiCAwMJD09nZEjRzq1rnrSinEa7OVsLs+pU6dcOn+GDRvGl19+CcALL7xAUVER5eXl1r8xLahvrDYsN3yv4XbOmDGDDRs2XFJHw3UYhoHFYrG7Pns59+7dy86dO0lMTKR79+5MmDChxXpayuMqV+pp6bi7sh8AduzYQUJCAhs3bmTt2rUcPnzYucDoUyyUUldBalFqo8YxgEUsHMo+RFxMHLNDZgPQrVM34mLiiBkaA0CPzj2Ii4nj1sG3AtCray/iYuK4ZdAtAPTp1oe4mDiir40GYIDvAOJi4rgp6CYABvUYRFxMHFEDogAY2nMocTFxRPSLAKyN4WpLNVWWKluuTl6dyCjNACCsTxhxMXEM7zUcgIh+EcTFxDG051AAogZEERcTx6AegwC4Kegm4mLiGOBr/c84+tpo4mLi6NPN+qHhlkG3EBcTR6+uvQC4dfCtxMXE0aNzDwBihsYQFxNHVmkWybnJVFuqG+2vg6aDl3MY2p25c+fy/PPPk5GRwbBhw9i/fz9vvvmmw+VCQ0MbPcHCkRUrVrBixYpG7+Xn5wOwb5/124r6gVfi4uK45557HDaawNpoS0pKorKykvLyco4cOcLQoUOdznW5zpw5Q2hoqMP5RIRFixZx9913ExMTc8n0pvun/hsmgLS0NDIzM20fIFri7+/f6FuPyMhIEhISMJvNFBYWkpSUZOtX60pOe3lcPX9uu+02jhw5wqlTpwBsH0Ic5ezduzcZGRmNtisxMZGKigpOnjzJ+fPnAesHrf3799vmTU9Pd3iF1JWcxcXF9OnTh+7du/PNN99w/PjxRss13f9XKo+r9UyYMIGEhATKyspISUkhPT3dqfU0zS8inD9/nilTpvDCCy+4/KQQbSArpdpcfRcLsF4J9fHyodpSza40x4+L0lyekytq5pA2X8eSJUu46aabOH36NAMHDmTLli1236+/ChcWFsbBgweJiorijjvucLiOWbNmER8f79R6wdolo2lXhMWLFxMaGsrjjz/Oe++9h2EYiAhvvvkmjzzyiFPbFR0dzYwZM2w3TT344IOMGjXK5X1mT1paGhERETzzzDN88MEHREREsG3bNtv0+Ph4p7qkJCYmsmnTJtavX297VFrDr+ab7p+UlBQiIiIIDw9n3rx5vPXWWzT9Frg5S5cuZe7cuURHR2MymRgyZAhLly7lhhtuIDo6mpUrV9q+HXElp708rp4/Xbp04Z133uGuu+5i7NixnDlzhsmTJzvMuWzZMpYvX27LM3jwYH75y18ybtw4/vu//9v2oahfv368/vrrzJ49mzFjxnDnnXc6ddOpszljYmKwWCyMHTuW5557jsjIyEbLNd3/VyqPvXrsnZ/BwcE8/PDDREZGEhsbS0hIiFPdI5rmFxEWLlxIeHg4kydP5g9/+INLuXWoaaVUm8srz+PPx//MZ2mf8f9u/H8cNB1kV9ouVk1ZxcTAiZqrDXPpUHM0n+cAACAASURBVNOXKi8vZ+rUqSQkJNCp05Xrabh9+3beffdd3n///StWZ1uaPHkymzdvdrorjlJXS0lJCT169CAvL4/x48eTlpZ2SVeVK8XeUNPaQFZKqXZMG8jN27VrF8OHD2fIkCHujuIWubm5JCYmMnfuXHdHUeoSDz74IF999RUAzz//PLfffnubrcteA9mjb9JTSiml2sL06dPdHcGt+vbtq41j5bHeeustd0fQPshKKaWUUko1pA1kpZRSSimlGvDoBrIOFKLbpNuk26TbdHnbpJRSynV6k55SSrVjepOeUkrZZ+8mPY++gqyUUkoppdTVpg1kpZRSTvni75c/5Gw9b29v22AOjz/+uMP5X375ZcLCwggNDeXZZ58FYO/evUyYMIGnnnrK5fUvWLCg0Wh6H374IcOHD2fEiBFs3br1svNbLBZGjx5NXl4eAL/97W8JCwsjMjKSf/7zn05lLCkpISgoiFWrVjm5Vc3bsmULL774YqP3cnNzmTFjhtN1PPXUU/Tv35+wsDCn5m/ueDmyZs0aysrKnM7U1IULF4iOjiY0NJTIyEh27fr3wDrNHa/WnD9DhgxhzJgxtroaDijT3H6+Gpxd7+nTp4mIiMDPzw9nvpV/55136Nu3LxEREcyaNYvU1NRWrbeeq8e3ret3SEQ8/jV+/HhRSinlOuCQNPmbeujQoVbVtWrBzCuWy9fX1+l5v//+ewkJCZGqqiqprKyUoUOHyrlz52TBggVSXl4uv/71ryUlJcXp+k6cOCFz5syxlSsrK2XIkCFiMpkkPT1dhg0bJrW1tZeVf+vWrbJo0SIREUlKSpIJEyZIdXW15ObmysCBA6W4uNhhzt/85jcya9Ysefnllx1vVCvcf//9sm/fPqfmTUxMlKSkJBk9erTDee0dL0cGDx4subm5TuVpjslkkmPHjomISFpamgQFBdmmNXe8WnP+XG5GTzBlyhRJSkpyOF9cXJwsWbJERET27Nkj119/vdTU1LR6vW2971pb/6FDh2T27Nlvz549u4c0+DupV5CVUqqD++DZpzmxdzcAtTU1fPDs05zcbx2Kubqygg+efZqULz4HoLLMzAfPPs23B78AoKy4iA+efZqzhw8CYC682CYZa2pqqKyspLKyks6dO9OzZ0+k7h6a+v/QAKeGwt2wYQPz5s2zlQ8ePMjo0aPp378/wcHBDBo0iOTk5MvKu3btWpYuXQrA2bNniYiIoFOnTvTp04drr72WpKSkFpc/c+YMubm5ONNXPDY2lilTpnDdddexZMkSRowYQW5uLgD33XcfwcHBPPbYY5csN3fuXN577z2ntmfSpEn06dPHqXmh+eNlz+7du23DME+dOrXRUNavvvoqYWFhhIWFERcX1+I6+/fvz9ixYwEYPHgw1dXVVFZW2p2/tedPc+ztZz8/P1asWMHo0aN56KGHbO/PmTPHNsT4unXrHM5vMpkaLXPmzJkW12uv/taaNm0avXv3tp239tb7xz/+kVGjRhEeHs7y5cuBlo/v3r17mT59OvPnzycsLIwnnniixfqb2w8t1X85tIGslFKqRbXV1ZzctweAjFMnrkidFRUVREZGcvPNN/P555+3OO/AgQP5j//4D4KDgxk4cCBPPvkkAQEBPProo0RHR2OxWBARHn74Yfbu3etw3YmJiY0aniaTicDAQP785z/z4YcfMmDAANsTQlqTPyUlhdLSUts6QkNDOXjwIGVlZZw/f55Tp07Znohiz/Lly1m5cqXDbak3Z84cZs6cybBhw4iJieHLL78E4K9//SvPPfdcs8tMmDCBL774wul1OMve8bLn1ltv5dixYwQFBREfH2/7PS0tjVdffZUDBw6wf/9+Vq5cSU5OjlMZdu7cybhx4+jSpQvQ/PFq7flT3wiLiIigsLAQsL+fzWYzs2fP5tixY+zcudPWcHvttdc4fvw4Bw4c4NVXX7WdD/bmX7p0KbfddhvHjx8nPj6ea665psX12qv/cgwePNjWzcLeeleuXMlXX31FcnIyTz75JGD/+NZLTEwkNjaWEydOEBsb22L9ze0HR/W3lo6kp5S6aqpzcriw7EkGrn6FTn37ujuOTUfPdefKf/fz8+7UqVHZp0tXrou6ibKii4z60TR2vv5HZj3xNMFh4QB09+/ZaH7fa3o5tc6MjAwGDBhAUlIS8+bN49tvv6Vbt27NzltYWMj27dtJTU2lurqam2++mVmzZjFt2jQ++eQTXnnlFTZv3szq1avx9fV1uO6srCz6Ntif9VcPH330UQA2bdqEYRitzr9u3bpGV77GjBnD/fffz6RJk7j22muZOnUqXbt2tVv31q1bGTFiBIMHD3a4LfUCAgIoLi62/SwqKnK4TL9+/Rx+EGgNe8crMDDQpXqOHj3K5MmT8fPzA2DixIkkJydz6623tricyWTiySefZPPmzbb3mjterT1/4uPjnb6a3rlzZyZNmgTA0KFDMZlMBAUF8fbbb/PPf/4TESEzM5PMzEwGDBhgd/69e/eyYYP1HgB/f3/8/f1bXK+9+i+HYRgO/11ERUXxwAMPMHPmzEbf0rRk/Pjxtr7t9Q1/e1zdD5fDo68g63OQdZt0m9rXNuW99jrlhw+TvW6dR21Tzro/UX74MFmvrvWo42Rau5byw4fJXLPGrc9Bnnj7fG657yFG3TyFWU88jensmcuus/4/66ioKAIDA0lPT7c77+7duwkODqZnz5706dOHcePGcfToUT7++GP+9Kc/sWzZMo4dO0Z0dLRTVwC7detGRUWFrRwUFNSooWgymRw2JuzlLy4u5rPPPmP+/PmN5q/P+Omnn2IymQgODrZb98GDB/noo48YOXIk69at46WXXrI1Cuypb7zUv2pra1ucH6xXVe19KLkc9o6Xq+o/uLiioqKC+fPns2rVKkJCQmzvN3e8Wnv+uMLHx8f2u2EYWCwW9u7dy86dO0lMTOTYsWOMHDkSi8Vid35XtVR/fb2tkZ6ezpAhQ1qcZ8eOHTz22GMcPHiQadOmOVVvS91v3Kphh2RPfelNekr9sJ0KHysnrx95yevUmHBJu3ehFG7eLCIitWVlknbvQin69FMREakpLraWd+4UEZHqggJJu3ehFO/5l7WckyNp9y6Uks8/FxGRqsxMSbt3oZQmJoqISOX589bywYMiIlJx9pyk3btQzIePWHOFjWk+V9gYEREpS06WtHsXSvnp0yIiYj58RNLuXSgVZ603HJUePChp9y6UyvPnreXEREm7d6FUZWaKiEjJ559L2r0LpTonR0REivf8y1ouKBARkaKdOyXt3oVSU3fDVtGnn0ravQvl1Jjw5nOFj3V533MFb9K7UvLz86WsrExERFJTUyUoKEjMZrNt+tNPPy1PP/20rbx//34JDw+XiooKKSsrk+HDh8vJkyfFYrGIiPUmuBUrVkhJSYncfffdDtf/i1/8Qnbt2mUr19+kl52dLefPn5eQkJBGN+k1zdNS/jVr1khsbOwl68zLyxMRkb1798rw4cNt2Zurv6GVK1c6vElv5cqVEhcXd8nPeg1vtmro0KFDMn369Bbrbig1NbXZm/ScPV6OjBkzRk7X/VurX991110npaWlcvHiRQkODpbs7Gy7y1ssFlmwYIH86U9/avS+vePVmvOnpRvBmtvPDW8OrL85bvPmzTJ79mwRsd4w2qlTJ9tNc83NLyLy85//XP785z+LiEhpaank1P1NaW69LdUvIvKzn/1MPv744xa3s2m9e/bskREjRjS6Sa/pei0Wi+1mzPz8fAkICGhUX9PjKyISHx8vM2c2f/Nvc/uzpf3QXP3OsHeTnnaxUEq1uZBdn5Hwu39Qkp7NRb8hdK4pZ0B/g0m/uZ1Nz+5l5IVOjAOqq2r5omsMoy94EQ5UltfwRdcYxlwwCAPKzdby2EwhFCgrqeaLrjFEZlq4HigtspYnZNYyHCi+aC1PzKolBCjMr+KLrjHcaKphKOD70p/Z9WEm/sWpBKd/xvng6RT3HMatP7NebcrNti4/Ja+aoBGQbarhQNcYpuVX0X8YmLJq+aprDNMvVtNnEGRm1nKoawwxRdX0CoQLmRaOdI1hZkk1/n3h+0zheNcYZplr6NELzl8w+LprDLeX19C9B6Rd8OKbrjHc/vFzHPzjNkzZQsjZf2K6dhI9Bg9g8n/Pt7OHf1hSUlJYvHgxXbp0wdvbm7feeovu3bvbpjf92j86OpoZM2YwduxYvLy8ePDBBxk1apRtelhYGMuXLycqKorf/e53Dtc/a9Ys4uPjbV/Vd+7cmRdffJGbb74ZgNWrV+Pl9e8vWJvmsZdfRHjzzTfZvXv3JetcvHgx3333HT4+Prz33nuNruK1RTcHgLS0NObOnWv7xichIYHf//73/PSnPwWsXQVmzpzpVF1Llixh06ZN5OXlMXDgQF577TXmzJnTbH5Hx8uepUuXMnfuXAICAvjHP/7BkCFDWLp0KTfccANg7d/ar18/u8snJiayadMmTp8+zfr16wHYtm0baWlpLZ5vrp4/TTnaz03FxMSwfv16xo4dy8iRI4mMjHS4jldffZWHH36Y119/HR8fHzZs2IDZbG52vY7qX7ZsGYsXLyY2NpZt27a12F/3gw8+ICEhgaCgILZt24a3t7fd7Y2JiWHhwoUUFxdTW1vLH/7wh0Z1NT2+9r6laWl/Nrcf6rtLOVu/s3QkPaXUVZH63y/w9dFyvh84jYCCk9x4fTHBsU+zZc0xQqODuP6GAVRX1fLJ2uOETbmW4RP6U1lew7bXkgmfNpCQcf0oL61ixxsniJgezNDwPpiLKvnsrW+IjBnM4NG9KSmoYHfcSSb8dAiDRgVQlFvOv/56iomzh3LtiF5cNJnZu+E0N84NITCkJ/kXSvnsf3bhc+EM2f2j6G/6iuqB13Pr8lvpO6gH2WnFfPHRd/zoFyPofa0fWWeLOPDPs9xyz/X0GuDLhTMX+WprKtPuG0XPvt34/lQBh7alceviUHoEdCX9m3yO7EjnJw+OxrdnF1KT8zi26zwxj4TRza8zZ4/mkPyvDH76/4XTpVsnvj2UzYl9F5i1dCwZz7/IgRR/CnqPZlDGvxgzrjtDn/8vl/e7jqR3qfLycqZOnUpCQgKdOl2560Tbt2/n3Xff5f33379idbalyZMns3nz5hZvoFOqvbM3kp42kJVSV8X3jy2lU9++bMqK5o7ABGpycxm0bq27Y7X7XNpAbt6uXbsYPny4wz6V7VVubi6JiYnMnTvX3VGUcit7DeQ262JhGMb/AbOAHBEJq3svAPgAGAKkAQtEpG0emqmU8ii2xt2j/yJw5TPuDdOA5uqYpk+f7u4IbtW3b19tHCvVgrZ8isU7QEyT954G9ojIcGBPXVkp1YFEzRzi7gjN0lxKKaXqtVkDWUQ+B5o+Y+h24C91v/8F0I+vSnUwE2cPc3eEZmkupZRS9a72Uyz6i0gWgIhkGYZh93ZUwzAeBh4GCAwM5NixY1cpolJKKaWU6sg89jFvIrIeWA/Wm/QiIiLcnEgppZRSSnUEV3skvWzDMAIB6n46N6i6UkqpdsXb25uIiAgiIiJ4/PHHHc7/4YcfMnz4cEaMGMHWrVsB64hhEyZM4KmnnnJ5/QsWLOC7775rsf6WHDx4kPDwcEaNGsWCBQsumW6xWBg9ejR5eXkAPPXUU/Tv3982pC7AhQsXiI6OJjQ0lMjISHbt2uXydjhjy5YtvPjii43ey83NZcaMGU4t39qcJSUlBAUFsWrVKqfmX7NmDWVlZU7N62rO5s631pw/Z86cYfLkyYSGhjJu3DjOnz/f6rxNvfPOO42GKJ81a1aLI/udPn2aiIgI/Pz8aPikL3vvKxdJG4x8V//C+rSKEw3KLwNP1/3+NPCSM/XoSHpKKdU6XOGR9Mq/uyjFe89fdq6GI4Y5Uj/SnclkkvT0dBk2bJjU1tbKggULpLy8XH79619LSkqK0/WdOHFC5syZ47B+eywWiwwfPlz2798vItJoNK96W7dulUWLFtnKiYmJkpSU1GgkOpPJJMeOHRMRkbS0NAkKCnJ6G66E+++/X/bt2+dwvtbm/M1vfiOzZs1yOBJgvZZGqXNGSzmbO99ac/5MnDjRdtwvXLhgGyHxSmg6ctzMmTMlPj7e4XINR9xz5n3VmL2R9NrsCrJhGH8DvgSuNwwjwzCMXwIvAtMNw/gWmF5XVkop5UY5byRjPpQNgNRarOWj1i/4LFW15LyRTNnxXCrOFlKw4RTmo7mUn7BeGa01V5PzRjLlJ/Ot5ZKqK57v4MGDjB49mv79+xMcHMygQYNITk6uv/DS8KIMZrPZYX0bNmxg3rx5Duu359ChQ/Tt25fo6GgA20heDa1du5alS5faypMmTaJPnz6N5unfvz9jx44FYPDgwVRXV1NZWekwf1OxsbFMmTKF6667jiVLljBixAhyc3MBuO+++wgODm50ZbLe3Llzee+99xzW35qcZ86cITc3F2eet717924iIiLIzMxk6tSptt/BOoJcWFgYYWFhxMXFXdGcrp4/x48fp0uXLrbjHhQURO/eve3mvO6666ipqbEtb7FYGD58eIvbYI8r+8HVeq5kzvakLZ9icZeIBIqIj4gMFJG3RSRfRH4sIsPrfjZ9yoVSSikPUvyv81SlFlHwtxTy3vwa/9uG4tXt8m9fqaioIDIykptvvpnPP/+8xXlNJhOBgYH8+c9/5sMPP2TAgAFkZWXx6KOPEh0djcViQUR4+OGHW/xKul5iYmKjhpu9+u05f/48/fr147bbbmPcuHG89tprjaanpKRQWlrqVOOw3s6dOxk3bhxdunRxepmG5syZw8yZMxk2bBgxMTF8+eWXAPz1r3/lueeea3aZCRMm8MUXX7i0HmdzLl++nJUrVzpV56233sqxY8cICgoiPj7e9ntaWhqvvvoqBw4cYP/+/axcuZKcHOd6ZjbN2dz55ur5c+7cOUJCQi55317O8PBwvvnmGzIzM7lw4QJnzpxxOOT2Bx98YOsKsn///hbrd9WVzNkReOxNekoppa6Ofo+E2343vL0ala+JGco1MUMBKNx6lprsskbTvX19Gpd7dHZqnRkZGQwYMICkpCTmzZvHt99+S7du3Zqdt/7q3qOPPgrApk2bMAyDadOm8cknn/DKK6+wefNmVq9eja+vr8N1Z2VlNbrqa69+eyoqKoiPjyc5OZlrrrmGCRMmEBMTw7Bh1kfyrVu3rtkrtvaYTCaefPJJNm/e7PQyTQUEBFBcXGz7WVRU5HCZfv36tfhBoLU5t27dyogRIxg8eLDTdTfn6NGjTJ48GT8/PwAmTpxIcnIyt956q8s5mzvfXD1/RKTZ88JezokTJ3LkyBHbtx0TJ05k4sSJLWa/8847WbduHWDtg3w5+6Etc3YEV/smPaWUUj9QPaYMwsvP54rUNWDAAACioqIIDAwkPT3d7rxBQUGNGnImk4kBAwbw8ccf86c//Ylly5Zx7NgxoqOjnbqC3K1bNyoqKhzWb0///v0ZNWoUwcHB+Pv7M378eFJSUgAoLi7ms88+Y/78+Q5zgLWxPX/+fFatWtXs1UlnGYbR6FVbW+vUuu19KLmcnAcPHuSjjz5i5MiRrFu3jpdeeokNGzY4tZ6G6j+4uMJezubON1fPn2HDhjW6sdNRzhtuuIHDhw9TVFRESUkJhw8fblXD09F+sPdhrun7bZ2zvdEGslJKKad4+3fG/5ZBl11PQUEB5eXlgPVr38zMTIKDg23TV6xYwYoVK2zliRMn8s0335CTk8P3339PRkYG4eHhzJ07l+eff56MjAyGDRvG/v37efPNNx2uPzQ0tFFDx1799vJERUVx/vx5CgoKqKqq4uuvv7ZdPY6Li+Oee+7Bx8fxBwkRYdGiRdx9993ExDQdeLbtnTlzhtDQUIfzOcrZdP/87ne/47vvviMlJYXHHnuM3/zmN9xzzz0O1+Pv709Bwb97XkZGRpKQkIDZbKawsJCkpKRGx8XZnPbON1fPn4iICMxmMwkJCYD1m4j8/Hy7OaOiooiPj6d///4MHDiQ7du3ExUV5XA/NOVoP/Tu3ZuMjIxLlmv6flvnbG88uoFsGMZswzDWFxQUUFZWRklJCcXFxZSXl1NQUEB1dTU5OTmIiO3Tf33H/qysLESEnJwcqqurbf9AiouLKSkpoaysjMLCQqqqqsjLy8NisWAymRrVUf8zOzubmpoa8vPzqaiooKioCLPZjNlspqioiIqKCvLz86mpqSE7O7vZOkwmExaLhby8PKqqqigsLNRt0m3SbdJtavNt8kQpKSlEREQQHh7OvHnzeOutt+jevbttelZWVqMrup07d+bFF1/k5ptvZtq0aaxevRovLy/bFbKwsDAOHjxIVFQUd9xxh8P1z5o1i/j4eIf128vTs2dP1qxZw7Rp0xg3bhx33XUXI0eORER48803eeSRRy5Z55IlS7jppps4ffo0AwcOZMuWLSQmJrJp0ybWr19v63dafyyvhLS0NCIiInjmmWdsfVu3bdtmmx4fH8/MmTMd1uMoZ9P901pLly5l7ty5REdHYzKZGDJkCEuXLuWGG24gOjqalStX0q+f3fHF7Oa0d7615vx59913Wb58OaNGjWLGjBmYzWa7Of38/PDy8mLatGn8+Mc/pqamhl69erm8Xxzth2XLlrF8+fJLjkvT99s6Z3tjtOYrjKttwoQJos/yU0op1xmGcVhEJjR87/Dhw+LKDWTtTXl5OVOnTiUhIYFOna7crTjbt2/n3Xff5f33379idbalyZMns3nzZgICAtwdRSm3OXz4MM8+++z/AU9s2bKlpP59j76CrJRSSl1p3bp1s321fiXddtttP5jGcW5uLk8++aQ2jpWyQ59ioZRSHY9YLBajYTeCjmb69OnujuBWffv2Ze7cue6OoZRb1T/irzkd96+jUkp1UF5eXilZWVkWi8Xi7ihKKeUWFouFrKwsS0VFRV5z0/UKslJKdTAWi+Un586dO5aVldW7pef9KqVUeyUiVFRUFLz77rvvAtcANQ2nawNZKaU6mPHjx2fMmTPnQeAOIB/QS8lKqY7IAAKA5C1btpQ3nKANZKWU6pi2AJXAGODKjP6hlFI/LBYgCfj4kiki4rEvYDawfujQoWI2m6W4uFiKioqkrKxM8vPzpaqqSrKzs8VisUhmZqaIiFy4cEFERDIzM8VisUh2drZUVVVJfn6+lJWVSVFRkRQXF4vZbJaLFy9KZWWl5ObmSm1trWRlZTWqo/6nyWSS6upqycvLk/LyciksLJTS0lIpLS2VwsJCKS8vl7y8PKmurhaTydRsHVlZWVJbWyu5ublSWVkpFy9e1G3SbdJt0m1q820CDokH/D3Xl770pa8f0kufg6yUUu1Yc89BVkop1TJ9ioVSSimllFINaANZKaWUUkqpBrSBrJRSSimlVAPaQFZKKaWUUqoBbSArpZRSSinVgDaQlVJKKaWUakAbyEoppZRSSjXg0Q1kwzBmG4axvqCggLKyMkpKSiguLqa8vJyCggKqq6vJyclBRMjKygIgMzMTgKysLESEnJwcqqurKSgooLy8nOLiYkpKSigrK6OwsJCqqiry8vKwWCyYTKZGddT/zM7Opqamhvz8fCoqKigqKsJsNmM2mykqKqKiooL8/HxqamrIzs5utg6TyYTFYiEvL4+qqioKCwt1m3SbdJt0m9p8m5RSSrlOBwpRSql2TAcKUUop13n0FWSllFJKKaWuNm0gK6WUUkop1YA2kJVSSimllGpAG8hKKaWUUko1oA1kpZRSSimlGtAGslLqqvri7xvcHaFZmksppVQ9j24g63OQdZt0m9rfNn35j7955DZ9+Y+/eeRx+vIff9PnICul1NUmIh7/Gj9+vCil2odVC2bK1/G7RESkprpaNsYul28+/5eIiFRVlMvG2OVyKnGfiIhUmEtlY+xyOXMgUUREzEWFsjF2uXx36ICIiJReLJCNscvl3NFDIiJSlJsjG2OXS9rxoyIictGUJRtjl8v5b5JFRCT/wveyMXa5ZKScFBGR3PRU2Ri7XLK+PS2rFsyU7NSzsjF2uWSnnhURkaxvT8vG2OWSm54qIiIZKSdlY+xyyb/wvYiInP8mWTbGLpeLpiwREUk7flQ2xi6XotwcERE5d/SQbIxdLqUXC0RE5LtDB2Rj7HIxFxWKiMiZA4myMXa5VJhLRUTkVOI+2Ri7XKoqykVE5JvP/yWrFsy8rP0NHBIP+DuuL33pS18/pJdHX0FWSrUfpRcLiP/LmwDkX/jezWn+rba6msOf/hMA09kzbk7zb6UXCzi1Px6A8yeS3ZxGKaU6Fh1JTyl1VXy1+R+UFV2kf8gI4uPeYNYTTxMcFu7uWO0+l46kp5RSruvk7gBKqY5h4u3zbb/79uyF6ewZj2iIai6llFJNueUKsmEYaUAJUAvUOLq6oVeQlVKqdfQKslJKuc6dfZCnikiE/uFWquOpOFtIyT7P6YdcT3MppZQCD3/Mm1Kq/TGtOUL+X07iM7AHUmsh541kzEdzALBU1ZLzRjJlx3Ot5Yoact5IpvxEHgC15mpr+WS+tVxSRc4byVSctj7OrKaw0lr+9qK1nF9OzhvJVJ4rBKA6t8xaTi+2lk1mct5Ipur7EirOFpL/7inMR3OpyiwFoOr7EnLeSKbaZAagMr3YWs4ts5bPFZLzRjI1+eUAVHx70VourLSWTxeQ80YytSVVAJSfzLeWzdXW8ok8ct5IxlJRA0DZ8VxruaoWAPPRHCrOFlLw/il8Bva4wkdCKaWUPe7qgyzAZ4ZhCPCGiKxvOoNhGA8DDwMEBgZy7NixqxxRKXWldP+6ku7fVNnK5SE+5JakwXGhZ2k5+enpVBqZUGMt56WnUSUXMKoE/9Jy8lJTqarJwKi04F9aYS1XfY9Rbi3nnjtHdfl5vMwWepRWkHv2LNXmTniVWss5331HTXEnvIst+JVWkPPt10G3fgAADVtJREFUt9Rc9MY3qZxuqTXk/Mn696U0vDNdsio4ffo0tTnedMqvxbe0kuyUFGpN3nTKqyufSqH2ghedcmrwLa3CdOoUFj8vfEw1dC+twvTNN1h8vfDJspazTpxAunnR+UIN3UqryDrxNdLFi87fV9OttJqs5K+Rzgadz1vLhX9Lovupatv+Kr6pKzklaaB/BpVS6qpwVx/kIBHJNAyjH7ALWCoin9ubX/sgK9V+FG49C4bBNbOGuTtKI+01l/ZBVkop17mli4WIZNb9zAE+Bia6I4dS6urrMWUQXn4+7o5xCc2llFKq3lVvIBuG4WsYRo/634GfACeudg6llHt4+3fG/5ZB7o5xCc2llFKqnjv6IPcHPjYMo37974vIDjfkUEoppZRS6hJXvYEsIueAsVd7vUoppZRSSjlDH/OmlFJKKaVUA9pAVkoppZRSqgFtICullFJKKdWARzeQDcOYbRjG+oKCAsrKyigpKaG4uJjy8nIKCgqorq4mJycHESErKwuAzMxMALKyshARcnJyqK6upqCggPLycoqLiykpKaGsrIzCwkKqqqrIy8vDYrFgMpka1VH/Mzs7m5qaGvLz86moqKCoqAiz2YzZbKaoqIiKigry8/OpqakhOzu72TpMJhMWi4W8vDyqqqooLCzUbdJt0m3SbWrzbVJKKeU6twwU4iodKEQppVpHBwpRSinXefQVZKWUUkoppa42bSArpZRSSinVgDaQlVJKKaWUakAbyEoppZRSSjWgDWSllFJKKaUa+EE8xcIwjCLg2xZm6QkU2ZnWB8hr5bItTbvc6ZeTy9H09pjLUba2PFbtMdfl1v1DzOVoenvMBTBcRHq2MF0ppVRTIuLxL2B9a6cDhy5j2Vavty1ztWVuT83lKFsbH6t2l6uNzyGPzOVE3e0ulzPT9aUvfelLX5e+fihdLLZe5vTWLnu5622rXI6ma64rO7095rrcun+IuZyZ3tplPTXX5datlFId0g+ii8XlMAzjkHjgQ/I1l+s8NZvmco3mco2n5lJKqfbsh3IF+XKsd3cAOzSX6zw1m+ZyjeZyjafmUkqpdqvdX0FWSimllFLKFR3hCrJSSimllFJO0wayUkoppZRSDWgDWSmllFJKqQa0gayUUkoppVQDndwd4EoyDOMV4CMRSXR3loYMwwgAHgMygbeB/wJuAk4BvxeRi27MNhX4GTAIqME6YuFbIvKdGzN1An4JzAOCAMG67zYDb4tItbuyKdWWDMPojvVvhQBrgV8AdwApwHMiUurGeEop1WG0tyvIC4E/GoaRbhjGS4ZhjHN3oDrvAb7AeCAeGAD8L1AOvOOuUIZhvAjcBxwAqoFzwFng74Zh/NxduYB3gQggFvgpMBN4FhiLdV96JMMw3PY4LsMwvA3DeMQwjOcNw7i5ybT/565cLdH91ax3gP7AUOBTYAKwCjCA190XSymlOpZ29Zg3wzCOisg4wzCGY73y8gvAG/gb8DcROeOmXMdEJMIwDAPIEJFrm05zU66vRWRM3e+dgH0icrNhGL2A/SIS5qZcp0XkejvTzojIiKudqcH6A+xNAo6LyMCrmce2csN4C+gOfIX1g+I+EVlWN+2IiES6KZfuL9dyNfxbkQUEiojUlY+LSLg7cimlVEfTrrpYYP1aEhH5FngeeN4wjHDgLmAbcJ2bcnnVNTp7AH6GYQwRkTTDMHoDnd2UCcBiGEaAiBRg7crgDSAiF+v+Q3aXi3VXsD8SEQuAYRhewM8Bt3VHqZMLpGNt4NWTunI/tySymljfeDIMYx3wmmEYm7Ce++48lrq/WqGuUbxN6q5g1JXbz9UMpZTycO2tgXzJf2wikgwkAyuufhyb/8HahxDgAeCtuvbnKKxdB9zl98BRwzBOAyOBXwEYhtEXOO7GXL/A2gXlNcMw6hvE12DtnvILt6WyOgf8WETON51gGMb3bshTz/ZBS0RqgIcNw3gG+Bfg57ZUur9cdcgwDD8RKRWRB+rfNAwjBChxYy6llOpQ2lsXCz9PvYnFMAxvrPu7pq47QwRwQUSy3JwrABgGfCcihe7M0py6q+yGiOS5OwuAYRhLgAQRueQDhGEYS0VkrRtiYRjGe8B7IrKjyfsPAq+LiI+bcun+ukIMwzCkPf3BVkopD9auGsgAhmH0BGKAa/n30w92urvxp7muDMMwpovILnfnUKqtGIYxEridxv8mt4jIKbcGU0qpDqRdPcXCMIz7gCPALVhvwPEFpgKH66Zprh9ALgfedncAewzDmO7uDM1xdy7DMEYahrHcMIxXDcP4Y93vo9yZyVNzGYaxHNiItbvYV0BS3e9/MwzjaXdmU0qpjqRdXUGu60t7Q9Orn3U3yB1019MPNJfLubbYmwRMExHfq5nHWYZhnBeRYHfnaMqdueoafHdhbfRl1L09EGtf8o0i8qLmapTrDDC66bO+DcPoDHwjIsPdkUsppTqa9niTXnMtfgvuvTNdc7lmMnAv0LQ/uQFMvPpxGgRoufHe+2pmabRyD82FdcCX5hp8rwDfAG5piOK5uSxYnyiT3uT9wLppSimlroL21kB+AThiGMZnQP0d8sHAdKyPfXMXzeWaA0CZiOxrOqHuqrc7eWrj3VNzeWqDz1NzPQHsMQzjWxr/m7wO6wh7SimlroJ21cUCbN0DZmC9wcXA+vXpTncO56y52g/DMLYDL4lIfDPTPheRH7khlifnigHWYR3C/JIGX9OnSHT0XHXZvLB+qGn4bzJJRGrdlUkppTqadtdAbsowjFki8om7czSluVzjqbmUY57a4PPUXE0ZhvGwiLhtWG6llOqIOkID2W3DxrZEc7nGU3OB5zbePTiXRzb4PDiXx577SinVXrWrx7zZ4fZhY+3QXK7x1FwAz7k7gB2emutRdweww1NzefK5r5RS7VJHaCA/4u4Admgu13hqLvDcBozmco2n5prt7gBKKdXRtLenWDQ7CpVhGCXuHoVKc7WPXHZ4auPdU3N5aoPPI3OJSAaAYRiLRSTO3XmUUqojaFdXkD11FCrN1T5y1Ws6Ahsw1d0jsHlyrqYaNvjcnaUhT83VwLPuDqCUUh1Fu7pJz1NHodJc7SNXXQZPHYHNI3O1REcebHbdyfYmASNEpMvVzKOUUh1Ve+ti4akP/9dcrvHUXOC5I7B5ZC4HDb7+VzNLo5V7aK66dc8Amj6H3AC+uPpxlFKqY2pvDWRPHYVKc7nGU3OB5zbePTWXpzb4PDXXJ4CfiBxrOsEwjL1XP45SSnVM7aqLBXjuw/81V7vJ5ZEjsHlwrreBOBFJaGba+yJytxtieWwupZRSnqHdNZCVamse3Hj3yFxKKaXUD017e4pFuGEYBwzD+N4wjPWGYfRqMO0rzaW5rgQRsYjIARH5SET+Ufe72xuhnppLOc/Tz32llOoo2lUDGXgNiAXGAGeABMMwQuqm+bgrFJrLVZ6ay2MbMJqrfeTCg899pZTqSNpbA9lPRHaISKGIrMJ6Q9cOwzBuxDrYhObSXJfLUxswmss1nprLk899pZTqMNrbUywMwzB6ikgRgIjEG4bxM+AjIEBzaa4rwK/BDW+rDMM4jLUBsxAP+FChuX7wuTz53FdKqQ6jvV1B/l+g0chhIpIM/BjY5JZEVprLNZ6aC+oaMPUFEYkHfga8Cwx2WyrN5SpPzeXJ575SSnUY+hQLpVxgGMbdwDkROdDk/WDgv0XkIc2luZRSSv2wtasGct0VoRXAXKBv3ds5wGbgRREp1FyaSylPpee+Ukp5hvbWxeJDrCNj3SIivUWkNzC17r2/ay7NdbkMw+hpGMaLhmGkGIaRX/f6/9u7Y9YooiiAwufiH1AU1iLgdtoIQUtBUigoCLHSLlZWgunUxlbYRvAn2NvEzka0EKyshGCn3drEJmXgWswsGezGSZi3b87X7bwip3iwN4/Zmf322lm77Bqo2L0vSVNS2wnyj8y83HfttNnVT6ld7d//AHwE3mbmsr12EXgE3MrM23bZNaCr2L0vSVNS2wnyr4h4FhGz1YWImEXEc45fv2uXXUPMM3OxGqoAMnOZmQuaVzvbZdcQJe99SZqM2gbkh8B54HNE/ImIA+ATzeORHthl1wkodYCxq46ukve+JE1GVbdYAETEFWAD+JqZh53rdzrPPbXLrv/tOge8ALaBGc0zc38D74FFZh7YZdfAtiL3viRNSVUDckQ8BZ4A+8AmsJuZe+3at8y8ZpddJ9BX5ABj1/p3lb73JWkqarvF4jFwPTPvA1vAy4jYbdditCq7+iq1azXA7NG8Avh7RGx3ll+NU2VXX6V2UfDel6Qpqe1V02dWJ0GZ+TMitoB3EXGJcb9c7KqjC44HmMOImNN0zTPzDWX8U2HXeneVvPclaTJqO0FeRsTm6kP7RXMPuABcHa3Krr5K7YJ/BhiaU767EfGaggYru9a2q+S9L0mTUduAvAMsuxcy8ygzd4Cb4yQBdvVVaheUO8DY1U+pXSXvfUmajKp+pCedtojYAI66z8/trN3IzC8jZNnVU6ldkqQyOCBLkiRJHbXdYiFJkiQN4oAsSZIkdTggS5IkSR0OyJIkSVLHXz3aVBqlEwrEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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c7sBsjgagR/rPAJjNUQCEph7A39cLsznSKJ/cR5dOJszmYQB0O7aXsBB/zObLAbB8t6laf2SXe3FVn96YzYMB6LJ/F336dMFsjgAgZG8iffuGYjYPBCB4904u69cTs3mAUU7azmWX9cFsDgcgaMdPhIf3w2y+DHuVo86x9/3JfFDO/kCxMduPB64Z2iJjb8iQIZj7dyPAUkLQkQMMHTqUmMu61Dr2CrcneYxTRaHNq8XGnsUni6DMVEaMHEFnf1/SVSZBWWm1jr0n1vyMKwxXf0Rd1qNFxp6r/O/8Y1h9zrrLtY29vQct58apM46nZ0TX81tHCCHEpaZVZ5CrnUippcBZYAFwldY6SynVG9istb68vmPj4uJ0UlJSg+fIKS5n4vObqKh0uLf5+3jx70cm0zPY/4Lib6qLJRaJQ+KQONo2DqWUzCALIUQH12prkJVSgUqpYNf3wK+BA8AaYK5zt7nAFy11zmUbj+GokfBXad0u6wgvllgkDolD4uh4cQghhGhfrbnEohfwmVLKdZ4PtNbrlVKJwMdKqTuBU8DNLXXC3acKsVdV/+Nmr9LsTmv7q8hdLLFIHBKHxNHx4hBCCNG+2myJxYVo7BILIYRob7LEQgghOj65k54QQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4u6gRZKTVdKfVWQUEBZWVllJSUUFxcjNVqpaCgALvdTk5ODlprsrKyAMjMzAQgKysLrTU5OTnY7XYKCgqwWq0UFxdTUlJCWVkZhYWF2Gw28vLycDgcWCyWanW4vmZnZ1NZWUl+fj7l5eUUFRVRWlpKaWkpRUVFlJeXk5+fT2VlJdnZ2bXWYbFYcDgc5OXlYbPZKCwslDZJm6RNl2CbhBBCdHxyq2khhGhBcqtpIYTo+C7qGWQhhBBCCCHamiTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4kQRZCCCGEEMKDJMhCCCGEEEJ4kARZCCGEEEIID5IgCyGEEEII4eGiTpCVUtOVUm8VFBRQVlZGSUkJxcXFWK1WCgoKsNvt5OTkoLUmKysLgMzMTACysrLQWpOTk4PdbqegoACr1UpxcTElJSWUlZVRWFiIzWYjLy8Ph8OBxWKpVofra3Z2NpWVleTn51NeXk5RURGlpaWUlpZSVFREeXk5+fn5VFZWkp2dXWsdFosFh8NBXl4eNpuNwsJCaZO0Sdp0CbZJCCFEx6e01u0dQ4Pi4uJ0UlJSe4chhBANUkrt0lrHtXccQgghmu+inkEWQgghhBCirUmCLIQQQgghhAdJkIUQQgghhPAgCbIQQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4kQRZCCCGEEMLDRZ0gK6WmK6XeKigooKysjJKSEoqLi7FarRQUFGC328nJyUFrTVZWFgCZmZkAZGVlobUmJycHu91OQUEBVquV4uJiSkpKKCsro7CwEJvNRl5eHg6HA4vFUq0O19fs7GwqKyvJz8+nvLycoqIiSktLKS0tpaioiPLycvLz86msrCQ7O7vWOiwWCw6Hg7y8PGw2G4WFhdImaZO06RJskxBCiI5Paa3bO4YGxcXF6aSkpPYOQwghGqSU2qW1jmvvOIQQQjTfRT2DLIQQQgghRFuTBFkIIYQQQggPkiALIYQQQgjhQRJkIYQQQgghPEiCLIQQQgghhAdJkIUQQgghhPAgCbIQQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8XNQJslJqulLqrYKCAsrKyigpKaG4uBir1UpBQQF2u52cnBy01mRlZQGQmZkJQFZWFlprcnJysNvtFBQUYLVaKS4upqSkhLKyMgoLC7HZbOTl5eFwOLBYLNXqcH3Nzs6msrKS/Px8ysvLKSoqorS0lNLSUoqKiigvLyc/P5/Kykqys7NrrcNiseBwOMjLy8Nms1FYWChtkjZJmy7BNgkhhOj4lNa6vWNoUFxcnE5KSmrvMIQQokFKqV1a67j2jkMIIUTzXdQzyEIIIYQQQrQ1SZCFEEIIIYTwIAmyEEIIIYQQHiRBFkIIIYQQwoMkyEIIIYQQQniQBFkIIYQQQggPkiALIYQQQgjhQRJkIYQQQgghPEiCLIQQQgghhIdWT5CVUt5KqT1KqS+d5YFKqR1KqWNKqY+UUqbWjkEIIYQQQojGaosZ5PuAQx7l54CXtNZDgDPAnW0QgxBCCCGEEI3SqgmyUqofMA14x1lWwBRgtXOX94AZrRmDEEIIIYQQTdHaM8gvA38EHM5yd6BQa13pLGcAfVs5BiGEEEIIIRrNp7UqVkpdD+RorXcppa5yba5lV13H8XcBdwH07t2b5OTkVolTCCGEEEIIT62WIAPjgXil1G8Af6AzxoxyF6WUj3MWuR+QWdvBWuu3gLcA4uLitNlsbsVQhRCi9ezataufl5fXtw6HYxi1TxQIIYRoW9rLy+uww+H4dWxsbEbNJ1stQdZaPwo8CuCcQX5Iaz1bKfUJMBP4EJgLfNFaMQghxMXAy8vr27CwsCG9evVSXl5ydU0hhGhvDodDWSyWIRaLZQMwrObz7fGb+hHgAaXUcYw1ye+2QwxCCNFmHA7HsF69evlIciyEEBcHLy8vwsLCfBwOx+Xx8fFDz3u+LYLQWm/WWl/v/P6k1nqs1nqw1vpmrXVFW8QghBDtSGaOhRDiIuPl5YVxgTXui4+Pr/ZLWn5jCyGEEEKI/2T+QKDnBkmQhRDiP5i3tzdmsxmz2cy9997r3v7xxx8zZMgQhg4dytq1awHYvHkzcXFxPPTQQ00+z6xZszh+/Hi99dfnhRdeIDo6msjISJ544onznnc4HERFRZGXlwfAQw89RK9evYiOjm6w7m+++cbdB2azGZPJdEFXTlqzZg3PPvtstW25ublMnTq10XU0pX+aG//LL79MWVlZo2OqzWOPPUZ0dDSjR4/m888/rzf+po6fzZs3ExISgtlsJjo6mr/85S8XFOulZsWKFZhMJveYv/7669m8eTMAzzzzDFFRUURFRXHzzTcD0L17d2w2m/t4h8NBt27d2jzuDkNrfdE/YmNjtRBCdARAkq7xOywpKanJ9WQXWfXNb/6os4utLRxhdYGBgedtq6io0AMGDNAWi0WnpaXpQYMG6aqqKj1r1ixttVr1ww8/rA8fPtzocxw4cEDHx8c3WH9d0tPTdUREhLbZbLqiokIPHDhQnzx5sto+a9eu1XPnznWXt23bphMTE3VUVFSj49Ra68zMTD148OAmHdNY8+bN01u2bGlwv6b2j6emxN+/f3+dm5vbqH1rk5iYqOPi4rTdbte5ubm6X79+uri4uMXGz6ZNm/S0adO01lrb7XY9ZMgQnZqa2ux4LzXLly/XISEhetmyZVprradNm6Y3bdqkd+7cqa+88kpdUVGhtdZ69+7dWmutY2NjdUpKivv406dPa7PZ3OZxX2ySkpL09OnT350+fXqw9vi9LTPIQghxEVq28RiJqQUs23i84Z1b2I4dO4iKiqJXr16Eh4dz2WWXsW/fPrQ2Llvv+gMCUFpa2mB9q1at4sYbb2yw/vpUVlZSUVFBRUUFJpOJkJCQas+/8sorLF682F0eN24coaGhjW6zy4cffsjMmTPr3Wfp0qVMmjSJwYMHs2jRIoYOHUpubi4Ac+bMITw8nHvuuee842bMmMHKlSsbjKE5/dOU+Dds2IDZbCYzM5PJkye7vwdYtmwZ0dHRREdHs3z58nrrOXHiBGazGR8fH0JDQ+nbty+JiYktPn4AysrKsNls+Pn5ARAfH09MTAyxsbG8+uqr7v02b97MNddcw8yZM4mOjub++++vd/+goCAeffRRoqKiWLBggXv7Cy+8wLBhw4iPjyciIoLU1NRmnbeu/mxKP9dn+vTpfPLJJ9W2paWl0aNHD0wmEwCjRo0CICIigoyMDObPn8+CBQvIyMhg0KBBzT73pa41r4MshBCiFrf84ydmxvbj5rjLsFc5uP2dHdw69jJuHNUPq62K297ezoHMIrSGT5LS+fl0EXdPGsS10b0pKLXx+5W7WDBxEFdH9iKnpJyewf7NjqW8vJzRo0cTEBDAM888wy9/+UssFgu9e/fmzTffpFu3boSFhZGVlcXChQuZMGECkyZNQmvNXXfdxQ033MC0adPqPce2bdv43e9+5y7XVX9d17vv168f9913H+Hh4VRVVfHiiy9We2v48OHDnD17ltjY2Gb3g8uqVat4992GL64UHx/PqVOnCA8P59prr+Wnn34iPj6e999/nxUrVpCUlHTeMXFxcTz22GMN1t3U/mlq/FdffTXJyckMGDCATZs2uf+RSE1NZdmyZSQnJ2O324mJiWHatGn07Nmz1noiIyP5y1/+QllZGXl5eRw6dAiLxYKvr2+LjZ8ffvgBs9nM8ePHeeCBBwgLCwPg9ddfp1+/ftjtdqKiopg5c6b7uW3btrFz506io6MpLCysd//S0lKmT5/Ok08+SUREBJmZmVRWVvKPf/yDvXv3kp6eTmRkpDueppy3rv4sKytrUj/XJyQkhD59+nDo0KFqr++jjz7KmDFjuOGGG7jzzjvp3bs3ERERnD59mvT0dEwmExkZGURERDT5nP8pLq0E+c0JYNl//vawEbBw639mLBKHxCFxdLg4ThdacTjvMerQmtOF1lY7V0ZGBmFhYSQmJnLjjTdy7Ngx9+zewoULAfj0009RSjFlyhS+/PJL/va3v/HFF1/w0ksvERgYWF/1AGRlZdGjRw93ua7661JYWMi6detISUnBbrczfvx4rr/+enr37g3Aq6++WuuMbVMdPXqU0tJSYmJiGty3W7duFBcXu78WFRU1eEzPnj3JyspqcL+m9o9LU+KvzZ49e5g4cSJBQUEAjB07ln379nH11VfXuv+IESOYN28e48aNo2/fvkyePBl/f38qKytrjb8542fixIl8+eWXlJSU8Ktf/YqZM2cycuRI3n33XT7//HO01mRmZpKZmelOVGNjY91rz7t06QJQ5/4mk4lx48YBMHDgQCwWC2lpaUycOJHAwECGDRtG//793fE05bybNm2qtT9LSkqa1M8NmTNnDu+995673KVLF/bv38/69ev59NNPiY2N5eDBg0RERJCWloa/vz8mk4nU1FSZQa7HpbXEot9Y8DZV3+ZtMrb/p8YicUgcEsdFF8dHd1/JzXGXAeDr7cVHd1/JjaP6AVBSbqfIaqfKmSHbqzTFVjuj+3cFoFugiY/uvpKrI3sBXNDsMeD+4z5mzBh69+5NWloaffr0qZbIWSwWwsLC+Oyzz3jttdd44IEHSE5OZsKECe4PBdUnICCA8vJyd7mu+uuyYcMGwsPDCQkJITQ0lFGjRrFnzx4AiouL+fbbbxtcVtAYq1at4tZbb23Uvkqpao+qqqoGjykvLycgIKDB/ZraPy5Nib82rsS8KVxj4auvvsJisRAeHt7i4wcgODiYKVOmsHXrVjZv3sw333zDtm3bSE5OZtiwYTgcDve+NZff1Le/r6+vez+lFA6Ho85+aOp566qnOf1cn6lTp7Jx48Zqsfj7+zNjxgzef/99YmNj2b59OxEREWzYsMH94b3vvvtOZpDrcWklyJP+CKpGk5QXTHwAlk+DvR8Z22xlRvnAv4xyeZFRPrjGKJfmG+Uj64xySbZRPrbBKBdlGOUTm4xyQYpRTnXOMOUdg6xaZqEAJj0CWfuM/bOca8pO7zLK2QeN8qkdRjnvmFFO3WqUC1KM8olNRrnIeWfEYxuMckm2UT6yziiX5ht9ct4PozZmyWzOTy/v/cjYv8pulPesMsouu1bAe/HnyjvfhpU3nStvfwM+8PilvG0ZfHT7ufIPf4PizNpfm0mPwPd/gc//+9z2DUthzblP0/PNY/DVg+fK6/5kPGl5ui8AACAASURBVFy+etDYx2XNvUYdLp//t3EOMPrDUVk9Dkcl+Hc5V/7odqMNLh/carTRZeVNRh+4vBdv9JHL8mlGH4LRp7WNvV5RtffHmLsufOwtn2aMITDG1PJpxhiD88fe5dfW3h8jjE89X9DYA+Nnavk042cMjJ+55dPOH3sT/lB7f3QdcOFj75OEc+Utz8O/zq0zPG/seXmBo0ai4xqnbWTZxmM4avzMVmndKmuRCwoKsFqN2enU1FQyMzMJDw9n7Nix/Pzzz+Tk5JCenk5GRgYjR45kxowZPPXUU+61iz/88ANvv/12A2cx3or3vIJFXfW7PProozz66KPusmuGu6KiAqvVyu7duxk4cCAAy5cvZ/bs2dUSnYbUrN/lgw8+uKAEsyFHjx6t9nZ9XZraPy5Njb9z584UFBS4y6NHj2br1q2UlpZSWFhIYmJitfPWJj/f+FnfsmULBQUFxMbGtvj4AeOKC8nJyYSHh1NcXExoaCidOnXi559/Zu/evfUe29T94+Li2Lp1K2VlZRw+fJi0tLRm1VNXfzbUz0uXLuWqq65qVL+AcSWaiRMn8uOPPwKQkpLCsWNG/mC1WklNTaVv375ERESwZcsW4uLiiI2NZdOmTTKDXI9La4lFcBiYZ8Oef0KVDZS3UQ7q1fax+JhgyK/h2LdGLCgYeh0E94Kz2W0XR3AYDJzoTKi0MRvWf/y5ZLit+AZUf23wMsrBbfzaBIdB14FwJhV0ldEfnfuCX1DbxhHQpXp/ePk4x2qPho9tSZ26Q2BPKMsHh92Io1MoBDb9w00XxPWzu2vFudfFPBv8O7dtHKYg6D4YzqQYr4srjjYcp7tPFWKvqp4g26s0u9POtPi5Dh8+TEJCAn5+fnh7e/POO+/QqVMnAJ599lnGjx8PwEsvvYTnjU6io6N55JFHGDNmDE8//XSD57n++uvZtGmT+y1kk8lUb/01lyFMmDCBqVOnEhMTg5eXF/Pnz2f48OForXn77bfZsGHDeedctGgRn376KXl5efTr14/XX3+d+Pj4WusH44NxQUFBXH755Q22py6pqanMmDHD/Y/H1q1b+etf/8pvfvMbADZt2tTgem1oev80N/7FixczY8YMunXrxurVqxkwYACLFy/miiuuAGDJkiUNrotNSEjg+PHj+Pr6snLlSpRSDcbflPHjWoNcWVnJ5MmTmTZtGna7nbfeeouYmBiGDRvG6NGj663j2muvbdL+4eHh3HXXXYwePRqz2UxERAR+fn5Nrqe+/qyvn9PT091911hz587lpZdeAoykeN68eZSWlqK1Zs6cOYwYMcK4MoOXF3Fxcfj4+FBZWVlt+YioTrX0VH9LUkpNB6YPHDhwwYEDB6iqqkJrja+vL1arleDgYM6cOUOPHj3cH2qwHE8m7MOpUFmO9vEn//bvCek7lJKSEgICArDb7Sil8Pb2xmaz0alTJ/c6spycHMLCwsjMzKRPnz7ur9nZ2XTv3p2ioiICAwOpqKjAx8f436KyshI/Pz9KS0sJCQkhPz+fXr16GccGe6FfHomqqkB7+6Hv20uBzZfOnTtTVlaGyWRqVJtccWRlZREWFkZubi5du3ZtfJsCqRaHun8/2WU0r00e/WKxWOjZsycFBQWNa5N/Ffw9plocWWcdzWvThbxOXla8Xx1dLY7MkqrmtelCXidHMb6vxdUaxwWPvaa8ThUF+L851hmHP9y/F8tZ3TJjrwmvkzqbTcBbv3DHUbV4N/kVPi0z9prwOlWeySDo3fFGHD7+2P87iWJHQKPbFBoauktrHef5u2zXrl26JT5A1lFZrVYmT57M1q1b3eO3Jaxbt45//vOffPDBBy1WZ2uaOHEiX3zxhVx7tgMoKSkhODiYvLw8YmNjSU1NbdQ68JZgNpvZuHEj3bt3b5Pz/afbtWsXTzzxxP8C969Zs6bEtf2iTpBd4uLidG2fCK7Tlw/AruUQmwDX/631AutIsUgcEofE0SZxKKUkQa7Fd999x5AhQxgwYEB7h9IucnNz2bZtGzNmzGjvUEQjzJ8/n507dwLw1FNPccMNN7RzRKK11JUgX1pLLFwm/RFyD7XpusGLPhaJQ+KQODpeHJeQa665pr1DaFc9evSQ5LgDeeedd9o7BNHOLqkP6c1cM5Ontj9Frrc3JKxr+/WtF2EsEofEIXF0vDiEEEK0r0tqBvnImSOcLDrJF8e/4IbBN7Bw5EJ6dGrjDz1dZLFIHBKHxNHx4hBCCNG+LqkZZAC7w05FVQWfHPmEX//r1zy1/Skyz2aSsD6BtSfWAmCttJKwPoH1KesBKLGVkLA+gQ1pxiehz5SfIWF9ApvTNwOQZ80jYX0CW08bl9KylFpIWJ/AT5k/AZBekk7C+gQSLYkApBSlVIvl06Of8qtPfsUfNv2B3LJcDhccJmF9AocLDgNwIO8ACesTOHbGuCxLck4yCesT3PUkWhJJWJ9Aekk6AD9l/kTC+gQspRYAtp7eSsL6BPKseQBsTt9MwvoEzpSfqRbHZ8c+47pPr+Oub+9i9lezsVYal3dae2ItCesTsDuMK1t8fvxzEtafuzTW6qOrmf/tfHf5w8MfsnDDQnd55cGVLN547havKw6s4A+b/uAuv7P/nWpxrD6ymqtXX23M1JXl8uqeV3l86+Pu/V/e9TJLf1zqLr+Y+CJPbz/3Sefndj7Hczufc5ef3v40Lya+6C4v/XEpL+962V1+fOvjvLrn3C1Ba/bHb/71G/6+++/u5/+w6Q+sOLDCXV68cTErD567PezCDQv58PCH7vL8b+ez+uhqdzlhfQKfH//cfa7axp5nHJ5j9diZYxc89hLWJ5Cckwzgru9A3gGA88Zezf6Y+q+pTPl4CruyjcvCXejY25C2gYT1CZTYjGVd61PWk7A+4byxV7M/rvv0Op7a/hTLDyy/4LH38JaH3eU3977Jn344d4nAmmOvZn+44sgty0UIIcR/jktqBtmTRlPpqOSTI59w/MxxvGpeY7UNVWrjOrMbT23kTMUZ/jT2Tw0c0TpcCfD2rO0E+jZ896vW4sABGj458gknCk8Q1yuu4YNagas/0s+msy5lHfeNvq9d4vAcq0cKjuDr1fjrubYkV3/kWnN5IfEFPrz+wwaOaB0a7U6Uw4PDCQtq+AYJrcHVH65xuuLaFe0ShxBCiLZ3SV3FYsR7I9zf+3r54qW8mDF4BgtjFhIa0LbXdb1YYpE4JA6Jo23jkKtYCCFEx1HXVSwuuSUWvl6++Hn78dshv2X9Tet5/BePt3lyfLHFInFIHBJHB4rjzQmwNOT8x5sTWvxU+fn5xMXFERMTg9ls5vPPP3c/98ILLxAdHU1kZCRPPPEEYNxqNy4ujoceeqjJ55o1a1a1u+k99NBD9OrVi+jo6AaPPX36NBMmTCAyMpLRo0fz3XffnbePw+EgKiqKvLy8etvV3PqbYs2aNTz77LPVtuXm5jJ16tRG19GU/vnmm28wm83uh8lkIjk5ucHjXn75ZcrKyhodU20ee+wxoqOjGT16dLV+/vjjjxkyZAhDhw5l7VpjiVlTx8+8efPcN7KoqqoiNDSUe+65x/18zX4+cuQIZrOZoKAgPCfV6treFry9vTGbzURFRXHrrbe671xZn9rGT30u9HVcsWIFJpOJvDxjqdz111/vvgX4M88847419c03G3dY7d69OzabzX28w+G4NK/trbW+6B+xsbG6MW764ib91E9P6dyy3Ebt35oullgkDolD4mjbOIAkXeN3WFJSUuMrWPsHrZ8M1XpJ53OPJ0ON7S3MZrPpkpISrbXWubm5OiwsTFdVVen09HQdERGhbTabrqio0AMHDtQnT57Us2bN0larVT/88MP68OHDjT7PgQMHdHx8fLVt27Zt04mJiToqKqrB4y0Wi05OTtZaa52amqr79Olz3j5r167Vc+fOrbddF1J/S5g3b57esmVLo/ZtSv94yszM1IMHD27Uvv3799e5uc0f64mJiTouLk7b7Xadm5ur+/Xrp4uLi3VFRYUeMGCAtlgsOi0tTQ8aNEhXVVU1efzMnTtXR0ZG6uTkZL1lyxYdFRWlFy1a1OBxkyZN0omJiY3e3poCAwO11lo7HA59yy236L/97W8tfo4LfR2XL1+uQ0JC9LJly7TWWk+bNk1v2rRJ79y5U1955ZW6oqJCa6317t27tdZax8bG6pSUFPfxp0+f1mazufkNaGdJSUl6+vTp706fPj1Ye/zevqRmkFfHr27XGeOLMRaJQ+KQOC7COJZPgz2rjO+r7EZ570dGedxicFRW399RCb3Nxvel+cb+R9YZ5ZLm37re19eXoCDjNutFRUVUVFRQWWmcu7KykoqKCioqKjCZTISEhKCdS/Jcf0AASktLGzzPqlWruPHGG6ttGzduHKGhjevnXr16ERMTA0D//v2x2+1UVFRU2+eVV15h8eLFDbarufV7Wrp0KZMmTWLw4MEsWrSIoUOHkptrfJBzzpw5hIeHV5vpdJkxYwYrV648b3ttmtI/nj788ENmzpxZ7z4bNmzAbDaTmZnJ5MmT3d8DLFu2jOjoaKKjo1m+fHm99Zw4cQKz2YyPjw+hoaH07duXxMREduzYQVRUFL169SI8PJzLLruMffv2NWv8xMfHs2bNGtasWeO+VTjU389NsXbtWsaOHYvZbOaBBx5wb9+8eTPXXHMNM2fOJDo6mvvvvx+Av//97wwfPpyRI0fyyCONv066UopJkya530Wpq5/raldQUBCPPvooUVFRLFiwAKj/dWyq6dOn88knn1TblpaWRo8ePTCZTACMGjUKgIiICDIyMpg/fz4LFiwgIyODQYMGNeu8F7NLKkEWQogOL6gXBPYEL2+j7G0yygFdWuV0JSUljBgxgpEjR/L6669jMpno168f9913H+Hh4fTr148HH3yQbt26sXDhQiZMmIDD4UBrzV133eV+K7Y+27Zto6XWYH/zzTeMGjUKPz8/97bDhw9z9uzZaueorV3Nrb828fHxTJs2jUGDBnHttdfy00/GlWXef/99nnzyyVqPiYuL48cff2xUHM21atUqbr311nr3ufrqq0lOTqZPnz5s2rTJ/X1qairLli1j+/bt/PDDDyxZsoScnJw664mMjGTHjh2UlZVx6tQpDh06hMVicd/W/c033+Tjjz8mLCyMrKysZo2f2NhY9uzZw9GjRxk6dKh7e3393Fg5OTk89dRTbN68meTkZNLT0/n+++/dz2/bto2lS5dy4MABli5dCsCSJUvYuXMn+/bt48EHH2z0uex2O19//TUjRoyot5/raldpaSnTp08nOTmZb775hszMzDpfx+YICQmhT58+HDp0yL3t6quv5uDBg4wZM4ann36arKwswEiQT58+TXp6OhaLhYyMDCIiIpp13ouZJMhCCNHWEr6CUbON7719jXLMLUbZ1Anu3gKuq5koL7j73xDpnD0L7G7sf/l1RvkCb2YSHBzM/v37SUpK4rXXXsNut1NYWMi6detISUnhxIkTvPjii2RlZTFlyhS+/PJLvL29+eKLL3jppZeYNm1ag+fIysqiR48Lv560xWLhwQcf5PXXX6+2/dVXXz1vxq22djW3/tp069aNLl260K1bN7p27UpRUVGDx/Ts2dOdZLSGo0ePUlpa6p4Nb6o9e/YwceJEgoKC6Nq1K2PHjmXfvn117j9ixAjmzZvHuHHj+P3vf8/kyZPx9/d3zw4vXLiQWbNmAcYManPHT1hYGMOGDWtWm+qzfft2Tp48ybhx4zCbzezZs4eTJ0+6n4+NjXWvAe/SxfgHdcyYMfzXf/0XK1asaPCfKACr1YrZbGbMmDFERERw5513NrmfAUwmE+PGjcPX15eBAwdisVguoOW1mzNnDu+995673KVLF/bv389jjz3G0aNHiY2NpbCwkIiICNLS0vD398ff35/U1FSZQe5o7Dk5ZC19gpMzbmx45/+QWCQOiUPi6ABxBIeBebaRHJtnt8kd/YYPH46vry979+5lw4YNhIeHExISQmhoKKNGjWLPnj189tlnvPbaazzwwAMkJyczYcKERs0gBwQEUF5efkHxlZeXM3PmTF588cVqs1XFxcV8++23dS4r8GxXc+qvi1Kq2qOqqqpRbQgICGhwv+ZqzOxxfVyJbVO4xsJXX32FxWIhPDycPn36VPtHwGKxEBYW1uzx89e//pXHH3+8wf1clFKN3j516lSSk5NJTk7m+PHjzJ9/7rrrISEh5+2/fv167rnnHnbs2MGUKVMajCUgIMBd/8svv4yvr2+z+tnX99zlP5VSOByOJtfRkKlTp7Jx48Zqdfv7+zNjxgzef/99YmNj2b59OxEREWzYsMH94b3vvvvukpxBviSvg2zPySHv9Tco+uwztMMBjZg5uNRjkTgkDomjg8Ux6Y+QewgmNX6dY1OdPn0af39/unfvjsVi4eDBg/Tt25fy8nISExOpqKjA4XCwe/dulixZwrBhw7jxxhtJSkpi0KBBvPPOO9x9991cddVV9Z4nMjKS48ePM2DAgEbF9eijjwLGJ+jBSNzmzp3LbbfdxrXXXltt3+XLlzN79uxqCURd7WpO/S3p6NGjREZGXnA9NeN3+eCDD/jyyy8bXU/nzp0pKChwr3UePXo0jzzyCKWlpdjtdhITExucTc/Pz6d79+5s2bKFgoICYmNjsdvt/Pzzz+Tk5FBRUUFGRgYjR44kJiamWePHNXvbWN27dycjI4O4uLh6t//iF7/gnnvuISMjg379+pGWloafnx9hYbVfe11rzalTp5g0aRIjRoxgyJAhTYrLpTn9XJ+ar6PL0qVL2bx5c6P+CQHjihsTJ07kf//3fwFISUmhsrKSIUOGYLVaSU1NpW/fvnTp0oUtW7awcOFCfH19efbZZ3n11VcbqL3juahnkJVS05VSbxUUFFBWVkZJSQnFxcVYrVYKCgqw2+3k5OSgtSYrKwt7Tg4n/vhHTlzzawo//BBdUeH+w3b8d7eRu3o1xcXFFOXmcnL27WR9shqbzUZOaiqpd8zh1McfA5Bx6BBpd8whbbVxd7SsgwdJvf0OMr/6ivLycgqOHuXk7Nnkf/89RUVFlBw/zvHf/Y7in34iOzubipMpHPntTaTfs5jjV19D4erV1WIp2bePE7+7jcI9eygpKSFv+3ZOzr6dnMQk7HY7pzd+T+odc8jYsQOAU+vWkXbHHDJ27UJrTcbXX5Ny+x3kHjqE1Wol55tvOHHbbEpOnaKwsJAz337L8Vt/hy0/n8yff+bUnfM5PukqCv/1r2px2EpKyM/PJ+9f/+LEbbdxtrCI0tJSslatImX27eTn51NZWUnaO++SlpDgXvyf8sYbnFpwFxaLBYfDwanX3yDt7oUUFhZSVlZG5utvkPL737tfp5w33uT4nfPJWvqE0R8ff1wtjpy/L+PkH/6A3W6noKCAzOeeJ+1Pf6KkpMRY2/bkk5xespS8vDwcDgcnH3scy1//6o7nxCOPkP3c82RnZ1NZWUnKH/9I5vPPU1RktOfUw38k/fkXKC8vJ+fIEY7/eirHJ085rz/AmOlIX7yYU8tewWazUVhYSOpdd5P51tvusXdiXgJ5//yne+wdu202Zz7+2B3P0Vtu5cynn5KTk4OtrKzWsXf6f5dz+s9/Nvrjo4+qxXGhY+/oLbdStnsPmZmZlB89yrFbbqV0717y8vLOG3vZ69dzZMJEjv/q6lr740LGnsViofjbbzl6y61UlZSQmZlJ8ddfc+zWW88be0XHT5D++P/l+JRfnd8fFzj2Tvz3IvfviNzXX+e48634rKys88ZexpKlHL32Oo5f8+vz+sPhcLjf1nTF4/rqGnv5+fkX8BuvhuAwSFjXqrPHp06d4qqrrmLEiBFMmTKF5557jt69ezNhwgSmTp1KTEwMsbGxzJ8/n+HDh7tn4KKjo9mxYwdjxozht7/9bYPnuf7669m0aVO1bYsWLeLKK6/kyJEj9OvXjzVr1rify8rKqjYDuW3bNj799FPeeust96XMMjMz0Vrz9ttvc/fddzeqXU2tv6lSU1Mxm838+c9/5qOPPsJsNvP111+7n9+0aVOjlhQ0tX8AduzYQVBQEJdffnmj4128eDEzZsxgwoQJWCwWBgwYwOLFi7niiiuYMGECS5YsoWfPnvXWkZCQQGRkJPfeey8rV65EKYXJZOLZZ59l/PjxTJkyhZdeegkvL69mj5+aGurnBx54gEceeeS817Hm9p49e/LGG28wffp0RowYwS233FLvhwa11txxxx2MHDmSiRMn8j//8z9Njh2os58balddar6OLunp6YwfP75Jsc2dO9e9XMhqtTJ79myioqKIjY1l9uzZjBgxgn79+uHl5UVcXByxsbFUVla6L8d3KWlwBlkp5QfcBAzw3F9rfWGr4xtBa70WWBsXF7egU6dO1Z5zvU3l+uHt3bs3qbffgW3XLqjl7QtfHx9MJhOdO3fGYbVS6OVFYGAnTCYT3bt3x8q5/1LDwsI4DXTr1h2AHj16cFopOnfujL+/P97BwZR4eePv709gSAi24mJ8fXzx9vamV69eVJxMgVOnOHvoUO2x+Pri4+NjrN8JDsYnMJBSLy86h3TG19eXrl27kgv06GG0rXv37uQ526qUomuXLuQpRZcuXfANCKCqUyes3t4EBATg06ULJT6++Pr64uXlhe2ZZ7G6+qTGLJiPjw/dg4Mp8vXFx9uHwMBOKF9f7AGdsHl50b270f7OnYMpBvfi/5CQEM46+wkgKMiI39V/Vj8/HD6+BAQEEBAQQJ63N46DByn88cda+0Mp8PcPwNfXl27dupHj44PyNREcHAyAn58/uqLc/d9xp0BjLLjiCQw07grYq5eRSPj7+ePt7eN+e6zIxwdffz/8/f2xPPU09lOnjBPX8pZoWFgYGSg6BQZiMpkwmUyUeHvj7+9H586d3a+fl7c3oc6xZ/IzVYvHz2RCoejZsyfabq917JWvXo0tJaXW/oALG3t+pnPxlB89islkwsvLi9DQUMpzc6uNvdx/vIXDee3L2lzI2AsLC6N4375q8RQnJ2PyNZ039s4sWYJ19+46++NCxp6/vx9KKXr37k0uEBBgjJ/evXuTW2Ps5W/ZQlUda/tcbfKMx/XVNfZcPzMdxZVXXsn+/ftrfe7555/n+eefr/U5f39/Nm7c2Ojz/Pa3v+WVV17hiSeewMfH+DPy2muv8dprr9W6/4oVK6qVJ0yYUOsa4nXr1jFy5MjzZvzqa1dT6q+L6wNbtanv+sNffPEFX3zxRaPO0ZT+AbjiiivYs2dPo+p2WbBggfuKCC733nsv9957b6Pr8EzcPd1yyy3ccssttT7X2PFTs53z5s1j3rx5QP39PG7cOI4cOdKo7dOmTav1n5arrrrqvJltLy8vtm7d2mDcns6ePVvr9tr6ecCAAXW2y7OemjPCtb2OYNwAozH97NmvMTEx1ZaA7Ny587z9lVLVrudc3xViOrIG76SnlFoPFAG7AHdGobVu3r9OzdDYO+lV5uaS+/obFH366Xlviw4/fKieI1vexRKLxCFxSBxtG4fcSa923333HUOGDGn0MotLTW5uLtu2bWPGjBntHYoQwkNdd9JrTIJ8QGvd8K18WlFjE2SX2v7ItXWCfLHFInFIHBJH28QhCbIQQnQcF3Kr6R+VUiNaL7SW59OjB72X/JnBG76jy8yZ+LXC5WE6WiwSh8QhcXS8OIQQQrSPxswgHwQGAylABaAArbUe2frhGZo6gyyEEO1FZpCFEKLjqGsGuTGXebuu9cISQgghhBDi4tLgEgutdRpwGTDF+X1ZY44TQghxccvPzycuLo6YmBjMZjOff/45YNxu2XW5M7PZjMlkIjk5mc2bNxMXF8dDDz3U5HPNmjWL48eP13ve+uzYsYORI0cyfPhw993ZPDkcDqKioshzXpXlscceIzo6mtGjR7dI/U2xZs0ann322WrbcnNzmTp1aqPr8Pb2dvd/Y64q8dBDD9GrVy/3nd8a4+WXX6asrKzR+9emrn7++OOPGTJkCEOHDmXt2rUATR4/8+bNc18+rKqqitDQUO655x5sNhtms5mwsDD69u3rvq7xnDlzqm03m80sXLiwWe06evQoEydOJDIyklGjRnHKdfWjJgoKCmryMbWNH0/R0dGkpqY2K56mqKv/Xa6++momT57c6nG0G611vQ9gCbAWOOos9wG2NXRcSz5iY2O1EEJ0BECSrvE7LCkpqdHH3/TFTfrJn57UOaU5rRThOTabTZeUlGittc7NzdVhYWG6qqqq2j6ZmZl68ODBWmutZ82apa1Wq3744Yf14cOHG32eAwcO6Pj4+Cad15PD4dBDhgzRP/zwg9Za65yc8/tm7dq1eu7cuVprrRMTE3VcXJy22+06NzdX9+vXTxcXF19Q/S1h3rx5esuWLY3aNzAwsEl1b9u2TScmJuqoqKhGH9O/f3+dm5vbpPN4qqufKyoq9IABA7TFYtFpaWl60KBBuqqqqsnjZ+7cuToyMlInJyfrLVu26KioKL1o0SL380uWLNEvvPDCecfVtb0pxo4d6x4Pp0+f1nl5ec2qp6mvY2NERUXplJSUFq+3pvr6v7S0VA8YMEAPGTLE/bPcUSUlJenp06e/O3369GDt8Xu7MTPBNwLxQKkzoc4EglsjWRdCiP90R84c4bNjn3Hdp9fx1PanyC3LbbVz+fr6ume4ioqKqKioOO+aph9++KH7Ns7a+ZkV1x8QoN4bK7isWrWKG288d7vuxpzXU1JSEj169GDChAmAcX3wml555RUWL14MwIkTJzCbzfj4+BAaGkrfvn1JTEy8oPo9LV26lEmTJjF48GAWLVrE0KFDyc01Xqc5c+YQHh5ebabNZcaMGaxcubLeuptr3Lhx591JrS4bNmxw3yxj8uTJ1W6osWzZMqKjo4mOjmb58uX11lNXP+/YsYOoqCh69epFeHg4l112Gfv27WvWFQjdKgAAIABJREFU+ImPj2fNmjWsWbOG+Pj4RrXvQu3duxc/Pz/3eOjTp4/7Gufx8fHuG+i47h5X33jQWrNgwQKio6O577773OfYvHkz11xzDTNnziQ6Opr7778fqHv8PP/88wwfPpybb7652m3bX3jhBYYNG0Z8fDwRERHumeW1a9cyduxYzGYzDzzwQLP7oq7+37x5M+PHj2f8+PF8//33za7/YtaYBNmmjZGsAdT/Z+/d46qq0sf/9xYBURTvXDQ0TFNAOcIBC/GTkH7EUQjLsRmdvMyUOR+zadTy66+ZkbIam7FwzEFHa+wiTTnlDSfDLDAgMbyApiKZgiAeAUlA4MCBs35/HM6Jg+cGQqaz3q/Xfp2z1l7rWc9a++Hw7LXXXo+i9OhclSQSieTOZsGnC9h1zvA4WqfXseDTBSR/l2w6r9PrqG+qZ+e3O4neEU3U9ig+zv8YgO+137Pg0wWkFaUBUF5nPdCLI1RXVzN69GjGjBlDYmIiLs2BXYwkJSXxi1/8AoBFixYRERGBXq9HCMHChQsdCmObmZlJ65cU7bXbkosXLzJw4ECmTp3K2LFjbwjLm5eXx/Xr101t+Pv7c/jwYUMkzosXOXPmjFmEsbbKt0RsbCzTpk3Dz8+P6OhoDh06BMC7777Liy9ajqOlVqv56quv7MoG0Gq1BAcHM378eL788kuH6jjKpEmTyMnJwcfHh9TUVNP3goIC1q9fT1ZWFunp6axatYrS0lKrcqyNs0ajwdvbm02bNrF9+3a8vLy4fPlyu+wnJCSE48ePk5+fz4gRIzp0HKxx/vx5hg0bZvFcYmIiubm5ZGVlsX79epNdWbOH2tpaZs6cyYkTJzh69Cjp6ekmWZmZmcTHx/PNN9+Ygs9Ysp+CggK2bNnCsWPHiI+P5/z584DBbv/xj39w9OhR/vKXv3DhwgUASktLWb16NWlpaeTk5FBUVNRuJ9ba+KekpPDggw8SFRVFSkpKu2T/1HHkJb3tiqL8A+itKMoTwK+BLZ2rlkQikUh0ekOgkrK6Mt47/R6PjHikw9vo2bMnJ0+e5MyZMyxcuJBHHnkEZ2dnwLAOs6amhqCgIACioqLYu3cvr7/+Ort37yYhIcEUydIWly9fvmFW1la7rdFqtaSmpnLixAl69+6NWq0mOjoaPz8/ADZs2GA24zZ69Gjmz59PeHg4gwYNIjIykm7dulnVz558S/Tt25eqqirTpzE8ry0GDhx4Q4hoaxQXF+Pl5UV2djYzZszg22+/NUWQ7SyOHz/OhAkTTLP7YWFhnDhxgkmTJlksb22cjU8DjOt/d+zYgaIo7bYfLy+vdq3lbS9CCFNY7Na89dZb7Nq1CyEEJSUlppl3a/bg5OTE5MmT6dKlC5MnT+bIkSNMmDABMDifxjXjxmigljh27BgRERG4ubkREBBgWhd89OhRJkyYQI8ePRg5cqQpPysri/PnzxMeHg4YovCdP3+eqKiodo2HpfFPSUlh2bJldO3alRdeeKFdcn/q2HWQhRBrFUWZDFQB9wJ/EkJ81umaSSQSyR3K1ugfHl07d3E2S7fEuYszXZQuxN0Tx6Igg7PRp1sfs/L93Rx7rG6PUaNG4ezsTG5urumlp5azxwA7d+7k2LFjLF26lGeeeYaIiAgSEhJuCMnbGjc3N7PHwvbabY2npyejRo3C19cXMDgWeXl5+Pn5UVVVxf79+0lISDCrs3TpUtOj5fvuu89Ut63yraEoitnRZCF0fWu0Wq3DTq4xfHZoaCje3t4UFhYyspP34zYue2gLlsZZq9Wa3QhoNBq8vLzabT+vvPIKXbp0YceOHW3Wrz34+fmZXihtSVpaGikpKWRmZtK9e3fUajV6vR5w3B5aOt4eHh4O6WOUaaTlUhVrTJkyhaSkJIfk26P1+BcWFnLhwgX+93//F4CioiLOnTvHPffc0yHt/VRwaDcKIcRnQohnhRDLpXMskUgknYtzF2dcnVx5ePjDfPrIp/zhvj90mCPckkuXLnH16lXA4MScPn2aQYMGmc6///77Zg5yXFwcq1evpri4GD8/P9LT09myxf4DRX9/fzOHw167K1euZOXKlaZ0aGgoFy9epKKigoaGBk6ePGlyXrdu3cqcOXNumH02yj948CAVFRVmSzzaIr8jyc/Px9/f3265iooK6urqAMPj9ZKSEjMHv7X+7aVXr15UVFSY0sHBwWRkZFBTU8O1a9fIzs5mzBjbIQ8sjXNYWBinTp2itLSUoqIiiouLGTNmTLvtp3fv3vTq1evmOothrbA9ZxxApVJRU1NDRkYGYHgCcvXqVaqqqujfvz/du3fn1KlT5Obm2pXV1NTE559/jl6v58CBA4SGhrZZ7+DgYDIzM9FqtZw+fdq0o4ZarSYjI4Pa2lry8vIoLCwEDDcq6enpFBcXAwaHtuUSI0fHwUjr8U9JSeHxxx8nLy+PvLw8Fi1axKefftrmfv3UseogK4pSrShKlbXjx1BOUZQYRVE2V1RUUFtbS3V1NVVVVdTV1VFRUYFOp6O0tBQhhOlu1fi44/LlywghKC0tRafTmX5wqqqqqK6upra2lmvXrtHQ0EB5eTl6vd5kQEYZxs8rV67Q2NjI1atX0Wq1VFZWUlNTQ01NDZWVlWi1Wq5evUpjYyNXrlyxKEOj0aDX6ykvL6ehoYFr167JPsk+yT7dgX26We7tc2+nO8ZGLl68yMSJExk9ejRRUVG8+uqreHt7A4Ztz9zd3bn33ntN5Y2zWIGBgRw+fJjQ0FAefvhhu+1Mnz6d1NRUh9oFw7VpOQPp4eHBunXriIqKYuzYsfzyl79k5MiRCCHYsmULTz755A1tLliwAH9/f55++mm2bdtmNgPnqPy2UlBQgEql4k9/+hMffvghKpWKTz75xHQ+NTWVadOm2ZWTl5eHSqVizJgxzJgxgzfffJPu3btb1R9g8eLF3H///Zw9e5bBgwezZ88eu+0sWbKEuLg4IiIi0Gg0DB06lCVLljBu3DgiIiJYtWoVAwcOtCnD0ji7uLiwZs0axo8fT1RUFAkJCXTp0qXd9tMa4zZvmzZtIiEhweqTh9YUFRUxfvx4h8q+9957rFixglGjRjFlyhRqamqIjo5Gr9cTFBTEiy++SHBwsF053bt354MPPmDMmDGmNeXWsGY/Q4YM4Te/+Q1jx47lj3/8I3fffTcAvr6+LFy4kODgYOLj4xk2bBiurq4MHDiQjRs3EhMTw+jRo3n00UfNXoZsyzhYIiUlxWx7twcffPCOdJAdiaT3IqAB3sMQRW8O0FMI8ZfOV8+AjKQnkUhuF2QkvRupq6sjMjKSjIwMunZ15NUXx9i3bx/vvfce77//fofJ7EwmTJjA7t276du3761W5b8SlUrF559/btqR4k6gurqanj17Ul5eTkhICAUFBVbXTxu5E8fhZriZSHpThBDjWqQ3KopyGPjRHGSJRCKR3L64ubmZHq0PHTq0w+ROnTqVqVNvj2CvZWVlLFu2TDrHt5CcnJxbrUKH8/vf/56vv/4aMGzRZ885hjtzHDoDRxzkJkVR5gAfYNjq7ZeA/bcRJBKJRCJpZvLkybdahVvKgAEDiIuLu9VqSO4w3nzzzVutwh2LIy/pzQZmAVeaj58350kkEolEIpFIJHccjmzzVgA81PmqSCQSiUQikUgktx6rDrKiKG/QHD3PEkKIpztFI4lEIpFIJBKJ5BZia4nFEeAo0A0IBr5tPlTINcgSiUQikUgkkjsUqzPIQoh3ABRFmQ9ECiF0zelNwP4fRTuJRCKRSCQSieRHxpGX9HyAni3S7s15EolEIulkdKWlXI5/gfNxMzpc9tWrV1Gr1QQFBaFSqdi1a5fp3OHDhxkzZgyjRo1i1qxZgCHUrlqtZvny5W1ua9asWWbR9JYvX46npyeBgYEO1bekT0v0ej0BAQGUl5eb8qqrq/Hx8WHt2rU3Lb8t7NmzhzVr1pjllZWVMWXKFIfqX7p0iYiICPz9/QkODuazz+wHsHVyckKlUqFSqXj6acdWQK5bt47a2lqHylrj+eefJzAwkODgYDP72b59O8OHD2fEiBEkJycDbbef+fPnM2TIEMAQka5///489dRTdutZGv+2kJaWhoeHByqVisDAQF5++eV2y7KGu7v7Tcto7/hY42bH7Y5DCGHzABYAhcDbzccFYJ69eh15hISECIlEIrkdAI6IVr9hR44cabOchitXRMmqeHFmTJA4HThanL53ZAdrKkRDQ4Oorq4WQghRVlYmvLy8RFNTk9Dr9WL48OEiPT1dCCFEaWmpEEKIWbNmibq6OvHss8+KvLw8h9v55ptvRGxsrFleZmamyM7OFgEBAXbrW9OnJcnJyWLevHlmec8995yYPn26+Otf/3rT8juC+fPni4MHD9otp9FoRE5OjhBCiIKCAuHj42O3To8ePdqsz5AhQ0RZWVmb6xnJzs4WarVa6HQ6UVZWJgYPHiyqqqpEfX29GDp0qNBoNKKwsFD4+fmJpqamNtvPvHnzhL+/v8jJyREHDx4UAQEBYvHixe3W11FSU1PFtGnThBBC6HQ6MXz4cFFQUNChbbTnerXmVo3PncaRI0dETEzMWzExMT1Fi99tuzPIQoitwDhgZ/Nxv2hefiGRSCSStlP42Fyu7dgJgNDpKHxsLpXNoYEbLl4kf8L/cC7qQa59/DGivh50OlPdxu+/p/CxuVR/YQjd3FhW1m49nJ2dTTNZlZWV1NfX09jYyJEjRxgwYAARERGAYQ9fwDhp0nICxSyErTWSkpKYMcN8Bjw8PJz+/R0Lo21Nn5a88cYbLFmyxJTOz8+nrKwMRyIYOiK/JfHx8TzwwAPcc889LF68mBEjRlDWfB3mzp2Lr6+vxZm8uLg4tm3bZlcfT09PgoKCABgyZAg6nY76+nq79RzlwIEDqFQqSkpKiIyMNH0HQ7CJwMBAAgMD2bp1q0053333HSqViq5du9K/f38GDRpEdnY2hw8fJiAgAE9PT3x9fbnrrrs4ceJEu+wnNjaWPXv2sGfPHmJjY035LWdgJ06ciDHarrXxT0tLY/LkycycOZPAwECeeeYZh8aqtraWhoYGXF1dAUhOTiYsLAyVSsXSpUvN9AwKCiIkJIQNGzaY8jUajdm5/Px807mVK1cSEBDAE0884ZAulrA2Ptb0sTYO1sbN3d29Q/S8HbHqICuKMrL5MxjDkoqi5sOnOU8ikUgkHUzJ/1tJU1kZNDaaOcadRXV1NaNHj2bMmDEkJibi4uLCxYsXGThwIFOnTmXs2LEkJiYCsGjRIiIiItDr9QghWLhwIWlpaXbbyMzMdMhRtYY1fYzk5eVx/fp1szZWrFjBqlWrOkS+JWJjY5k2bRp+fn5ER0dz6NAhAN59911efPFFi3XUajVfffWVQzoZSUlJYezYsSYHzRparZbg4GDGjx/Pl19+abPspEmTyMnJwcfHh9TUVNP3goIC1q9fT1ZWFunp6axatYrS0lKrcvz9/Tl8+DC1tbVcvHiRM2fOoNFo0Gg0eHt7s2nTJrZv346XlxeXL19ul/2EhIRw/Phx8vPzGTFihM2yYHv8MzMziY+P55tvviE+Pt6mnPT0dFQqFT4+PsydOxcvLy9KS0tZvXo1aWlp5OTkUFRUxBdffAFAYmIiubm5ZGVlsX79ejQaDQBLlixh6tSp5ObmkpqaSu/evQHDjUFMTAw5OTmkpKSYblDairXxsaaPtXGwNm4dpeftiK19kJcCC4HXLJwTQFSnaCSRSCR3OEPee9f0XXF2NksP/ts6yhI3UrljB0Kvv8FJ7tqnj1n5rnZmO+3Rs2dPTp48yZkzZ1i4cCGPPPIIWq2W1NRUTpw4Qe/evVGr1URHRxMVFcXevXt5/fXX2b17NwkJCfTo0cNuG5cvX7Y7K2sLa/r4+fkBsGHDBrOZr+TkZEaMGGFan3mz8i3Rt29fqqqqTJ+VlZV22xk4cCCXL192SCcwzD4uW7aM3bt32y1bXFyMl5cX2dnZzJgxg2+//RY3NzeH2wI4fvw4EyZMMM3OhoWFceLECSZNmmSx/OjRo5k/fz7h4eEMGjSIyMhIunXrRmNjI2C4oQLYsWMHiqK02368vLw6ZM1uSEiIac270VG1xoQJE9i7dy/V1dU8+OCDzJw5k4KCAs6fP094eDgA169f5/z580RFRfHWW2+xa9cuhBCUlJRQUlKCl5cXaWlpJCUlAdCrVy969eoFgIuLi0nO3XffjUajwcenfa93WRofa/q0dRw6Us/bDaszyEKIhc2fkRaOH8U5VhQlRlGUzRUVFdTW1lJdXU1VVRV1dXVUVFSg0+koLS1FCGH60THe3Vy+fBkhBKWlpeh0OioqKqirq6Oqqorq6mpqa2u5du0aDQ0NlJeXo9frTXdYRhnGzytXrtDY2MjVq1fRarVUVlZSU1NDTU0NlZWVaLVarl69SmNjI1euXLEoQ6PRoNfrKS8vp6GhgWvXrsk+yT7JPt2BfbpZug4YgPeqP3HPgc/oPXMmiqsrODvftFx7jBo1CmdnZ3Jzc/H09GTUqFH4+vrSq1cvQkJCyMvLY+fOnfz9739n6dKl5OTkEBER4dAMspubG1qttt26WdMHoKqqiv379zNz5kxT+cOHD/Pxxx8zcuRINmzYwF/+8heTk9JW+dZQFMXsaGqyv/upVqt12GnVarXMnDmTtWvXMmzYMLvljc5PaGgo3t7eFBYWOtROS4zLHtqC0Rb+85//oNFo8PX1xcfHx+xGQKPR4OXl1W77eeWVV/jDH/5glqcoium70SG3h4eHh2OdakHPnj2JiooiIyMDgClTppCTk0NOTg7nzp3j8ccfJy0tjZSUFDIzM8nJyWHkyJHo9Xqbcp1b/E0rimK3vC1aj489fdoyDh2p5+2G3Uh6rVEUZTLwnBBicifoY4YQIhlIVqvVT3Tv3t3snPFHZuDAgQB4e3sDmO5sjGnj+b59+5rVAzDKNK6DM/7AGGUYPz09PQHo168fAN26dbtBV2OesWxrGUbZxrZcXFxukCH7JPsk+3Rn9KkjMDrKA/7vt5QlbqTu+PEOk23k0qVLdOvWjX79+qHRaDh9+jSDBg1i+PDhXLx4kYqKCtzd3Tl58iR+fn7ce++9zJgxgyNHjuDn58ebb77Jk08+ycSJE2224+/vz7lz5xg6dKhDeq1cuRKAP//5z4DB6bOkD8DWrVuZM2eO2T/yl156iZdeegkwrBd2d3dnzpw57ZLfkeTn5+Pv72+3nBCCefPmMXv2bKKjo28431r/iooK3NzccHNzo6CggJKSEnx9fe2206tXLyoqKkz2HRwczIoVK6ipqUGn05GdnW13ucnVq1fp168fBw8epKKigpCQEHQ6HadOnaK0tJT6+nqKi4sZM2YMQUFB7bIfS7OcHh4epn7bu5m5GfR6vcmZDwsL46mnnqK4uJjBgwdTWFiIq6srVVVV9O/fn+7du3Pq1Clyc3NN9SMjI9m6dStPPvkkNTU11NbWOrTGPS0tzaGbB7hxfGzpI3EcW5H0ooBNGNYf7wJeAd4FFKDj9zyRSCQSyQ0YHeXO4OLFiyxcuBAwbBP16quvmm4c1q1bR1RUFDqdjtmzZzNy5EhTvcDAQFasWEFoaKjJEbXF9OnTSU1NNXtUv3jxYnbs2EF5eTmDBw8mMTHR9JJR62UIHh4eFvURQrBlyxYOHDjQpn47Kr+tFBQUEBcXZ3oakZGRwSuvvMLPfvYzAFJTU5k2bZpdOZmZmezYsYOzZ8+yefNmAD755BPTDVlr/fPy8liwYAGurq44OTnx5ptv0npSyRJLliwhLi6Ovn378tFHHzF06FCWLFnCuHHjAFi1apXpBtIaCxYs4Ny5czg7O7Nt2zYURcHFxYU1a9Ywfvx4ABISEujS5YcH1m21H0usWLGC6Oho1Go1d911F2B//NuCcQ1yY2MjkZGRTJs2DUVR2LhxIzExMTQ2NtKjRw+SkpKIjo5m8+bNBAUFMXLkSIKDf3hNa/369SxcuJCNGzfi7OxMUlKSXQe5qKjINHbtwZY+lujIcbuTUKw9UlEU5Tjwe+AQMBWDc/xHIcTffjz1DKjVamF8Q1UikUh+yiiKclQIoW6Zd/ToUXEzL6nd7tTV1REZGUlGRgZdu7b5waVV9u3bx3vvvcf777/fYTI7kwkTJrB7927T0wqJxBIqlYrPP/+8Q59ISaxz9OhRXnjhhX8Cz+zZs6famG/rl0oIIdKav+9SFKXsVjjHEolEIrm9cXNzY/Xq1RQXFzu8zMIRpk6dytSpUztMXmdSVlbGsmXLpHMssUtOTs6tVkGCbQe5t6IoD7dIKy3TQogdnaeWRCKRSO4kJk/u9NdWftIMGDCAuLi4W62GRCJxEFsO8kEgxkpaANJBlkgkEolEIpHccVh1kIUQC35MRSQSiUQikUgkkp8CdkNNSyQSiUQikUgk/01IB1kikUgkEolEImmBdJAlEonkJ0b+YQ3v/H+Z/H3RF7zz/2WSf1jTKe1cunSJiIgI/P39CQ4O5rPPPjOde/755wkMDCQ4OJhdu3YBhghdarWa5cuXt7mtWbNmce7cOVN6+/btDB8+nBEjRpCcnGy3vpOTEyqVCpVKxdNPP33Deb1eT0BAAOXl5QAsX74cT09PU0hde/z1r38lMDAQf39/XnjhBQd7ZZk9e/awZs0as7yysjKmTJnisIy26t/W8mDY67q2ttbh8pawZCdg+fq21X7efvttBgwYgEqlYvr06Vy4cOGmdO0IjHYYEBDAL37xC+rq6uzWsWQPtrjZ6/L222/j4uJi+luYPn26KejIn//8ZwICAggICODnP/85YAhw1NDQYKqv1+vlbitgiNhj7wACgVnAXOPhSL2OOkJCQoREIpHcDgBHRKvfsCNHjjhc/2zWZbFpSarY8OTnpmPTklRxNutyh+uq0WhETk6OEEKIgoIC4ePjI4QQIjs7W6jVaqHT6URZWZkYPHiwqKqqErNmzRJ1dXXi2WefFXl5eQ63880334jY2FhTur6+XgwdOlRoNBpRWFgo/Pz8RFNTk00ZPXr0sHk+OTlZzJs3z5TOzMwU2dnZIiAgwK5+RUVFYtiwYaKhoUHU19eLu+++W5w/f95uvbYyf/58cfDgQYfKtkX/9pQXQoghQ4aIsrIyh8u3xpqdWLu+bbWfrVu3isWLFwshhPj888/FvffeKxobG9utb0dgtEO9Xi8effRR8frrr3d4Gzd7XbZu3So8PDzE+vXrhRBCTJs2TaSmpoqvv/5a3H///aK+vl4IIcSxY8eEEEKEhISICxcumOpfunRJqFSq9nfgNuPIkSMiJibmrZiYmJ6ixe+23RlkRVFWAW80H5HAX4BYB+p1UxTla0VRchVFOaUoygvN+XcrinJYUZRvFUX5UFGUG2PESiQSyR3MzteOceYrQzS0piY9O187xtnmWeJDu76jsUFvVr6xQU/6v78FoO56AztfO8aFE4bZoZrK+nbr4enpSVBQEABDhgxBp9NRX1/Pd999h0qlomvXrvTv359BgwaRnZ1tnDBpOXlCTU2N3XaSkpKYMWOGKX348GECAgLw9PTE19eXu+66ixMnTrS7HwBvvPEGS5YsMaXDw8NNIZQdobGxkfr6eurr63FxccHDw8Nq2fj4eB544AHuueceFi9ezIgRIygrKwNg7ty5+Pr68tRTT91QLy4ujm3btjmkT1v1b0v5AwcOoFKpKCkpITIy0vQdDJHfAgMDCQwMZOvWrTblWLMTa9e3vfYDEBUVRb9+/cjOzgYgNjaWoKAgQkJC2LBhAwD33HMPjY2Npjp6vZ7hw4cDkJycTFhYGCqViqVLl5rK/O1vf2PUqFGMGTOGFStWOKQLgKIoPPDAA6anItbGzZo9uLu7s3LlSgICAnjiiScA29elrcTExPDvf//bLK+wsJABAwbg4mJwu8aOHQvAsGHDKC4u5vHHH+eJJ56guLi4U0Kt3244ssRiJvAgoBGGnS2CAFcH6tUDUUKIIEAFRCuKch/wKpAghBgOfA/8pl2aSyQSyR3I9e8tO7za67pObTclJYWxY8fi6uqKv78/hw8fpra2losXL3LmzBk0Gg2LFi0iIiICvV6PEIKFCxeaHt3aIjMzk5aRBDUaDd7e3mzatInt27fj5eV1Q/jk1mi1WoKDgxk/fjxffvml2bm8vDyuX79Oe6MVDh48mN/97nf4+voyePBghwJ6xMbGMm3aNPz8/IiOjubQoUMAvPvuu7z44osW66jVar766qt26diRTJo0iZycHHx8fEhNTTV9LygoYP369WRlZZGens6qVasoLS21KseanVi7vu21HyNDhgwxLbNITEwkNzeXrKws1q9fj0ajYcyYMZw6dYqSkhIuXbpEfn4+o0aNorS0lNWrV5OWlkZOTg5FRUV88cUXgCGc9tdff82JEydYtmyZw7rodDo++eQTRo8ebXPcrNlDTU0NMTEx5OTkkJKSQklJidXr0h48PDzw8fHhzJkzprxJkyZx+vRpU4hv49/csGHDuHTpEkVFRWg0GoqLixk2bFi72r2TcCTmZ50QQq8oSqOiKL2AUsDurYUw3B5eb046Nx8CiAJmN+e/A8QDG9uot0Qikdy2zFgWbPru5NTFLO3e15XrFTc6ye59DfMSbu4uZuV7eDgyX2EbjUbDsmXL2L17NwCjR49m/vz5hIeHM2jQICIjI+nWrRtRUVHs3buX119/nd27d5OQkECPHj3syr98+TIDBgwwpY2zh4sWLQJgx44dKIpiU0ZxcTFeXl5kZ2czY8YMvv32W9zc3ADYsGGDxRlbR7l27Rr79u3jwoUL6HQ6xo8fz/Tp0/H29rZap2/fvlRVVZk+Kysr7bYzcOBAuzcCt5Ljx48zYcIE3N3dAQgLC+PEiRNMmjTJYnlrdmKcxW19fdtrP0YURTHZyVtvvcWuXbsQQlBSUkJJSQlhYWEcO3bMNFsdFhYUXEaEAAAgAElEQVRGWFgYWVlZnD9/nvDwcACuX7/O+fPniYqKIjQ0lF//+tdMmzbN7CmHNerq6lCpVABMnDiR3/zmN+zdu7dN4wbg4uJi0ufuu+9Go9G02xm2xty5c3nnnXdM6d69e3Py5Ek+/fRTduzYQUhICKdPn2bYsGEUFhbSrVs3XFxcKCgokDPIOOYgH1EUpTewBTiKwen92hHhiqI4Nde5B/g78B1wTQhhfAZSDAyyUnchsBDA29tbhl6USCT/Fdz/0DBSk/LMlll0denC/Q91zoyOVqtl5syZrF271mzWaOnSpaZH0ffddx++vr7s3LmTY8eOsXTpUp555hkiIiJISEhg4sSJNttwc3NDq9Wa0j4+PmaOokajwcvLy6YM4/nQ0FC8vb0pLCxk5MiRVFVVsX//fhISEtradRMHDhzA19fXtKxi7NixHD9+3KaDbHTWjEdTU5PddrRarcmp/ylivHFpC5bsRKvVWry+7bUfI4WFhQwdOpS0tDRSUlLIzMyke/fuqNVq9Ho948aN4+OPP6a2thZFUTh69ChTpkxBq9UyZcoUkpKSbpD56aefkpGRwQcffMAbb7zB0aNHberg5uZ2gz/SnnFzdnY2fVcUBb1eb6N0+5gyZQqrVq0yuznt1q0bcXFxxMXFERMTQ1ZWFsOGDePDDz9ErVbj4uLCZ599ZrYM5b8Vuw6yEOL/mr9uUhTlU6CXEMKhxWJCiCZA1exg7wRGWSpmpe5mYDOAWq0Wxjs2iUQiuZMZMc7gCB7a/R3XK+px7+vK/Q8NM+V3JEII5s2bx+zZs4mOjjY7d/XqVfr168fBgwepqKggJCSEkJAQZsyYwZEjR/Dz8+PNN9/kySeftOvg+Pv7c+7cOYYOHQoYZthOnTpFaWkp9fX1FBcXM2bMGFP5lStXAoY37gEqKipwc3PDzc2NgoICSkpK8PX1BWDr1q3MmTPHzOGwR2v5xpnp+vp69Ho9x44dY9WqVQ7Lc5T8/Hz8/f1vWk5r/dtLr169qKioMK1dDg4OZsWKFdTU1KDT6cjOziYxMdGmDEt2otPpLF7foKCgdtkPwBdffEFZWRmhoaH85z//oX///nTv3p1Tp06Rm5sLGG6ennrqKWJjY3FxceHf//43f/jDH9DpdDz11FMUFxczePBgCgsLcXV1xdPTk4sXL/LAAw8wevRo03rlttKecbNF6+tiJD4+nrS0NIeXpTg5OTFhwgT++c9/AnDhwgUaGxsZPnw4dXV1FBQUMGjQIHr37s3BgwdZtGgRzs7OrFmzxrSu+78Zuw6yYnieMQfwE0K8qCiKr6IoYUIIh2aRAYQQ1xRFSQPuA3oritK1eRZ5MNC+FegSiURyhzJinFenOMStyczMZMeOHZw9e5bNmzcD8Mknn+Dj48OCBQs4d+4czs7ObNu2zWwJRGBgICtWrDCtZbTH9OnTSU1NNT1ydnFxYc2aNYwfPx6AhIQEunT54ZWY1ssQ8vLyWLBgAa6urjg5OfHmm2/SvXt3hBBs2bKFAwcO3NDm4sWL2bFjB+Xl5QwePJjExERiY2Mtyo+IiGDKlCkEBQXRpUsXHn/8cUaNsjSfY5uCggLi4uKoqKigrq6OjIwMXnnlFX72s58BkJqayrRp0xyS1Rb97ZW3xpIlS4iLi6Nv37589NFHDB06lCVLljBu3DjAsD534MCBNmVYshN717ct9vPhhx+SkZGBj48Pn3zyCU5OTkRHR7N582aCgoIYOXIkwcGGJUfu7u506dKFqKgoXF1d+de//kWfPn0A2LhxIzExMTQ2NtKjRw+SkpIQQvDYY49RVVVFU1MTr732mk1drGFt3OzZgzVaXxfj05OioiLTmDrKvHnzTE9X6urqmD9/PjU1NQghmDt3LqNHjzbs2NClC2q1mq5du9LY2MiQIUPaMRJ3Foq9RwOKomwE9BheuBulKEofYL8QItROvQGArtk5dgP2Y3hBbx7wsRDiA0VRNgEnhBA2b7XUarU4cuSIQx3KP6z5UWZebiddpB5SD6nHj6eHoihHhRDqlnlHjx4V7X2B7E6grq6OyMhIMjIy6NrVkZV9jrFv3z7ee+893n///Q6T2ZlMmDCB3bt3yz1mJe1CpVLx+eef069fv1utyh3F0aNHeeGFF/4JPLNnz55qY74jv1TjhBDBiqIcBxBCfO/g1mzewDvN65C7ANuFEHsVRTkNfKAoykvAceCtNvfGCvmHNWZr965X1JOalAfwo/+j/anoIvWQekg9bj897jTc3NxYvXo1xcXFpmUWHcHUqVOZOnVqh8nrTMrKyhzaHUMisYZ8F+vHxZEZ5MNAOJDd7CgPwDCDPPbHUBAcn0F+ffajiKYb91RUnHpwd8gK/CN8uHecF7qGJva+kUvgA4MYrvakvq6RTxJPMCZqMMPGDqTuegOf/uMbVJN9uXtMf2oq69n/5imCo4cwJKAf1RVaDmw9jfpnQ7lrVF8qy+r44t0zhMXczaARffheU8M/n1kA4sZIOIpTDx579U0ytn9LxKzhDLirJ1cKqvjq43P8zy9G0G+QO5e/qyRr13dMnHMvfbx6cCn/e75OvkDU3FF4DHCj6EwFRz4pYNICf3r27Ubhqasc+7SQ/308gB4erlw4UU7OZxeJfjKQjQsfszgmKN15+t1/4ezixNnDGk5nlBD7jAonpy6c+eoyeYcum96UP5V+iXNHS3noGcMlP5lWTMHJcmKWGNaF535eRPHZ75n2f4Y1hMf3X0RzoZKpT44G4OinBaS98xzoLY/H+F/8mevfa3lwnmFt3qGd36Gt0RH5q5EAZH70LY06PQ/88l4A0rfnAzBh1ggADv7rLF2duzB+pmH9WOq2PLr1cOb+GYYXjj5/5zTufboxLtbPuo106c7Sf20HYN8/TuJ1twdj/9ewxvE/iScYfG8fgh68C4DkN3IYOro/oycOBmD3uuPcEzKQgAmG9013vnaMkfd7Myrcm6YmPXvW5dxgexeOvIrQW9KjB3erV9yU7aUlneW+uGF4D/Pg6qXrfPlBPuGP3IPn0F6UFVWb2d7rv3zUqh5L//XhTdmem7sL3x0v5cQXxfzs/8bg6taVb49c4ZuDl5i+JMjM9i4cfdXqdRk2buVN2V558XWmPG6ILpb9nwtcu1LL5F8HAHB4z3kz23v9l7MQVux06fsf3pBvCTmDLJFIJLcP1maQHdkHeT2GF+wGKoryMpABvNI5at4cFh1BG/mdigXnGH58Xay2Z0W/TsOC0wE/nfGw5BR1qh4WnFJb+Xe8Hj+Z6/LTsFOJRCKR3FrsOshCiCTgOeDPwGUgTgjxb9u1fno0XN9OU0PzhtlC15w+25yup+H6dvQNhog4Ql9nSOu+az5f25wuaD5f3Zy+2JyuNKQbi5vT39vURTSV0XB9O6LJEHlJNGqa04bIWPrGEkO6WY6+sbg5bdhnU6+72Jyubk4X0HB9u8np1eu+az5vJ0a8MAQeaGo401xf35w+ZUg309Rwkobqj35I1+fScH1ni/QxGq7vMqUb64+gu578Q1qbbVONRu1X6Gr2/5CuS0dX+5kprav7El3tFz+cr02jsTbth/O1X6Cr+7JF+jMa69J/SNfsp1Hr+Ob8uuvJNNb/8MSi4foumuqPtUjvpKk+94d09Uc0NZxscX47TQ2nDAmht2h7trhZ2zOkDe++iqZygy00aprT5rZnj5u1PX3Duebzhn19mxrONqdb2Z6t8bhJ29Nd/0+LdBa6mn0t0ua2J5FIJBIJ2FmDrChKFwwv0QUCeT+OShKJRCKRSCQSya3DkTXIScBKIcTFH0elG3F0DfJrj063em7Zh3s7UiW7/FR0kXpIPaQeP64ecg2yRCKR3D7czBpkb+CUoiifK4qyx3h0mqYSiUTyX8zGhb/itUen33BsXPirDm/r0qVLRERE4O/vT3BwMJ999sPSpueff57AwECCg4PZtcuwjCUtLQ21Ws3y5cvb3NasWbM4d+6cWV51dTU+Pj6sXbu23Xoa0ev1BAQEUF5uWKq2fPlyPD09CQwMNCvn5OSESqVCpVLx9NNPt7kfjrBnzx7WrFljlldWVsaUKVMclmFp/G2xfft2hg8fzogRI0hOTrZbHmDdunXU1t7cOn9relrSp632M3/+fNN+vE1NTfTv399uSPGhQ4eabMAeZ8+eRaVS4e7ujqNbyXYmb7/9tln/pk+fbhYUpLVdWdO/I/uVn5/PhAkT8Pf3Z+zYsVy8aH2u9Kc2njeLI9u8vdDpWnQQ3T16U1t5zWL+f6suUg+ph9Tj9tLDUvu28m+Grl278ve//52goCAKCwsJDw/n0qVLHDlyhP3795OTk8O1a9cYO3YsDz74IBs3biQjI4M//elPnD17lnvvvdehdk6dOkV9fT333HOPWf5LL72EIzPr1vRsySeffEJoaKgp+tjDDz/ML37xC+bPn29WzlKo4I4mNjb2hiAdAwYMwMfHhy+//JL/+Z//sVnf2vj37NnTYvmGhgZWrFhBVlYW9fX1REZGMm3aNLPgHJZYt24dv/rVr+jevXvbOmhHT1dXV4v6tMd+3N3dyc3NpbKy0m448rZy7733kpOT43Co61tNa7uypn9H9uuxxx7jtddeIyIigpKSElxdXa2Wvd3G0x6OhJo+2DKtKMp4YDZw0HKNW8dvN2+71SqY+KnoIvUwR+phjtTDnB9Ljw9f+H8EPDCJwImTaGps5KOX/8DoqCn4T4i0W7e2qpLkhD+jnj6DYSHjqLn2PT1692mXHp6ennh6egIwZMgQdDod9fX1fPfdd6hUKrp27Ur//v0ZNGgQ2dnZGJfkCSFM32tqaujRo4fNdpKSkpgxY4ZZXn5+PmVlZQ45yNb0bPnP+o033uCVV37YYCk8PJyCggL7g9AO4uPjSU1N5dKlS0yZMoXPPvuMzMxMBgwYwNy5c0lLSyM2NvaGcL1xcXFs27bNroNsbfyjoqIslj98+DABAQGmMbrrrrs4ceIEKpXKYvkDBw6wfPlySkpKiIyMxMnJyRRBcf369aaoisuWLWPBggVt1tPZ2dmiPu2xn9jYWPbs2UNlZSWxsbFUVVUB2NXzu+++4+c//zkffvghw4cPJzk5mdWrV9PQ0EBUVBSvv/661TbB4Jhfv34dgIkTJ7J27Vr27t1r9bq7u7uzZMkS9uzZQ3h4OFu2bAFoc7vWsGVXnUVubi6urq5EREQA4OPjYzoXGxtLYWEhXbt2ZcGCBXZn9i2VT0pK4tChQ6b+/O53vyMkJIS5c+daHbe0tDRefvllPDw8yMvLY9KkSaxbt86qPn/729/YtGkTzs7OTJ06lVdffdXh/juyxAJFUVSKovxFUZQC4CXgjMMtSCQSieQnT0pKCmPHjsXV1RV/f38OHz5MbW0tFy9e5MyZM2g0GhYtWkRERAR6vR4hBAsXLjR7BGyNzMzMGxzhFStWsGrVqpvS00heXh7Xr193yNnWarUEBwczfvx4vvzyS7vlrREbG8u0adPw8/MjOjqaQ4cOAfDuu+/y4osvWqyjVqv56iv7O+pYG39raDQavL292bRpE9u3b8fLy8tiOGojkyZNIicnBx8fH1JTU03fCwoKWL9+PVlZWaSnp7Nq1SpKS0vbrKc1fdpjPyEhIRw/fpz8/HxGjDDsfW9Pz+LiYmbNmsU777zD8OHDKS0tZfXq1aSlpZGTk0NRURFffPGFtSZtYu2619TUEBMTQ05ODikpKZSUlLSr3Q8//NC0BCg9/YfdmGzZVWdx/vx5hg0bZvFcYmIiubm5ZGVlsX79epv2aa18TEwM+/btM90s7du3j5iYGLvjlpmZSXx8PN988w3x8fE29Vm1ahVff/01J06cYNmyZW3qv1UHWVGUEYqi/ElRlDPABqAIw0t9kUKIH+X2RVGUGEVRNldUVFBbW0t1dTVVVVXU1dVRUVGBTqejtLQUIYTpx6CkxLC91eXLlxFCUFpaik6nM8VCr6qqorq6mtraWq5du0ZDQwPl5eXo9XrTgBplGD+vXLlCY2MjV69eRavVUllZSU1NDTU1NVRWVqLVarl69SqNjY1cuXLFogyNRoNer6e8vJyGhgauXbsm+yT7JPt0B/bJER5dtYbAiZMAcOralUdXrXFo9higey8PHl21hmEh4wDaPXvcEo1Gw7Jly0hMTARg9OjRzJ8/n/DwcH77298SGRlJt27diIqKYu/evTg5ObF7924SEhKYNm2aXfmXL19mwIABpnRycjIjRowwrS9tr55GNmzYYHcGy0hxcTHHjh1j3bp1zJ49m7o6O9thWqFv37707t2bvn370qdPHyorK+3WGThwoE3H1Yi18beG0cFYtGgRs2bNAkBRFAd78gPHjx9nwoQJuLu706dPH8LCwjhx4kSb9bSmT3vtx8vLi5EjRzqs50MPPcS4ceMYPdoQMCgrK4vz588THh6OSqXi+PHjnD9/vs3jA9avu4uLC+Hh4Tg7O3P33Xej0Wja1e6jjz5KTk4OOTk5TJgwoV06dhRCCKt29NZbbzF27FhCQ0MpKSkx/RZaw1L5Xr16MWrUKLKzszl+/Dh+fn706dPH7riFhISY3i3o3bu3TX1CQ0P59a9/zdtvv21zeYglbC2xyAPSgRghxDkARVF+3ybpN4kQIhlIVqvVT7ReI+Xm5gYYfnAAvL29gR8eARjTxvPG8J7GeoBp3ZVxzZpxfZNRhvHT+JjIGP/c0g+VMc9YtrUMo2xjWy4uN0brln2SfZJ9ujP6dDuh1WqZOXMma9euNZstWrp0KUuXLgXgvvvuw9fXl507d3Ls2DGWLl3KM888Q0REBAkJCXbXHLq5uaHVak3pw4cP8/HHH7N7927Ky8vp0qUL3t7ezJkzp816VlVVsX//fhISEhzqr/EahoaG4u3tTWFhoZnz5SiKopgdTU1NdutotVoz+7KFpfG3ho+Pj5njrdFo2rVe196uVo7qqdVqLerTXvt55ZVX6NKlCzt27HBIz82bN/Pss8/y9ddfExYWBsCUKVNISkqyWN6SE9gyr7Gx0Szf0nV3dnY2K6PX6+2221FYc2Lbc5PUEj8/vxterAXDMoeUlBQyMzPp3r07arXa1F9L7doq/8gjj7Bz505cXFx4+OGHTXVsjZuHh4fD8j/99FMyMjL44IMPeOONNzh69KjD/be1xOIRQAOkKoqyRVGUB4GbG22JRCKR2MTaC4Gd8aKgEIJ58+Yxe/ZsoqOjzc4ZZ8MPHjxIRUUFISEhxMXFsXr1aoqLi/Hz8yM9Pd201tIW/v7+Zv9oX3rpJc6dO0deXh5PPfUUzz33nJlzvHLlSlauXOmQnlu3bmXOnDlmDoo1jE8JwPCYvqSkxKbj2dHk5+fj7+/vUFlL42+k9fiEhYVx6tQpSktLKSoqori4mDFjxthto1evXlRUVJjSwcHBZGRkUFNTw7Vr18jOzrYrx5Ke1vRpr/307t2bXr16OaxnSEgI//jHP/j1r39NfX099913H+np6RQXGwIqFRYWmi0J6Nevn+mcEQ8PD5O95OW1LwyEvXY7Ckv628qPj4936EU6lUpFTU0NGRkZgOFJ0NWrV6mqqqJ///50796dU6dOkZuba1avdbu2yj/00EPs3buXPXv2EBcXB7R93KzJF0Jw8eJFHnjgAV5++eU2v5NgdQZZCLET2KkoSg8gDvg94KkoykZgpxBChp+SSCSSDubHfGExMzOTHTt2cPbsWdMLT8aXtRYsWMC5c+dwdnZm27ZtZrNCgYGBrFixgtDQUF566SW77UyfPp3U1FQmTZrkkF6tlyFY09Pb25stW7Zw4MCBG2QsXryYHTt2UF5ezuDBg0lMTKR///4sWLAAV1dXnJycePPNN9u9g4MlCgoKiIuLMzlWGRkZvPLKK/zsZz8DIDU11aElBYDN8W89Pi4uLqxZs4bx48cDkJCQYHcHC4AlS5YQFxdH3759+eijjxg6dChLlixh3DjD8p1Vq1aZnrC0RU97+rTVflrjiJ73338/kydP5o9//CN/+ctf2LhxIzExMTQ2NtKjRw+z2cmlS5eyYMEC4uPjTfa/YsUKoqOjUavV3HXXXW3WEQxPp2y16yj27MqS/rbyi4qKTNfGHu+99x5PPPEEFRUVODs7s3fvXqKjo9m8eTNBQUGMHDmS4OBgszqt27VVvm/fvnh7e9PQ0GC6hm0dN2vyhRA89thjVFVV0dTUxGuvvebgiBuwGyjErLCi9AV+DjwqhLD8Om0n4GigEIlEIrnVyEAhN1JXV0dkZCQZGRl07erI7qKOsW/fPt577z3ef//9DpPZmUyYMIHdu3eblvNIJLcClUrF559/flsuCesMbiZQiAkhRIUQ4h8/pnMskUgkktsbNzc306P1jmTq1Km3jXNcVlbGsmXLpHMsueXk5ORI59gBOu5WXiKRSCQSK0yePPlWq3BLGTBggGmNpUQi+elja5u3tu2HIZFIJBKJRCKR3AHYWmJxCEBRlPd+JF0kEolEIpFIJJJbjq0lFi6KoswDwhVFebj1SSHEjs5TSyKRSCQSiUQiuTXYcpAXAXOA3kBMq3MCkA6yRCKRdBK6KzVcfT+PfrNH4uzZ41arI5FIJP9VWF1iIYTIEEL8FnhOCLGg1fHrH1FHiUQi+a9C39BE+dZTNJbWUr71FPoG+1Ha2sOlS5eIiIjA39+f4OBgPvvsM8AQ/EGtVhMUFIRKpWLXrl2AIWKVWq1m+fLlbW5r1qxZZsFCnJycUKlUqFQqnn76aZt1renTEr1eT0BAAOXl5W3uV0ezZ88e1qxZY5ZXVlbGlClTHJaxfft2hg8fzogRI0hOTnaoTnV1NT4+Pqxdu9ah8uvWraO2ttZhnVpjbZzB8vVtj/1kZWURHByMv78/kZGRDoX0vlW0vu5nz55FpVLh7u5Oy61qreV3JH/+858JCAggICCAn//8553Sxh2PEMLmAbgATwMfNR9LAGd79TryCAkJERKJRHI7ABwRrX7Djhw50iYZ5UmnRdHz6aJoxZei6Pl0UZ50uhM0FUKj0YicnBwhhBAFBQXCx8dHCCFEQ0ODqK6uFkIIUVZWJry8vERTU5OYNWuWqKurE88++6zIy8tzuJ1vvvlGxMbGmuX16NHD4frW9GlJcnKymDdvXrv69WMxf/58cfDgQbvl6uvrxdChQ4VGoxGFhYXCz8/PIT2fe+45MX36dPHXv/7VIX2GDBkiysrKHCprCWvjLITl69tW+6mvrxfDhg0Tubm5Qgghjh49KsrLy9ut763igQceENnZ2Q7n3yxff/21uP/++0V9fb0QQohjx451eBt3EkeOHBExMTFvxcTE9BQtfrcd2Qc5EQhp/kwEgoGNneGsSyQSyX8Dpf84Qc2RKwCIJr0hfbwUgOpDJdSdLIfG5iBOjYK6k+V8v+tbAJpqdJT+4wR1pw0hfpuqG9qth6enJ0FBQQAMGTIEnU5HfX09zs7OuLu7A1BZWUl9fT2NjY3GSZOWEyjU1NTYbScpKYkZM2a0W09r+rTkjTfeYMmSJe3qV1uJj4/ngQce4J577mHx4sWMGDGCsrIyAObOnYuvry9PPfXUDfXi4uLYts1+pMTDhw8TEBCAp6cnvr6+3HXXXZw4ccJmnfz8fMrKynAkIM2BAwdQqVSUlJQQGRlp+g6wfv16AgMDCQwMZOvWrTblWBtna7TVfvbt28eYMWNMYaSDg4NN+/caryPAxIkTTTOxycnJhIWFoVKpWLp0qalMWloakydPZubMmQQGBvLMM8+Y5KxcuZKAgACeeOIJU3lLcpKSksyu6+9+9zveffddwPZ1bwvW9G8LhYWFDBgwABcXFwDGjh1rOmft+lobB0vlbdl/bGwsQUFBhISEsGHDhnbp/1PBEQc5VAgxTwjxRfOxAAjtbMUkEonkv5HqAxcNb3m0REBtTlmntpuSksLYsWNxdTXs8FldXc3o0aMZM2YMiYmJuLi4sGjRIiIiItDr9QghWLhwIWlpaXZlZ2Zm3uC4abVagoODGT9+PF9++aVdGZb0MZKXl8f169ctOoeO9Ks9xMbGMm3aNPz8/IiOjubQoUMAvPvuu7z44osW66jVar766iu7sjUaDd7e3mzatInt27fj5eV1Q3jp1qxYsYJVq1Y5pPukSZPIycnBx8eH1NRU0/eCggLWr19PVlYW6enprFq1itLSUodkth5nS9e3rfZz/vx5hg0b5lD7AKWlpaxevZq0tDRycnIoKiriiy++MJ3PzMwkPj6eb775hvj4eMDgoMfExJCTk0NKSgolJSVW5cTExLBv3z6Tc79v3z5iYgyvaNm67h2lv6NMmjSJ06dPm0J5G23H1vW1NA62yluz/8TERHJzc8nKymL9+vVoNJqbGpNbiSMOcpOiKCYLVRTFD+icBXGtUBQlRlGUzRUVFdTW1lJdXU1VVRV1dXVUVFSg0+koLS1FCGEyAONd8OXLlxFCUFpaik6nM8Uwr6qqorq6mtraWq5du0ZDQwPl5eXo9XrThTTKMH5euXKFxsZGrl69ilarpbKykpqaGmpqaqisrESr1XL16lUaGxu5cuWKRRkajQa9Xk95eTkNDQ1cu3ZN9kn2SfbpDuyTIwx8cgw91J4AKE5dDOmxAwHoFT0Uxdn8p1lx7oLHdD8AnHo4M/DJMbj5G2bSnHq2z8FriUajYdmyZSQmJpryevbsycmTJzly5Ah///vf0el0REVFsXfvXpycnNi9ezcJCQlMmzbNrvzLly8zYMAAs7zi4mKOHTvGunXrmD17NnV1dTZlWNLHyIYNGyzO3Dnar/bQt29fevfuTd++fenTp49Da2MHDhxo19GFH2ZaFy1axKxZswBQFMVq+eTkZEaMGMGQIUMc1N4yx48fZ8KECbi7u9OnTx/CwsLszlyD5XG2dH3baj9CCFO/n3/+eYYNG8aHH35otXxWVhbnz58nPDwclUrF8ePHOX/+vOl8SEgIgYGBAPTu3dIqbM0AACAASURBVBsAFxcXwsPDcXZ25u6770aj0ViV06tXL0aNGkV2djbHjx/Hz8+PPn362B0fR7Gnv6P07t2bkydP8vzzz5Ofn09ISAjXrl2zeX0tjYOt8tbs/6233mLs2LGEhoZSUlJi+o28HXEkkt6zQKqiKOcBBRgCLOhUrZoRQiQDyWq1+onu3bubnXNzcwMMPzgA3t7eAPj4+JiljeeN4T2N9QCMMvv37w+Al5eXmQzjp6en4R+Z8dFOt27dbtDVmGcs21qGUbaxLUuzFrJPsk+yT3dGn24G91Av6r/93rCEolFAV4Vuo/rirva6admW0Gq1zJw5k7Vr11qcrRs1ahTOzs7k5uZSVFTEsWPHWLp0Kc888wwREREkJCQwceJEm224ubmh1WrN8oxjGRoaire3N4WFhYwcOdKuvi31UavVVFVVsX//fhISEtrdL7Vabbfd1iiKYnY0NdmfN9JqtWb2ZQ0fHx8zR1qj0ZjGyxKHDx/m448/Zvfu3ZSXl9OlSxe8vb2ZM2eOY51pxuiYtwVr42zp+p45c6ZN9uPn52eamXz55ZeprKw03Ui1vGFouUxmypQpJCUlWZTn4eFxQ56zs7Ppu6Io6PV6m3IeeeQRdu7ciYuLCw8/fMMOuBaxdnNjKd+W/m2hW7duxMXFERcXR0xMDFlZWTavr6VxsFXekv2npaWRkpJCZmYm3bt3R61Wm8bzdsTuDLIQ4nNgOIYX9Z4G7hVCpHa2YhKJRPLfSp+ZI3ByNzj9Tu4u9Jk5olPaEUIwb948Zs+eTXR0tCn/0qVLptlwjUbD6dOnGTRoEHFxcaxevZri4mL8/PxIT09ny5Ytdtvx9/c328HCOFsPhse+JSUl+Pr6ms6vXLmSlStX2tUHYOvWrcyZM8fsH3xb+/VjkZ+fj7+/v91yYWFhnDp1itLSUoqKiiguLjatw4Ubx+ell17i3Llz5OXl8dRTT/Hcc8855Bz36tWLiooKUzo4OJiMjAxqamq4du0a2dnZZu22xto4W7u+bbWfqVOncuzYMc6cOQNgdhPi4eFhaicvLw+A++67j/T0dIqLiwHDWtz2POK3Jeehhx5i79697Nmzx+HQ4f369TPJspVvT//4+Hi7N6MAFy5c4NtvDe8s1NXVUVBQwKBBg9p8fdtavqqqiv79+9O9e3dOnTpFbm6uXV1/yjgyg4wQoh6w/5xFIpFIJDdNFxcn+i8IMO2D3MXFqVPayczMZMeOHZw9e5bNmzcD8Mknn3Dx4kUW/v/snXlc1VX+/58fVhEERFBxwQU1NuWyWSFWmqZmMjRjNkOTy4z5rZ/Ros74dfp+R5rKFp10rLS05rZo32mzXEotDAwolVVURFy4KJuyyCJc7r3A+f1x5ZNXuQvgWp/n43Ef3M/5nOV1znlz77nnvD/nLFgAGAclr776qjzjDhASEsLSpUtlH0drPPDAAyQnJzNp0iTA6DM8b948nJ2dsbe359133+XSVcLL3RDM6RFCsHHjRpKSkq5KvbqLRqMhLi5OHrilpaWxYsUK7r//fgCSk5NtcklxcnLilVdeYdy4cQCsXr0aO7uf57NscdOwhYSEBOLi4vDy8uLzzz9n6NChJCQkcPvttwOwfPlyeYWlI8y1s0ajsdi/ttqPs7Mz77//Pn/4wx8QQuDt7S1vEbd06VKmTp1KZGQkgwcPBoyrQevXr2fGjBm0tLTg6urapdlYS/l4eXnh6+uLXq+X28Zavy9atIh58+aRmJjIN998I688dRRuSf+ZM2dkm7CEVqtl7ty5NDY2IoRg9uzZjB49GqBT/dtZe5g6dSobNmwgNDSUgIAAwsPDrWq9mZG6sqRyvYmMjBTXaq9ABQUFhauJJElZQgiTNfusrCxhy+4Cv1S0Wi0TJkwgLS0NBweb5mVsYufOnXz00Ud8/PHHVy3Pa8n48ePZunWr7M6joNAZVCoVe/bsuSquXAo/k5WVxfPPP/9v4Jlt27Y1tIdfvU8qBQUFBQWFDnBxcZGX1ocOHXrV8p02bRrTpk27avldSyorK1m8eLEyOFboMrm5uTdawq8Kqz7IkiTtsSVMQUFBQUHBHJMnT76qg+NbDR8fH5t9VhUUFG48ZgfIkiT1kCTJC/CWJKm3JEleF19DgQHXS2BXef/993n//fcBePTRRykpKaGwsFD2P1u3bh2ffvopADNnzqS6uprc3Fx58/B//vOf7NixA4D777+fpqYmfvzxR/72t78Bxoci9uwx/k6YMGECAHv27JH9qf72t7/x448/0tTUJPsh7dixg3/+858APPPMM+Tm5lJdXc3MmTMB49Gi7dvkLFiwgMLCQkpKSnj00UeVOil1Uup0nevUnSN4FRQUFBRubcz6IEuS9DTwDMbBcCnGLd4A6oGNQojrdkSK4oOsoKBwq6D4ICsoKCjcOnTaB1kI8S/gX5IkJQgh3rgeIhUUFBQUFBQUFBRuNLbsg/yGJEnRkiTFS5I0u/11PcQpKCgoKFxblixZQr9+/eQTxtpZuXIlISEhBAUF8fzzzwOQkpJCZGSkvNVWZ5g1a5bJXsjPPfccISEhhIeH89VXX1lNby1+W1sbwcHBVFVVAWBvb49KpUKlUvHUU0+ZxG1oaGDAgAGsWrWq0/WwhW3btvHKK6+YhFVWVjJlyhSb0ldXVxMZGUloaCgqlcqm9rFUX3OsWbOmW65EpaWlxMTEEBQURHh4ON99951FPZ21n/fff9/khMQHHnjApqPNL+fYsWOoVCrc3NywtBodEhKCRqOxmJebm1uny7+WvPzyywQHBxMcHMxDDz10o+X8orC6i4UkSR8B/kAuPx8xLYAPr6EuBQUFhV8ter2eH374gczMTKKiohg/fnyHpwVeDX7729/y+9//nrlz58phJSUlvPPOOxw9ehQhBAEBAcyePZv169eTlpbG3//+d44dO8Ztt91mUxlHjhxBp9MxYsQIADIzM/n222/Jzc2ltraWsLAw7r33Xnr16tVhelvif/PNN0RFRcmnHrq4uJh96v/FF1/kWrq8xMbGEhsbaxLm4+PDgAED+OGHH7jrrrsspnd3dyclJQU3NzeqqqoYPXo0sbGxJnshX46l+ppjzZo1/PGPf+Tyk2ptxcHBgbfeeovQ0FCKi4uJjo6mtLTUrJ6u2k93ue2228jNzbXpkI1biYyMDLZv305OTg5OTk7k5OTcaEm/KKzOIAORwDghxP8TQiRcfNn281RBQUFBoVNoNBpWr17Nvn37aG5u5qeffmL16tVWZ7a6SnR0tDyovJSWlhZ0Oh06nQ4nJyc8PDzko2eFEPL7xsZGq2Vs3ryZBx98UL4+efIkKpUKBwcHvL29GThwIBkZGWbT2xL/jTfeICEhwaqWwsJCKisruzVATkxM5O6772bEiBEsXLiQUaNGUVlZCcDs2bPx8/MzmflsJy4ujk2bNlnN39HRUZ6prKurQ6fTmRyn3F2SkpJQqVSUlZUxYcIE+T3A2rVrCQkJISQkBLVabTGffv36ERoaCsCQIUMwGAzodDqz8btqPx2xfft2xo4di0qlYtGiRXJ4bGwsoaGhRERE8Oab1h+Veu211wgMDOShhx4yOQ79X//6F4GBgYwZM4alS5ea1OGxxx4jJCSEp59+Wg6/dGb5nnvukWeqU1JSmDx5MjNnziQkJER+cHnlypUEBAQQGxuLv79/l/6/i4uL8fHxkX88h4WFyffM9aObmxvLli0jODiYxx57zGJ8S3be2Xa+FbFlgHwYMH8IvIKCgoJCp1Cr1fJsT2trK2q1Wj6WNTMzE61WKw+IWlpa0Gq1fP/994BxQKFWqzl27BhgdBe42gwaNIinn34aPz8/Bg0aJO/f+/jjjxMTE0NbWxtCCBYsWGDTknd6errJgDQoKIj9+/fT1NTE6dOnOXr0qMUjga3FLygo4MKFCyZlNDc3Ex4ezrhx4/jhhx/k8KVLl7J8+fJOtsiVxMbGMn36dIYPH87UqVP56aefAPjwww/5xz/+0WGayMhIfvzxR5vyb2hoYPTo0YwZM4Z169ZZXUEwV9+OmDRpErm5uQwYMIDk5GT5vUajYe3atezbt4/U1FSWL1/OuXPnbNK7e/duwsLCcHZ2NqunK/bzySefyK4aqampAJw7d44XXniBlJQUcnNzOXPmjPz/sW7dOg4ePMi+fftYu3atRbvSaDRs3LiR7OxsEhMTOXXqlHxv+fLlHDhwgLy8PBYvXiyHNzU1MXPmTPLy8sjKypI1WSI9PZ3ExEQOHz5MYmIip0+f5p133iErK4vXXnuNoqIiq3l0xKRJk8jPz5dPJGw/YdFSPzY2NjJjxgxyc3PZvXs3ZWVlFuObs/POtPOtii0DZG8gX5Kk3ZIkbWt/XWthAJIkzZAkaUNNTQ1NTU00NDRQX1+PVqulpqYGg8HAuXPnEELIhtH+K7i8vBwhBOfOncNgMMhHQNbX19PQ0EBTUxO1tbXo9Xqqqqpoa2uTO7g9j/a/Z8+epaWlherqapqbm6mrq6OxsZHGxkbq6upobm6murqalpYWzp4922EeFRUVtLW1UVVVhV6vp7a2VqmTUielTr/AOv0SqK2tZefOnRQVFXHy5ElWrVpFeXk5EydOZMeOHdjb27N161ZWr15t09HJ5eXl+Pj4yNejR49m7ty5REdH88QTTzBhwgR69OhhNr21+G+++eYVM7YlJSVkZ2ezZs0a4uPj0Wq1bN++nVGjRjFkyJAutIopXl5eeHp64uXlRe/evamrq7Oapm/fvjYfE92rVy8OHTpEZmYmb731FgaDwWL8jurbWXJychg/fjxubm707t2bsWPHkpeXZzVdRUUFixcvlrdVNKenK/bz8MMPk5ubS25uLuPHjwdg3759nDp1iujoaFQqFTk5OfLg9r333iMsLIyoqCjKysrk/9GOyM7OJiYmBhcXF4KDg03sIioqij/96U+8//778qAfjL7VkydPxs7OjsmTJ1v0aW4nIiJC9vH39PQkKyuL8ePH4+rqSkBAQJft0dPTk0OHDvHcc89RWFhIREQEtbW1FvvRycmJ6OhoHB0dGTZsGBUVFRbjm7PzzrTzrYotJ+klXmsR5hBCbAe2R0ZGPna5j5SLiwuAfC64r68vAAMGDMBwthHpP2W0xLvTt5/xfvvpRe3pANnvqn15sX///nIel/7t168fgHy8Y0cf5O1h7XHb0/rYe1CxOos+8QHY2dnJZXU0G2CpTpdet9/vTJ3adfjEB3S7Tu1/2/PuTJ287dxNdHSnTt3pJy/cTHR0p07d6SePVhfO/SuHPpfpuBq215k6OdS3Uf1mHn3iA5Ak6araXmfqZDjbSPW/j9AnPgAHB4eranudqZPhbCPVHx+lT3wAjp5Ona6TNebNmye/t7e3N7k252fq6ekJgKurq0l8c3673SEpKQk/Pz88PDwA49JtTk4O+/btIzs7m0WLFvHMM88QExPD6tWrrfp2uri4mCxfAyxatEheGr/jjjvw8/OzmIe5+PX19Xz77besXr3aJH57X0VFReHr60txcTH79+/niy++YOvWrVRVVWFnZ4evry+PPPKIbQ1zCZIkmbxaW1utpmlubjb5n7GFwMBAHB0dOXjwIJGRkWbjdVTfgICATpVlbttXSzQ3NzNz5kxWrVqFv7+/RT1Hjx7tkv10xJQpU9i8ebNJWEpKCrt37yY9PZ2ePXsSGRlJW1ubfF+SJJP47X3XzqX137VrF2lpafznP//hjTfeICsrq0Md7ekvzedyd5j2/6OOyukuPXr0IC4ujri4OGbMmMG+ffss5u/o6Ci/lyRJns03R0d2bq2dfynYsovFXkADOF58nwFkX2NdXaZN30qV+ggt55qoUh+hTW/9Q+uXrkXRoehQdNw6OsLDw3FxccHBwTh/4eDggIuLC+Hh4ddNQ//+/cnIyECn06HVasnOzmbYsGHExcXJR0YPHz6c1NRUNm7caDW/oKAgkx0sAHm2fe/evdTU1Ji4Ryxbtoxly5bZFF+tVvPII4+YfPG3rwaAcbm5rKwMPz8/XnzxRU6cOEFBQQFPPvkkf/3rX7s0OO4qhYWFBAUFWY1XWloq17eiooL8/HwGDhwo37+8fczV1xru7u7U1NTI1+Hh4aSlpdHY2EhtbS0ZGRmMGTPGbHohBHPmzCE+Pp6pU6da1dNV+7mcO+64g9TUVEpKSgCjL25FRQX19fV4e3vTs2dPjhw5IrsttdOnTx85TXt909PTaW5uJj8/n9OnT8v1On36NHfffTcvvfSSiX9wa2sre/bsoa2tjaSkJKKiogDjILi93gUFBRb1R0ZGkpaWRlNTEwUFBRQXF5vcT0xMtOlHQ1FREcePHwdAq9Wi0WgYOHBgp/uxs/GttfMvBVt2sXgMWAB4YdzNYiDwNnDvtZXWNc5/XkjrBT0IaL2g5/znhfSJD/xVa1F0KDoUHbeOjqFDh/Lss8+SmppKRkbGNd/FYuHChWzZsoWqqioGDRrEunXriI2NZcqUKYSGhmJnZ8f8+fMJDPy5DUJCQli6dKns+2iNBx54gOTkZCZNmiSHzZs3jxMnTuDo6MimTZtMZuA6ckPoKL4Qgo0bN5KUlGQSt6CggHnz5uHs7Iy9vT3vvvtul3dq6AwajYa4uDh5oJSWlsaKFSvk0x+Tk5Ntckk5ffq0fKJja2srr776qrziAVe2T1frm5CQQFxcHF5eXnz++ecMHTqUhIQEbr/9dsDoh9u+wtIR6enpbNmyhWPHjrFhwwbAuJuIRqOxqKez9nM5ffv2Zf369cyYMYOWlhZcXV3ZvHkzU6dOZcOGDYSGhhIQEHDFj8pFixYxb948EhMT+eabbxgyZAh//vOfCQsLIygoiGHDhgHGAfKjjz5KfX09ra2t8omdYFwp+89//sOzzz7Lvffey7hx4wCjb/vUqVOJjIxk8ODBFvX7+fmxYMECwsPDUalU+Pv7m7hxnDlzRs7XElqtlrlz59LY2IgQgtmzZzN69GiATvVjZ/vdWjv/UjB7kp4cQZJygbHAfiFE2MWwQ0KI0ddBH2D7SXoXMiqo23YSYbhkScXRDo8HhtOUW4nr2P64hvWVZ4jc7vClZ6gPbc0tVH2QT69xA3AJ8aa10UD1pqP0Gj8Ql6A+tDboqf64APd7BtHjNi9aanXUfHIM94mD6TGyNy3VWmo+P47HZD+ch3tiqGyi6v0jtNbpoeWSZQcHCc/fjMBpoBu120/hOWM4TgPc0J9poPabInr/xh/H/q7oiuup26Wh929H4OjTE92pWuq+O43XzJE49HGh+fh56r8/g9fDt+Hg6UzzsRrqU0roEx+AfS8ntPnVNKSW0uePgWjzq6ndegJaLulnewl7T2f6PR2OnZM9jTnnaDxQgc/8ECR7Oxozz9KYdZa+/2X8BXnhQDnavCp85hu7/MJPZWiP1uDzJ6NPVUNaKbqTtXjPCTZe/1CCvriePo8aZ0rqU87QdLiS1rPaK/sm1p/W88201unxemgUAHW7imhraqH3b0cCUPv1KYShjd5xxi2iarefBMBzhnE57/xXJ5Ac7fCcPtx4veU4dj0d8Jhq/LCr+awQew8nPO4byoWMCmq/PA6XrgZJ0CO4D95/NOqt/igfpyHu9LprEABVHxzB2d+TXjHGGZzKfx/GJdALtzuNy+uV7x7CZYw3bmONX2Dn3snDNaIfrpH9EK1tVL57+Arbc/BxQZtz7or26DV1KM2Hq7tle+e3nMBj6lCch7hjqGjk/NaTeN4/DKfBvdCXXTCxvbpvNTQknzFu3HhJe/S6bwgeE/y6ZXv2ro5oD1fRkF6G95wg7Ho40HSwkgv7yvGeF2xiez1VPtTtOHVFe/QY3Ye2ekO3bM9QdkEe4NbvOU1LZRNevzcuPdd9qzGxvUr1IXTH66BNmOjwiPXHLcq2Z5WVk/SuRKvVMmHCBNLS0uSZ8avBzp07+eijj/j444+vWp7XkvHjx7N161bZnUfh10tDQwO9evWiqqqKiIgINBqN/CNRpVKxZ88em122FLqHuZP0bHlITyeE0LdfSJLkgOnX6U1D/S6NyRcsgDC0Uf9tsZkU147W8zrTwTFAi6B+l+a66qjfpTEdHAO0CqO+60hLeVPHfXMj2uNyVykBusLz11WH9mBlh+1xYc/p66rjwk/lV/43C7iQWnpdddR/W9xhezQfqTGT4tqgP1VvMjhu13G97fSXhouLi7y0fjWZNm3aLTM4rqyslHcDUVB49tlnGTNmDBMnTmTt2rUmKyi5ubnK4PgmwJYZ5NeAWmA2kAD8PyBfCPHctZdnpNszyL/xxy3y+u5Ud7NoUXQoOhQd11eHMoOsoKCgcOvQnRnk/wYqgUPAfwHfAP9zTVR2E7eo/vQI9AKHi7/EHCR6BHpd98HxzaRF0aHoUHTcejoUFBQUFG4stgyQXYB/CyEeEkLMBP59MeympPfMUdi7GR9msXdzovfMUb96LYoORYei49bToaCgoKBw47BlgLwH0wGxC5BkJu4Nx87JHu95wTj06yk/CPRr16LoUHQoOm49HQoKCgoKNw6bdrEQQqishV1LbPVBVlBQULjRKD7ICgoKCrcO3fFBbpQkSd7kTpKkCKDzZ1gqKCgoKNx0LFmyhH79+slH4bazcuVKQkJCCAoK4vnnnweMJ5VFRkayZMmSTpcza9Ysk8NC7O3tUalUqFQqnnrqKYtpS0tLiYmJISgoiPDwcL777rsr4rS1tREcHExVVZXF+M899xwhISGEh4fz1VdfdboetrBt2zZeeeUVk7DKykqmTJliU3pb6ns5n376KSNHjmTUqFFs377dpnLWrFlDU1OTTXE7q7Oj/u2s/aSkpODh4YFKpSIkJISXXnqpU/pCQkJMDvm4VnRXZ3d4+eWXCQ4OJjg4mIceeui6lfurQAhh8QVEAieB1IuvE0CEtXRX8xURESEUFBQUbgWATHHZZ1hmZqbN6TWat0V1zY8mYdU1PwqN5u2rKVMmPT1dZGRkiODgYDnszJkzwt/fX+j1eqHT6cSwYcPEqVOnxKxZs4RWqxV/+ctfREFBgc1lHD58WMTGxpqEubq62py+oqJC5ObmCiGE0Gg0YsCAAVfE2b59u5gzZ47F+BkZGSIyMlIYDAZRWVkpBg0aJOrr623W0V3mzp0r9u7dazWeLfW9FJ1OJ4YOHSoqKipEcXGxGD58uGhtbbVazpAhQ0RlZaVt4jups6P+7az9JCcni+nTpwshhDAYDGLkyJFCo9HYrC84OFgUFRXZHL+rdFdnVzlw4IC48847hU6nE0IIkZ2dfc3L/CWSmZkpZsyY8d6MGTN6iUs+ty3OIEuSZAc4AQHAExi3eAsUQnR8KLmCgoKCQrfo5T6Gw4efoub8TwDUnP+Jw4efope7+aNfu0N0dDTe3t5XhLe0tKDT6dDpdDg5OeHh4dE+aXLpBAqNjY1Wy9i8eTMPPvhglzX269eP0NBQAIYMGYLBYECnM93L/Y033iAhIcFi/JMnT6JSqXBwcMDb25uBAweSkZHRaT2JiYncfffdjBgxgoULFzJq1CgqKysBmD17Nn5+fjz55JNXpIuLi2PTpk1Xpb6Xsn//foKDg+nXrx9+fn4MHjyYvLw8s/GTkpJQqVSUlZUxYcIE+T3A2rVrCQkJISQkBLVafVV1dtV+AJqamtDr9fKJc+Z0vvbaawQGBvLQQw/R3Nwsh2/fvp2xY8eiUqlYtGiRHL5y5UoCAgKIjY3F399fnnGOjY0lNDSUiIgI3nzzTZs0dqSzo3y2b99ucsT53//+d9asWWNzGe0UFxfj4+Mjn7IZFhYm3zPXPm5ubixbtozg4GAee+wxi/Et2XlX2+eWQliZvQV+shbnWr+UGWQFBYVbBWyYQc7M+oMoLftMCCFEa6teZGb9QZSVfymEEKKlpUn8tO9+kZwyWpw4+brY+0OE+Gnf/eLs2V1CCCF0umqRmfUHca4ySQghRHPzuW5rLioqMplBFkKI119/XfTu3Vu4u7uLDRs2CCGE2LNnj4iIiBCLFi0S+fn54rHHHhM7duywmv9dd90l8vLyTMLs7e1FWFiYiI6OtmlWtZ1du3aJ++67zyTs6NGjIjo62mr8vLw8MXr0aNHY2CiKi4uFu7u72Lx5s81lt7N8+XKxatUq8dRTT4lVq1aJhIQEsXXrVvm+Wq0WCxcuvCJdSUnJFe1sjY7qezmffvqpmD9/vli/fr345JNPxMMPPyy++eYbq3lfPoNcVFQk/P39RUNDg6ipqRGDBw8WZ8+e7ZLOjvq3s/aTnJws3N3dRWhoqHB1dRX/+7//a1FnUVGRGDFihGhqahKHDx8WkiSJoqIicfbsWREVFSUaGxuFEELMnDlT7NmzRxQXFwt/f39x4cIFcfToUTm+EMZVFCGE0Ov1YuTIkaK8vLzTOs3lYzAYxLBhw8SFCxeEEEIEBASIiooKm9r5Us6fPy9GjBghIiMjxQsvvCDKysosto8QQgAiPT1d6PV6MXjwYFFaWmo2viU770z73Ox0aQb5It9KkvQ76dJjXq4TkiTNkCRpQ01NDU1NTTQ0NFBfX49Wq6WmpgaDwcC5c+cQQshn07f/Ci4vL0cIwblz5zAYDNTU1KDVaqmvr6ehoYGmpiZqa2vR6/VUVVXR1tZGRUWFSR7tf8+ePUtLSwvV1dU0NzdTV1dHY2MjjY2N1NXV0dzcTHV1NS0tLZw9e7bDPCoqKmhra6Oqqgq9Xk9tba1SJ6VOSp1+gXW6Gjg6euDlFYNG8ya+vg/h6OhxVfK1ldraWnbu3ElRUREnT55k1apVlJeXM3HiRHbs2IG9vT1bt25l9erVTJ8+3Wp+5eXl+Pj4mISVlJSQnZ3NmjVriI+PR6u1/mhLRUUFixcvZt26dSbhb775ZocztpfHHz16NHPnziU6OponnniCCRMm0KNHD6vldoSXlxeenp54eXnRu3dv6urqrKbp27evbIe2YK6+TzqrlgAAIABJREFUlyMuzsY+/vjjzJo1C4CufGXn5OQwfvx43Nzc6N27N2PHjrU4E21JZ0f92xX7GT9+PLm5uZSXl7Nr1y7y8vLM6szOziYmJgYXFxeCg4MZMmQIAPv27ePUqVNER0ejUqnIycnh1KlTZGVlMX78eFxdXQkICJDjA7z33nuEhYURFRVFWVmZ/L/eGZ3m8nFwcOA3v/kNX331FQcOHGD48OH069fPajtfjqenJ4cOHeK5556jsLCQiIgIamtrLfajk5MT0dHRODo6MmzYMCoqKizGN2fnnW2fWxEHG+IsAlyBVkmStIAECCGE+zVVZixkO7A9MjLysZ49e5rcc3Ex7jzXt29fAHx9fQEYMGCAyXX7/fbjPdvTAbTn2b682L9/f5M82v+2G2770Y8dfaC2h7XHvTyP9rzby2pfElHqpNRJqdMvr07WiAj/+XhkOztHk2t7exeGDUvg8OGnGDr0SUpLPyYkZC1eve+8WFcvk/jOzqYDz6tBUlISfn5+eHgYB+ZhYWHk5OSwb98+srOzWbRoEc888wwxMTGsXr2ae+65x2J+Li4uJsvd8HNbRkVF4evrS3FxMQEBAWbzaG5uZubMmaxatQp/f385vL6+nm+//ZbVq1fbFH/RokXyEvsdd9yBn5+f9QbpAEmSTF6tra1W0zQ3N5vYl7W4HenviAEDBpgMvCsqKuT27QztA+3OYE5nR/179OjRLtkPQK9evZg4cSJpaWlm69beFx3VZ8qUKWzevNkk/pYtWzrMJyUlhd27d5Oenk7Pnj2JjIykra2tw7iWdNbU1JjNZ86cOfztb39j5MiRzJ4926a8O6JHjx7ExcURFxfHjBkz2Ldvn8V+dHR0lN9LkkRbW5vF+B3ZeXfa51bC6gyyEKKXEMJOCOEohHC/eH3NB8cKCgoKv0bafY5DQtbiP/xZQkLWmvgkXw/69+9PRkYGOp0OrVZLdnY2w4YNIy4ujhdeeIGSkhKGDx9OamoqGzdutJpfUFCQyQ4W7bP1ABqNhrKyMpOB6rJly1i2bJl8LYRgzpw5xMfHM3XqVJO81Wo1jzzyiMkXv6X47bP8e/fupaamhuu5/V5hYSFBQUFW41nSD1e2z9ixYzly5Ajnzp3jzJkzlJSUMGaMdZ91d3d3ampq5Ovw8HDS0tJobGyktraWjIwMi/mY02muf7tqP2DcpSQ3Nxc/Pz+zOsPDw0lPT6e5uZn8/HxOnz4NGH8IpaamUlJSAhh9dysqKoiMjCQtLY2mpiYKCgooLi4GjD+6vL296dmzJ0eOHOHgwYM2abxcp6V8VCoVZ8+eZfv27cTGxprkkZiYaNOPhqKiIo4fPw6AVqtFo9EwcODATvdjZ+N3p31uJazOIF90rXgEGCaEeEGSpMGArxDiwDVXp6CgoPAro6E+z2TG2Kv3nYSErKWhPk8Ou5osXLiQLVu2UFVVxaBBg1i3bh2xsbFMmTKF0NBQ7OzsmD9/PoGBgXKakJAQli5dSlRUFC+++KLVMh544AGSk5OZNGkSAAUFBcybNw9nZ2fs7e159913uXSV8HI3hPT0dLZs2cKxY8fYsGEDAN988w2+vr5s3LiRpKQkm+IPGDCAefPmceLECRwdHdm0aVOXXBHModFoiIuLkweIaWlprFixgvvvvx+A5ORkm1xSLOmHK9vHycmJV155hXHjxgGwevVq7Oyse1AmJCQQFxeHl5cXn3/+OUOHDiUhIYHbb78dgOXLl8srLJ3RqdFoLPZvZ+wnNTUVlUpFS0sLEyZMYPr06UiSZFbnn//8Z8LCwggKCmLYsGGAcZVo/fr1zJgxg5aWFlxdXdm8eTP+/v4sWLCA8PBwVCoV/v7+ODs7M3XqVDZs2EBoaCgBAQGEh4eb1WdJp8FgsJjPb3/7W44dO3bFqsKZM2fkvrSEVqtl7ty5NDY2IoRg9uzZjB49GqBT/djZfu9K+9yK2HJQyHqgDZgohAiUJKk38K0QIup6CATloBAFBYVbB+WgkCvRarVMmDCBtLQ0HBxs8eyzjZ07d/LRRx/x8ccfW498EzB+/Hi2bt0qu/Mo3HgaGhro1asXVVVVREREoNForuqPJkvcf//9LFq0SP7h2I5KpWLPnj02u2wpdA9zB4XY8kl1uxAiXJKkHAAhxHlJkq50+FNQUFBQUOgAFxcXeWl96NChVy3fadOmMW3atKuW37WksrKSxYsXK4Pjm4xnn32WAweMC+Jr1669LoPj6upq7rzzTu68807uvffeK+7n5uZecw0K1rFlgGyQJMkeEACSJPlgnFFWUFBQUFCwicmTJ99oCTcUHx8f4uLibrQMhct49913r3uZffr0obCw8LqXq9A5bNnmbS3wJdBXkqSXgDRgxTVVpaCgoKCgoKCgoHCDsDqDLITYLElSFnAvxi3e4oQQR6+5MgUFBQUFBQUFBYUbgNkBsiRJPYDHgRHAIeAdIUTL9RKmoKCgoKCgoKCgcCOw5GLxARCJcXA8DVh1XRQpKCgoKCgoKCgo3EAsDZCDhBB/FEK8A8wE7upMxpIkDZYkKVmSpKOSJB2RJOnpi+FekiR9J0nS8Yt/e3dDv4KCgsIvkrTzDUT+eIS08w3WIysoKCgoXFUsDZAN7W+66FrRAiwWQgQCdwALJUkKAv4b2COEGAnsuXitoKCgoHCRtPMNPJp3ihKdgUfzTl2VQfJzzz1HSEgI4eHhfPXVVxbjlpaWEhMTQ1BQEOHh4Xz33XeA8QjeyMhIlixZ0unyZ82aZXKa3pIlS+jXrx8hISE2pf/0008ZOXIko0aNYvv27Vfcb2trIzg4mKqqKov5d7bcrrBt2zZeeeUVk7DKykqmTJlicx6d1bly5UpCQkIICgri+eeftynNmjVraGpqslnT5ZizEwB7e3tUKhUqlYqnnnoK6Jr9vPzyywQHBxMcHMxDDz1kk/6O2v9GkJKSgoeHByqVipCQEF566aWrXoabm1u385g7dy5DhgwBoLW1FW9vb5588sku53eztH+3EUJ0+AJagfqLrwaMA9729/Xm0lnIbyswGTiG8SQ+AF/gmLW0ERERQkFBQeFWAMgUl32GZWZm2pw+taZeDE3JFf2+z5FfQ1NyRWpNfZc1ZWRkiMjISGEwGERlZaUYNGiQqK83n19FRYXIzc0VQgih0WjEgAEDhBBCzJo1S2i1WvGXv/xFFBQU2Fz+4cOHRWxsrElYenq6yMjIEMHBwVbT63Q6MXToUFFRUSGKi4vF8OHDRWtrq0mc7du3izlz5ljNvzPlXm3mzp0r9u7da1Pczug8c+aM8Pf3F3q9Xuh0OjFs2DBx6tQpq+mGDBkiKisrbdLTEebsRAghXF1dr4jfWfs5cOCAuPPOO4VOpxNCCJGdnX1V9V9rkpOTxfTp04UQQhgMBjFy5Eih0WiuahkdtXNnmTNnjggKChK5ubli7969Ijg4WCxcuPAqqLs1yMzMFDNmzHhvxowZvcQln9tmH9ITQthfrUG4JElDgTBgP9BPCFF+sYxySZI6PM9QkqQFwAIAX19fZeNsBQWFXwwP5hzn4f5e/N63D4Y2wayDJ3jEtw/9nR35Y94pmttMTzjVtgniD57i49DhBLq6MP9IEU8M7st93h6c0xno6+xosbyTJ0+iUqlwcHDA29ubgQMHkpGRwcSJEzuM369fP/r16wfAkCFDMBgM6HS69smOSyc+aGxsxNXV1WL5mzdv5sEHHzQJi46ORqPRWEzXzv79+wkODpY1DR48mLy8PFQqlRznjTfeYMWKn3cgNZd/Z8o1R2JiIsnJyZSWljJlyhS+++470tPT8fHxYfbs2aSkpBAbG8ubb75pki4uLo5NmzZx113WPRY7q7OlpUXuIycnJzw8PMzGTUpKYsmSJZSVlTFhwgTs7e3lo6zXrl0rHxu9ePFi5s2bZzYfc3bi7OzcYfzO2k9xcTE+Pj44ORnPJgsLC7Oq31z7u7m5kZCQwLZt24iOjmbjxo0A/Otf/+Ltt9/G0dGRadOm8eqrrwKYbQdz+VijqakJvV4vt8327dt54YUX0Ov1TJw4kddffx2A2NhYiouLcXBwYN68efJMbkVFBQsWLJDv/d///R+jRo0CYNmyZZ3WczmxsbFs27aNuro6YmNjqa+vt6gnJSWFl156CQ8PDwoKCpg0aRJr1qzpdPvf1Agrs7fdfQFuQBbw24vXtZfdP28tD2UGWUFB4VYBG2aQ47ILxf+VVQkhhNC3tom47ELxWXm1iEg/bDJzfPkrIv2wqNIZRFx2odhdWSuEEOJss96qpry8PDF69GjR2NgoiouLhbu7u9i8ebNN9dm1a5e47777hBBC7NmzR0RERIhFixaJ/Px88dhjj4kdO3ZYzeOuu+4SeXl5V4QXFRXZNEP66aefivnz54v169eLTz75RDz88MPim2++ke8fPXpUREdH25y/reWaY/ny5WLVqlXiqaeeEqtWrRIJCQli69at8n21Wt3hDFxJSUmnyu2Mztdff1307t1buLu7iw0bNtiU5vIZ2KKiIuHv7y8aGhpETU2NGDx4sDh79qxNeV1qJ0IIYW9vL8LCwkR0dLQ8a95Z+zl//rwYMWKEiIyMFC+88IIoKyuzqL+djtofEOnp6UKv14vBgweL0tJSIYQQHh4e8mpKe10ttYO5fDoiOTlZuLu7i9DQUOHq6ir+93//Vy4nKipKNDY2CiGEmDlzptizZ48QwrgaIIQQer1ejBw5UpSXl8tx1q1bJ4QQoq6urkt6zDFnzhzx2WefiQcffFDMmDHDpP3M6UlOThYuLi7i0KFDQghjX7XTmfa/GTA3g2zLQSFdRpIkR+ALYLMQYsvF4LOSJPlevO8LnLuWGhQUFBRuNr4MG8nvffsA4Ggn8WXYSGb292JNoB8udh0fdetiJ7Em0I8+Tg58GTaS+7yNM4TWZo8BRo8ezdy5c4mOjuaJJ55gwoQJ9OjRw2q6iooKFi9ezLp16wCYOHEiO3bswN7enq1bt7J69WqmT59uNZ/y8nJ8fHysxjOHuDjb+PjjjzNr1iwAkyOB33zzzW75THYFLy8vPD098fLyonfv3tTV1VlN07dvX8rLy6+6ltraWnbu3ElRUREnT55k1apVXSonJyeH8ePH4+bmRu/evRk7dix5eXlW011uJwAlJSVkZ2ezZs0a4uPj0Wq1nbYfT09PDh06xHPPPUdhYSERERHU1tZ2ul4ATk5OREdH4+joyLBhw6ioqAAgKiqKP/3pT7z//vvy7K6ldjCXjznGjx9Pbm4u5eXl7Nq1i7y8PPbt28epU6eIjo5GpVKRk5PDqVOnAHjvvfcICwsjKiqKsrIyysrKAOOM7Z///GcA3N3d6du3b5f0WKJ///4EBASYhJnTAxARESH7yHt6elrM+2rqvF5cswGyZPz0eg84KoR4/ZJb24A5F9/PweibrKCgoPCrJ6Z3Lz4aM/yKQbKLncRHY4YT07tXl/NetGgRubm5fP3111RUVODn52cxfnNzMzNnzmTVqlX4+/sD8OWXX/LWW2/JecXExJCSkmK1bBcXF5qbm7usfcCAASYDvoqKCvr37w9AfX093377LTNnzuxy/l1BkiSTV2trq9U0zc3NuLi4XHUtSUlJ+Pn54eHhgbe3N2FhYeTk5HQ6n/YfIp2hIzsB5P6JiorC19eX4uLiLtlPjx49iIuL48MPPyQiIoJ9+/Z1WiOAo+PPPyQlSaKtrQ2AXbt28eSTT7J//37Z5chSO5jLxxq9evVi4sSJpKWlATBlyhRyc3PJzc3lxIkTzJ8/n5SUFHbv3k16ejq5ubkEBARYzb+rejpixYoV/M///I98bU2PJTeea6nzenEtZ5DHAY8CEyVJyr34uh94BZgsSdJxjA/t/QIedVRQUFC4Olw+SL4ag2OA6upqAPbu3UtNTQ0RERHyvWXLlrFs2TL5WgjBnDlziI+PZ+rUqXJ4XFwcL7zwAiUlJQwfPpzU1FSbfAmDgoJMdrCwxuV6xo4dy5EjRzh37hxnzpyhpKSEMWPGAKBWq3nkkUdMvoBvVgoLCwkKCup2Ppe3T//+/cnIyECn06HVasnOzmbYsGFW83F3d6empka+Dg8PJy0tjcbGRmpra8nIyJDbuSPM2UlNTQ1arRYAjUZDWVkZfn5+nbafoqIijh8/DoBWq0Wj0TBw4ECz+juLEILTp09z991389JLL8k+351tB1toa2sjNzcXPz8/7rjjDlJTUykpKQGMvtYVFRXU19fj7e1Nz549OXLkCAcPHpTTT5gwAbVaDRj9tisrK62WmZiYyD333GOzRk9PT9zd3eVrS3p+DVg9arqrCCHSMB5N3RH3XqtyFRQUFG512gfJzxw9zZpAv24PjgHmzZvHiRMncHR0ZNOmTSYuCpcvx6enp7NlyxaOHTsmP6jU/hAUQEhICEuXLiUqKooXX3zRatkPPPAAycnJTJo0SQ5buHAhW7ZsoaqqikGDBrFu3TpiY2M71OPk5MQrr7zCuHHjAFi9ejV2dnYIIdi4cSNJSUlXlGkuf0vldheNRkNcXJw8QExLS2PFihXcf//9ACQnJ9vkkmJJP1zZPjExMUyZMoXQ0FDs7OyYP38+gYGBVstISEggLi4OLy8vPv/8c4YOHUpCQgK33347AMuXL5eX8jvCnJ1oNBrmzZuHs7Mz9vb2vPvuu/Ts2VNOZ6v9aLVa5s6dS2NjI0IIZs+ezejRo83qb25uttj+lyOE4NFHH6W+vp7W1lb++c9/AnS6HSyRmpqKSqWipaWFCRMmMH36dCRJYv369cyYMYOWlhZcXV3ZvHkzU6dOZcOGDYSGhhIQEEB4eLicz9q1a1mwYAHr16/H0dGRzZs3W3VbOnPmjPw/0xUs6ekIa/Z/qyF1ZUnlehMZGSkyMzNvtAwFBQUFq0iSlCWEiLw0LCsrS1w6Y/trQ6vVMmHCBNLS0nBwuHrzMjt37uSjjz7i448/vmp5XkvGjx/P1q1b8fLyutFSFH4FqFQq9uzZQ58+fW60lJuarKwsnn/++X8Dz2zbtk3edP6azSArKCgoKCiA0Qe5fWl96NChVy3fadOmMW3atKuW37WksrKSxYsXK4NjheuGsj1u9/jFDZD1ej0//PADmZmZREVFMX78eHkPxV+rFkWHokPRcevp+KUxefLkGy3hhuLj40NcXNyNlqGgoGAjvygXC41GwyeffILBYKClpQUHBwccHR15+OGHr+qshS3cLFoUHYoORcf11aG4WCgoKCjcOphzsbim+yBfb7Kzs9FqtbS0tADGk4W0Wi2ZmZmo1Wr5CUy9Xo9arebw4cOAcZsatVpNfn4+YHxCVK1Wc+zYMQAaGhpQq9Xy07R1dXWo1WpOnjwJGJ/YVavV8hOwVVVVfPrppx1qyc7Opry8HLVaLT9oUVpailqt5uzZswCcPn0atVpNVVUVYPzSVqvV8tO6J0+eRK1Wy/tuHj9+HLVaTUODsV+PHTuGWq2msbHRbJt8+umn6PV6AA4ePIharZa3KcrJyZGflgWj8XzwwQfy9YEDB9i0aZN8vW/fPhMfwPT0dD755BP5OjU1lS+//NJse3z//fd89dVXcvykpCS2bdsmX+/evZuvv/5avt65cyc7d+6Ur7/++mt2794tX2/bts3koZ2vvvqK77//HjBvI7t27ZLjf/LJJ6Snp8vXH3/8scnWQps2beLAgQPy9QcffEBWVpZ8rVar5S2WWltbO7S977//vkMdBw4c6LbtqdVqTp8+DcDZs2dRq9WUlpYCXGF7aWlpHer48ccfge7ZHkB+fj5qtVre4uvw4cOo1eorbC8zM7NDHd999123be+zzz6Tr/fu3csXX3whX19ue19//bVZO1VQUFBQ+PXwixogKygoKCgoKCgoKHSXX5SLxY6vEzheaKCurr8c5uFRwchRjjww/Y1rKfGm1aLoUHQoOq6vjpvVxWL//v089thjGAwGRo8ezaeffmo1TUNDA7fddhuLFi1iyZIlpKSksGTJEu655x5WrVrVqfJnzZrFihUrGDFihMV4S5Ys4aOPPsLHx0de5SstLeXhhx+mpqaGHj168Oqrr17h09zW1sbo0aPZu3cv3t7eHeYDsHLlSj744APa2tp4+OGHWb58udlyu8q2bdvIz8/nv//7v+WwyspK/vjHP5qsdnWW6upqpkyZgsFgQJIkEhMTTfyaL+8va6xZs4YFCxaYbMHWGSz1i729vbwl21133cXatWu7ZD+FhYX8+c9/prq6GmdnZ7Zu3Wr1kJuOcHNz48KFC51K01E/XkpISAg7duy45m5gc+fOJTk5meLiYlpbW+nXrx+///3vefPNNwGYNGkSra2tJCcnX1Mdv1R+FS4W/sMnEhiUipeXcQNtL69KAoNS8R8+8VerRdGh6FB03Ho69p+q5tn/5Miv/aequ5Vf+36v69at4+jRo7z11ls2pXvxxRdNDhRZv349aWlp2NnZyW5AtnDkyBF0Op3VwTHAb3/7WxOXKgAHBwfeeust8vPz+fLLL5k7d+4V6b755huioqLw9vY2m09JSQnvvPMOOTk55Obm8sEHH1BUVGQ2fleJjY29YlDl4+PDgAED+OGHH7qcr7u7OykpKRw8eJCkpCSeeOIJkxPJLu8va6xZs4ampqYu67HULy4uLvJJcWvXrgW6Zj+PPvooL7/8Mvn5+Xz99de4urp2WW9n6agfbxRubm4cPHiQ9PR0+ZRCgKamJk6ePElpaWmnfwAoWOYXNUAODHyQ8LC3CQ5OY+ztXxIcnEx42NvcdtsDZGXHU15h9DVsbdWSlR3P2bM7AGhpaSArO55z54y/7PX6GrKy46ms2gOATldJVnY81dV7AWhuLiMrO56aGqOfqlZ7mqzseM6f3w9AY+MpmrSfEXDbYoKD07jttgyCg78jIOCvBAY+SENDPlnZ8TQ0GH2e6+vzyMqO58IF4wdGbV0WWdnxNDYaz2Y/f34/WdnxaLVGv9KamnSysuNpbjaeiV5dvZes7Hh0OuOXemXVHrKy49HrawgMfBD/4fMJDv6OESMOEhycxvDh82jSfkZrq/Gko/KKr8jKjqetzQBAWfnnZGXHy+1aWvofsnMela9LSjaRmztPvj59Rs3BvAXydfHpjeQd+n/ytUbzNi2tyXLfhKqSCA5OIjzsbQIDH+TkqdXk5/9Vjn/i5EqOFvxNvj5+fAUFx5bL14WFL1BY+IJ8XXBsOcePr5Cvjxb8jRMnV8rX+fl/5eSp1bKNeHuHERz8PcP9DxMcnEafPmNwcTkrx8879P8oPv3z6U4H8xZw+szPPtm5ufMoKfnZDzY751FKS/8jX2dlx1NW/jkAbW2GDm3Py8vxYnukXrTVFMLD3sbf/+5u215Wdjy1dUaf6AsXjpGVHU99fR7AFbY3cKA/nh5DCA7+4WJ77MXTYwh+fqFA92wP4Ny53WRlx9PSYvxRfvbsDrKy46+wvdtue+BieyRfbI80wsPext1d123bO3T4Kfm6qOgNjhxZJF9fbnuOTifo2/d24//JRftot9PrRZO+hf/6KIsvc8vk1+ObstDqrR9lbI7MzEx8fHyIiYkBsHrAABhn7iorK00GXO0rjkII+X27v7klNm/ezIMP2taG0dHR8iC3nX79+hEaarTJIUOGYDAY0Ol0JnHeeOMNEhISLOYDRr9ynU6HTqfDyclJPi7XXPyOSExM5O6772bEiBEsXLiQUaNGySebzZ49Gz8/P5588skr0sXFxZn40HcWR0dH3NzcAOPzCDqdTvaX76i/zJGUlIRKpaKsrIwJEybI78F4IEVISAghISEmz6J0hC39cimdtZ+DBw/i7Ows2+2AAQPkPX1jY2MJDQ0lIiJCnkm11C9CCB577DFCQkJ4+umn5TJSUlKYPHkyM2fOJCQkhGeeeQYw34+vvfYagYGBPPTQQybHp69cuZKAgABiY2Px9/eXnwvZvn07Y8eORaVSsWjRIrpKbGws27ZtY9u2bSYH26SkpDBu3DjGjRsnP2ujcHW4qQfIkiTNkCRpQ01NDU1NTTQ0NFBfX49Wq6WmpgaDwcC5c+cQQsgPHbW0+DN02FycnS/g7R0D3GZ8It1gwKDXU19fT0NDA22trTQ2NqHX641HsApBbe15ACoqKgCoqTZ+yVdWViKEoL6+gebmZhoaGmhtbaW5uVn+kDIYDLS2tsoP2ul1Ojx7h+Lt/Tv69ivAwdEHT49Qqqqq5Cfk2/O60NhIW1srdXV1GAwGzp8/Dwj5H7uq2viwXntda2vPI0QbtbW1aLVampqaaG01PkxUW1tLi6EFg8FAW1sbFRUVeHgE4eDoje+APLy9f4eHewB6vZ6Wlhaqq6tlPY2NjTQ2NqJt0tLW1kZ1dTUtLS3U19cDyB+gtRcf0KqoqKCtrY3Gxkba2ox6mpqa0DXraDEY5H5qbWtFp9Ph4xODt89M3N3LcXIeTN++4439JowPShoMBmpqai72lYGGhgZjfjodbW2tVFVVGctrajTR03TxA/bs2bPGL79m45dGXV0djY2N8hdic3PzxWU6b3q6BjNwYA7e3r+jRw8f6hvqf+57IWhsbESv11NbW0trayu6Zp1se/qLfd3eH/qLXwjtevR6HQhjf1myPU/P2/Hp+yDOzhdwd7+Tvn3HXzXbM9Wjp62tzazt2Tv0oo/3VAYOzMGz90QcnTyumu2Z09OR7bm6huPheTvOzhfo1/9hvLzuvGq2d+lnRJPWOGNmzvYc7PswYGA8Awfm4Ov7ezw9b5dtr71O7Xra/7bbXvtxztZ4+J2f+CzzDACG1jYefucnvswxHju7+rvj1DcbTOLXaQ08+4nxwc+aRj0Pv/MTSfnG/j7X0Iw1Tp8+Td++fZk2bRphYWGsW7fOapqlS5fK7gftPP7448TExNDW1oYQggULFpCSkmI1r/T09E7NbFpi9+7dhIWF4ezsLIcVFBRw4cIFq2UMGjSIp59+Gj/23PmeAAAgAElEQVQ/PwYNGtStfYljY2OZPn06w4cPZ+rUqfz0008AfPjhh/zjH//oME1kZKT8AGxXaWhoYPTo0YwZM4Z169bJWxB21F/mmDRpErm5uQwYMIDk5GT5vUajYe3atezbt4/U1FSWL1/OuXPnbMrz8n5pbm4mPDyccePGybPmnbWfU6dO4e/v3+G9devWcfDgQfbt28fatWvl/01z/dLU1MTMmTPJy8sjKyuL1NRUOa/09HQSExM5fPgwiYmJQMf9qNFo2LhxI9nZ2SQmJnLqlHES6/Tp07zzzjtkZWXx2muvyasS586d44UXXiAlJYXc3FzOnDnT5UFsREQEOTk5FBYWMmrUKDl89+7d3HvvvUycOLFb7jsKHdD+S+5mfkVERAhbqa75Uez9IVKcOPm62PtDpKiu+dHmtFebm0WLokPRoei4fjqATHHZZ1hmZqZJnFlv/yg+zTgthBBC39IqZr39o9iSfUYIIUTI8l1iyNIdV7wC/menUd8FnZj19o/iuyMVQgghztZrrWratGmT8PDwEMXFxaKurk6MHDlSnDx50mz8bdu2ib/+9a9CCCGWL18uVq5cKd8rLy8Xf/nLX8TLL78sLly4YFObjBw5UpSXl9sUVwghioqKRHBw8BXh5eXlIjg4WJw4ccIkfOHCheLjjz+2ms/58+fF5MmTRW1traisrBSjRo0SZWVlVsu9nOXLl4t///vf4u9//7v898MPP5Tvq9VqsXDhwivS6fV64eXlZTV/W8jPzxcxMTFCr9db7C9LDBkyRFRWVsrXW7ZsEXPnzpWvf/e734nvvvvOaj4d9Ut7fx84cEAMHDhQNDU1yeG22s8XX3wh5s2b1+G9xMREoVKpRGhoqHB1dRVZWVkW+8Xe3l60trbKaV9//XUhhBDJyckiJiamwzIu78cvvvjCpH2GDh0qioqKrmi39vCtW7eKPn36iNDQUBEaGir8/f3Fxo0bLda5I+bMmSM+++wz8cQTT4i//OUvJrpuu+02UVxcLEpLS4W/v3+n81YQIjMzU8yYMeO9GTNm9BKXfG7/og4KqTn/E4cPP0VIyFq8et9J7953mFz/GrUoOhQdio6bT8cn//VzXo72dibXj94xBHV6EVrDz76lPRzt+FPMUAC8XJ1M4vft1cNqef369SMwMFB+uCkiIoKCggKGDx/eYfz9+/fzxRdfsHXrVqqqqrCzs8PX15eePXuSnZ3NokWLeOaZZ4iJiWH16tXcc889Fst3cXExWY7uCs3NzcycOZNVq1aZzCrW19fz7bffsnr1aqt5JCUl4efnJ7tVhIWFkZOTg6+vb6f1SJJk8mrfJtNaHVxcXDpdVkcEBgbi6OjIwYMHzfbXI4880qk8RRce2jfXL+1+slFRUfj6+lJcXMzRo0c7ZT/Dhw/nxIkTV4SnpKSwe/du0tPT6dmzJ5GRkbIvtq39IkmS/L7dHqzRnmc77e1lqd2mTJnC5s2bbcrfGitWrMDOzo4tW7YAUFxcTFFREffddx8AZ86c4cSJEzb5+itY56Z2segsDfV5Jl9kXr3vJCRkLQ0X/S9/jVoUHYoORcetpePJiSNwdrA3CXNxtOfJCSO7nGdUVBSnT5+mpqYGvV7PoUOHTAbHy5YtY9myZfL1iy++yIkTJygoKODJJ5/kr3/9K4888ghxcXHykdHDhw8nNTWVjRs3dlSkCUFBQR0OdGxFCMGcOXOIj49n6tSpJvfUajWPPPIIjo6OVvPp378/GRkZ6HQ6eX/rYcOGdVlXZyksLCQoKKjL6UtLS2U3noqKCvLz8xk4cKDZ/rKGu7u7vMc5QHh4OGlpaTQ2NlJbW0tGRgZjxowxm95cv9TU1KDVGp8z0Gg0lJWV4efn12n7UalUNDY2kpaWBhjdoqqrq6mvr8fb25uePXty5MgReZ95S7S2trJnzx7a2tpISkoiKirKaprLCQ8PJz09nebmZvLz8+X95iMjI0lLS6OpqYmCggKKi4sBuOOOO0hNTaWkxOg+VVxcLLuCgNFn2tqPy0vx9PTE3d1dvt69ezfz58+noKCAgoICHn/8cZM9/RW6xy9qBnnIkP+6Isyr953Xffb4ZtKi6FB0KDpuLR09nRx459EI/nPgtBz2+7F+uDjZW0hlGQ8PD9asWcPEiRMxGAzEx8cTEBAg32/3z7ZG++xZSEgIS5cuJSoqihdffNFqugceeIDk5GQmTZpkNe7ChQvZsmULVVVVDBo0iHXr1uHl5cWWLVs4duwYGzZsAIy7Vvj6+rJx40aTg4Es5RMbG8uUKVMIDQ3Fzs6O+fPnExgYaDF+Z9BoNMTFxckDxLS0NFasWMH9998PQHJyMtOnT+9Unpdy+vRpFiwwPpTa2trKq6++2qXZ73YSEhKIi4vDy8uLzz//nKFDh5KQkMDtt98OwPLly+nbt6/Z9Onp6R32i0ajYd68eTg7O/P/27v34LjKM8/j38c3jLEDhgBh4gDDZSAkgAFvZmYJqYCXDezGJJpUIggTqBkCyVTYJeyyE9gNU2ZSZIDJUJWEgpLHQCgzg2vIBQyEy4TrOsgxNrK9BtvINr6hlmR1S612X9Td6mf/6FZzWpZsfNHpo9bvU9XVes8rd//O6VfuR0dvn3fy5MksXry45lJyBzJ+lixZwo033kgikWDq1Kk8++yzXHHFFSxatIjzzz+fs88+mwsvvHC/+zpjxgyWLl3Krbfeyvz587n44otH/d59vY433HADF1xwAeecc071l6uTTz6Zm266iQsvvJC5c+dy+umnc8QRR3DCCSfw0EMPsWDBAorFIkcddVTN2eSdO3fuM8f+vPjii1xzzTXV9vz581m0aNGIHxCVA9dQ10EWEam3qF4HuZ6y2SyXXnopy5cvZ8qUw3de5vnnn2fJkiU1qylG2SWXXMLTTz990B8MlOhKpVLMmjWLnp4eLrroIrZt21YzHWMkc+fO5eWXX65emUPqY7TrIDfUGWQREYmeI488svqn9cO5qMKVV17JlVdeedgebyzt3r37kK6aIdF26623snLlSqB8qbz9FccAa9asGetYcghUIIuIyJgbvvLdRHP88cfXrHonjWXx4sX1jiCHWUN9SE9EJKI8uOKZiIjU39A1uUeiAllEZIxNmjRpYywWK6lIFhGJhlKpRCwWK+VyuZ6R+jXFQkRkjJVKpf+8devWNbFY7LiPMjdRRETGlruTy+USS5YsWQIcAxSD/SqQRUTG2EUXXbTrqquu+jbwF0Ac0KlkEZH6M+BYYN2yZcuywQ4VyCIi4VgGDADnAvtf1UJERMZaCXgL+M3wDhXIIiIhWLZsWQl4vnITEZEIi/SH9MxsgZktSiQSZDIZUqkU/f39ZLNZEokEhUKB7u5u3L26ElRHRwdQXhnK3enu7qZQKFRXxOnv7yeVSpHJZOjr6yOfz9PT00OpVKouATn0GEP3XV1dFItF4vE4uVyOZDJJOp0mnU6TTCbJ5XLE43GKxSJdXV0jPkZnZyelUomenh7y+Tx9fX3aJ+2T9qkB90lERMY/raQnInIYjbSSnoiIjC+RPoMsIiIiIhI2FcgiIiIiIgEqkEVEREREAlQgi4iIiIgEqEAWEREREQlQgSwiIiIiEqACWUREREQkQAWyiIiIiEiACmQRERERkQAVyCIiIiIiASqQRUREREQCVCCLiIiIiASoQBYRERERCYh0gWxmC8xsUSKRIJPJkEql6O/vJ5vNkkgkKBQKdHd34+7EYjEAOjo6AIjFYrg73d3dFAoFEokE2WyW/v5+UqkUmUyGvr4+8vk8PT09lEolOjs7ax5j6L6rq4tisUg8HieXy5FMJkmn06TTaZLJJLlcjng8TrFYpKura8TH6OzspFQq0dPTQz6fp6+vT/ukfdI+NeA+iYjI+GfuXu8M+zVv3jxftWpVvWOIiOyXma1293n1ziEiIgcv0meQRURERETCpgJZRERERCRABbKIiIiISIAKZBERERGRABXIIiIiIiIBKpBFRERERAJUIIuIiIiIBKhAFhEREREJUIEsIiIiIhKgAllEREREJEAFsoiIiIhIgApkEREREZGASBfIZrbAzBYlEgkymQypVIr+/n6y2SyJRIJCoUB3dzfuTiwWA6CjowOAWCyGu9Pd3U2hUCCRSJDNZunv7yeVSpHJZOjr6yOfz9PT00OpVKKzs7PmMYbuu7q6KBaLxONxcrkcyWSSdDpNOp0mmUySy+WIx+MUi0W6urpGfIzOzk5KpRI9PT3k83n6+vq0T9on7VMD7pOIiIx/5u71zrBf8+bN81WrVtU7hojIfpnZanefV+8cIiJy8CJ9BllEREREJGwqkEVEREREAlQgi4iIiIgEqEAWEREREQlQgSwiIiIiEqACWUREREQkQAWyiIiIiEiACmQRERERkQAVyCIiIiIiAWNWIJvZI2bWbWbrA9uONbN/N7P2yv3ssXp+EREREZGDMZZnkH8BXDFs2+3Ay+5+JvBypS0iIiIiEhljViC7+xtAYtjmrwCPVb5+DPjqWD2/iIiIiMjBmBLy853o7jEAd4+Z2QmjfaOZ3QTcBHDSSSexZs2akCKKiIiIyEQWdoH8kbn7ImARwLx583zu3Ll1TiQiIiIiE0HYV7HoMrOTACr33WPxJMt7U8x78x2W96bG4uHHZRblUA7lGH85RESkPsIukJcB11e+vh54+nA/wfLeFN9at5VdAwW+tW5rXd/gopJFOZRDOcZfDhERqZ+xvMzbE0ArcJaZ7TKzG4B7gMvNrB24vNI+bIbe2LIlByBb8rq9wUUli3Ioh3KMvxwiIlJfY3kVi2vc/SR3n+ruc9z9YXePu/t8dz+zcj/8KhcHbfgb25ChN7jLVm7kl53lp8sMlmhqa+eprl4A+ouDNLW189zuPgDi+SJNbe281JMEoHugQFNbO6/E+wH4IJenqa2dNxLlN83t2QGa2tp5s3cPAP8Wi/ONNVtGzfL4Bz00tbWzPpUBoK0/Q1NbOxv2ZAF4K5mmqa2dzZkcAG/27qGprZ3t2QEA3kikaGpr54NcHoBX4v00tbXTPVAA4KWeJE1t7fy2u2/UY/KNNVt4ubI/v+xM0NTWTqHyfUtjcZra2qvf/3hHnK+v2VxtP/pBD9es3VJt//PO3Vy3bmu1/eCObm5Y/361/T837qB5H8fj5ne3c8uGHdXtd2/p4LaNO6vthZs/4Pb3dlXbd7bv4s72D9u3v7eLhZs/qLZv27iTu7d0VNu3bNjBvVtj+xwjV6/dUi2Cblj/Pg/u+HD2z3XrtvLPO3dX29es3cKjH/RU219fs5nHO+LVdlNbO0tj5Xah5DS1tdeMvctWbuSba0fO8ZeVsXqwY29zJkdTWztvJdMAbNiTpamtnbb+8lhbn8pUx97y3hTXjnI8rq0UhQc79uL5IgDP7e6jqa2d/uIgAE919dLU1k5msASUx95lKzeO+rpcs3Yrl7+1sbrtQMfez7d38Z13tlXb92/r5Hvvbq+2790aq4695b0prl47+jhVkSwiMnE0zEp639+wY683tiHZkrM5MxBalru3xiiN0pctOfdt6wwlxw83fzDqMSkBf7tp54h9h9uzu/sYHKUvW3JerBSDY21fY6To5f4wbM4MkPeRc+RCHKvf37CDgVGOx0DJQz0eo70uBXfeS4d3PIojxyAb4vEQEZH6Mx/ljTpK5s2b56tWrdrn94x2dhDgyEnGkvNO4/OzZ41VxEhmUQ7lUI7wc5jZanefNxYZRUQkHA1zBvnzs2ex5LzTOHKS1WwPuziOUhblUA7lGH85RESk/hqmQIa93+Dq+cYWlSzKoRzKMf5yiIhIfTVUgQwfvsHNOWJq3d/YopJFOZRDOcZfDhERqZ+GmYMsIhIFmoMsIjL+NdwZZBERERGRQ6ECWUREREQkQAWyiIiIiEhApAtkM1tgZosSiQSZTIZUKkV/fz/ZbJZEIkGhUKC7uxt3JxaLAdDRUV5BLRaL4e50d3dTKBRIJBJks1n6+/tJpVJkMhn6+vrI5/P09PRQKpXo7OyseYyh+66uLorFIvF4nFwuRzKZJJ1Ok06nSSaT5HI54vE4xWKRrq6uER+js7OTUqlET08P+Xyevr4+7ZP2SfvUgPskIiLjnz6kJyJyGOlDeiIi41+kzyCLiIiIiIRNBbKIiIiISIAKZBERERGRABXIIiIiIiIBKpBFRERERAJUIIuIiIiIBEypd4DD7Q9b4yxduaPavvpzJ/Onpx03obMoh3Iox/jLISIi9dNQ10HO5Iv8x394hb5sobpt9oypvHn7fI6cNnksI0Y2i3Ioh3KEm0PXQRYRGf8aaorFA69sZqA4WLMtWxjkZy+/R3NLK79p21Xelh+kuaWVZ9aWV8HqzxVobmnlhfXllbYS6TzNLa387t3yKl7dqRzNLa28tqkbgI6+LM0trSxv7wFgRzxDc0srK7aWV9HasnsP8//pdTKF2izp/CAPvNrOOx1JmltaeacjCcDanX00t7SyqTMFwOrtCZpbWtmyew8AK7bGaW5pZUc8A8Dy9h6aW1rp6MsC8NqmbppbWulO5QD43btdNLe0kkjneeCVzaTzxZocewaKzP+n18jmy/l+07aL5pZWCoMlAJ5ctZPmltbq9z+xcgfXLl5RbS9p3cb1j6ysth9Z/j7ffuytanvRG1v47pLV1faDr23mqp8vH/G1eeDVdu5/aRO3Pbm2uv3eFzZyx6/XVdt3P/cudz61vtq+65l3uOuZd6rtO59az93PvVtt3/Hrddz7wsZq+7Yn13L/S5uA8hhJ5WqPRzJb4K9+8eH+fHfJaha9saXa/vZjb/HI8ver7esfWcmS1m3V9rWLV/BE4Ixjc0srT67aCUBhsDTi2Ltl6ZoRj8c/vrjxkMdec0srq7cnANjUmaK5pZW1O/sA9hp7f/fUevpzhZocyWyBHz1bPr6HMvYAXlgfo7mltfocz6ztoLmlda+x99PftY94PP7mX1Yf8ti7+V/frrZ/9nI731/aVm0PH3vXLv4DqYHa8TE0TkVEZOJoqAL58RXbyRZKNdtyhRL/8ocdo/yLsdOdGiBfrM2SL5ZY0ro91ByPr9hOYbD2rwSFQacrNRBqjm3xzIivTT2Ox+Cwv5qUHNp29IWaY3l7z4jH48nVu0LN8fz6TkrD/ohUcli2NhZqjidW7hjxeAwV/mF5p6OfwWEHpB7jVERE6quhpljc98JGHv39+zVvtNOnTuKGz/8x/+tLZ49lxMhmUQ7lUI5wc2iKhYjI+NdQZ5BvvuwMjphSO0/wyKmTufnSMydsFuVQDuUYfzlERKS+Ji9cuLDeGUZlZgvuuuuu26ZPn37RjTfeSC6XY2BggFKpRCqVYsqUKcTjcWbMmEFnZyfHHnM0nzpqkCOOmM4px0zl3Dmz+e6fn8QZJ36MZLI85zKbzZLP5xkcHCSdTjNp0iR6e3uZPn06XV1dzJw5k46ODmbNmlW97+rqYvr06fT29jJp0iTS6TSDg4MUCgWy2fJczGQyybRp09i9ezczZ85kd1cnX/jMp0jtSXPep47l1GOm8sMvf5ZZlmPKlCmkUilKpdJ+9ymYIxaLlR97926mTZv2kfYp0bObS86ZU81xytFTuPOqczlycM8B79Pw49LZ2cmMGTOIx+P73af+vl4u/vQnSaUznDdndjXHEYX+A96nQ3mdMntS/NkZJ5LO5jg3kGNaPnnA+3Qor1M+l+U/nPZxsrkBPjtnNqceM5U7F3yY41DG3oG8TqVigQtOOYaBfJFz/uhoTps9jf+z4FymF/oPeewdyOs0Cef8T36MQnGQs0/6GKcfN507rvw0R3nmkMfegbxOUydP4jOfOIrBknPWiTM58/gZ/OCKs/jYpIGPvE/33XdfbOHChYtC+m9SRETGQENNsRARqTdNsRARGf8aaoqFiIiIiMihUoEsIiIiIhKgAllEREREJEAFsoiIiIhIgApkEREREZEAFcgiIiIiIgEqkEVEREREAlQgi4iIiIgEqEAWEREREQlQgSwiIiIiEqACWUREREQkwNy93hn2y8ySQPso3UcDyRG2fxzoOcB/M1Z9o2VRjmjm2Ne/U45o5hiLjAeb40x3P3qUPhERGQ/cPfI3YNGB9gGrDufjHWLfiFmUI5o59jOulCOCOcYo42H/P0Q33XTTTbfxcRsvUyyeOci+w/14yjExcuzr3ylHNHPsqy8qOUREZJwYF1MsDoaZrXL3efXOAdHJohzKoRzjL4eIiIRvvJxBPhiL6h0gICpZlKOWctRSjlpRySEiIiFr2DPIIiIiIiIHo5HPIIuIiIiIHDAVyCIiIiIiASqQRUREREQCVCCLiIiIiARMqXeAw8HM7gd+5e6/r3OOY4GbgQ7gYeB/A38ObAB+7O69IWa5FPga8CmgSHklwsXuvjnEDFOAG4Am4I8Ap3xsngYedvdCWFlE9sXMZlD+2XXg58DVwF8AG4G/d/c9dYwnIiIha5QzyN8Cfmpm283sPjO7oE45HgeOAi4CXgU+AdwLZIFfhBXCzO4BrgNWAAVgK7AFeNLMvh5WDmAJMBdYCPwX4L8CdwHnUz5WdWdmoV7Ky8wmm9l3zOxHZnbxsL4fhpllNGEekwgdj18AJwJ/DDwHzAN+AhjwUIg5REQkAhriMm9m1ubuF5jZmZTP/FwNTAaeAJ5w9/dCyrHG3eeamQG73P2Tw/tCyvH/3P3cytdTgNfd/WIzmw38X3f/bEg5Nrn7WaP0vefufxJSjmNH6wLWuvucMHJUsiwGZgArKf9i97q7/49K39vufmFIOSJxTCJ0PII/uzHgJHf3Snutu58XRg4REYmGhphiQfnPorh7O/Aj4Edmdh5wDfBb4IyQckyqFKGzgJlmdqq7bzOz44BpIWUAKJnZse6eoDy1YTKAu/dW3vDD0ls5Y/0rdy8BmNkk4OtAaNNNgN3AdsrF3xCvtE8IMQfA54aKLTN7AHjQzH5NeayG+dpE5ZhE5XgAUCmKf+uVMweV9vg/iyAiIgekUQrkvd5I3X0dsA64I8Qc/0B5ziLAXwOLK/XopylPLQjLj4E2M9sEnA38DYCZHQ+sDTHH1ZSnmDxoZkMF8TGUp59cHWKOrcB8d98xvMPMdoaYAwK/KLl7EbjJzP4OeAWYGWKOqByTqByPVWY20933uPtfD200s9OBVIg5REQkAhplisXMqHyIxswmUz6uxcr0hrnAB+4eCznHscBpwGZ37wvzuUfJcxzl49JTh+f+HrDc3ff65cDM/pu7/zzELI8Dj7v7C8O2fxt4yN2nhpQjEsckKsdjX8zMvBH+oxQRkY+sIQpkADM7GrgC+CQfXi3hxbCLQ+X4aMzscnf/93rnEBliZmcDX6H2Z2aZu2+oazAREQldQ1zFwsyuA94Gvkj5Az9HAZcCqyt9ylGHHPvxcL0DQLlQr3eGIWFnMbOzzewHZvYzM/tp5etPh5khKjnM7AfAUsrTtVYCb1W+fsLMbg8zi4iI1F9DnEGuzLX90+FnRysfmPtDiFdLUI7a51s2WhdwmbsfFUaOfTGzHe5+cr1zQLhZKgXhNZSLwl2VzXMozw1f6u73TLAc7wGfGX5tbjObBrzj7meGkUNERKKhkT6kN1KlXyLcT8IrR61LgL8Ehs8PN+BzYYXYT6F+XFg5IpblBkYuCO8H3gFCKUwjlKNE+Yov24dtP6nSJyIiE0ijFMh3A2+b2UvA0CfwTwYup3zZN+WoT44VQMbdXx/eUTnLHZZIFOoRyxKVgjAqOb4PvGxm7dT+zJxBeYU9ERGZQBpiigVUpw98ifIHbIzyn2tfDHN5Z+WIJjN7HrjP3V8doe8Nd//CRMtiZlcAD1BegnyvgnD4VSUaPUclyyTKv6QEf2becvfBsDKIiEg0NEyBPJyZfdndn1UO5ZCRRaUgjEqOEXLd5O6hLkUuIiLR0MgFcmjL1CrHuMwRmUI9KlmiUhBGKEckxqqIiISvIS7zNorQl6kdhXLUikqOv693gICoZPluvQNURCVHVMaqiIiErJEL5O/UO0CFctSKSo4oFT9RyaIctRbUO4CIiNRHo1zFYsRVsMwsFfYqWMoRzRwjiEqhDtHJEpWCMBI53H0XgJn9lbs/Wu88IiISnoY4gxyVVbCUI5o5KllqVmsDLq3HqnFRyxIULAiVo8Zd9Q4gIiLhaogP6UVlFSzliGyOSKzWFrUso4nK6oIhryy4brQu4E/c/YgwcoiISDQ0yhSLqCw2oBzRzBGV1doik2U/BeGJYWSIUo7Kc30JGH6dcAPeDDGHiIhEQKMUyFFZBUs5opkjKoV6lLJEpSCMSo5ngZnuvmZ4h5m9FmIOERGJgIaYYgHRWWxAOaKXI2KrtUUii5k9DDzq7stH6PtXd//mRMohIiIS1DAFssi+RKFQj2IWERER2VujXMXiPDNbYWY7zWyRmc0O9K1UjomdA8DdS+6+wt1/5e6/rHxdl4I0SlmkLEpjVURE6q8hCmTgQWAhcC7wHrDczE6v9E1VjomdI0rFT1SyKMdeIjFWRUQkGhqlQJ7p7i+4e5+7/4TyB8BeMLM/o7w4hXJM7BxRKn6ikkU5akVlrIqISAQ0ylUszMyOdvckgLu/amZfA34FHKscEz7HzMCH335iZqspFz/fIvziJypZlKNWVMaqiIhEQKOcQb4XqFmJzN3XAfOBXyvHhM9hZnZ0IMOrwNeAJcApIeaIUhblqBWVsSoiIhGgq1hIwzOzbwJb3X3FsO0nA3e6+40TLYtyiIiIjK4hCuTKGag7gK8Cx1c2dwNPA/e4e59yTNwcIvujsSoiIkGNMsXi3yivxPVFdz/O3Y8DLq1se1I5JnYOMzvazO4xs41mFq/cNlS2HRNWjihlUY69RGKsiohINDTKGeRN7n7WgfYpx4TJ8SLwCvCYu3dWtn0CuB74T+5+eRg5opRFOfbKEYmxKiIi0dAoZ5C3m9nfmtmJQxvM7EQz+/s51w0AAAHBSURBVAEfLuerHBM3x6nufu9QAQbg7p3ufi/lZZ7DFJUsylErKmNVREQioFEK5GbgOOB1M+s1swTwGuXLM31DOSZ8jigVP1HJohy1ojJWRUQkAhpiigWAmZ0NzAFWuPuewPYrAtdZVY4JmMPKq7PdDnwFOJHy9XW7gGXAve6eCCNHlLIox4hZ6j5WRUQkGhqiQDaz/w58D9gAzAVucfenK31vu/uFyjFxc1SeLzLFT1SyKEdNhsiMVRERqb9GmWJxI3CRu38V+CJwp5ndUukz5ZjYOSrFz9OUlw9eb2ZfCXT/OKwcUcqiHHuJxFgVEZFoaJSlpicPnXly921m9kXgl2Z2CuG+uSlHNHMMFT97zOzUSoZT3f2nIeeIUhblqBWVsSoiIhHQKGeQO81s7lCj8kb3ZeDjwLnKMeFz1BQ/lM8QXmlm9xN+8ROVLMpRKypjVUREIqBRCuTrgM7gBncvuvt1wBeUY8LniFLxE5UsylErKmNVREQioCE+pCeyL2Y2BygGr7Ub6LvY3X8/0bIoh4iIyOhUIIuIiIiIBDTKFAsRERERkcNCBbKIiIiISIAKZBERERGRABXIIiIiIiIB/x8wmhJlH5rlqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ccw8CDwLk5ua6nJyctoxLRNqxP638kH9s8XLZVyZyYu8uqQ5HRETaoVQmyPuBwTHLg4CCFMUiIu3YOx/5SDPIHdaLS08bxtfG9Gdwr+NSHZaIiLRTqbxRyBLgksjVLL4IlGv+sYi0Vn3Icf0zm7hr2U4AMtLTlByLiMjn0mYjyGb2d+BMoLeZ7QduBDIAnHP3A68A5wK7gCrgsraKRUSOLvUhx4sbC5g1bgAd0tN46JJJZPXsnOqwRETkKNGWV7H4TgvbHXBFW+1fRI5eq3aV8JN/5JOeZswen8XJfbulOiQRETmKpHKKhYhI0sqrgrzzkQ+AL4/ozeL/OpVZ4wakOCoRETkaKUEWkXbhumc28sPFGwgE6zEzpp7cG7N4F8MRERH5fHTVfBE5Ym33VDCgZye6d8rgupmjCATrdXtoERFpcxpBFpEjhtcfYN4Da/BWBPD6A8y+exX3Lf83ACf16cqYrB4pjlBERI4FSpBF5IixaNlO1n/kY9GyXfTt3onbvjWOH3x5eKrDEhGRY4wSZBE5Inj9AZ5Yvw8HPJW3D29FgK/nDOT4LpmpDk1ERI4xSpBFJKXe2/sxu0sqWbRsJw3n3IWcY9GyXakNTEREjllKkEUkZT6pqeO7f36H21/bzlMb9hOsdwAE6x1PR0aRRUREDjclyCJyWH1UUskDb4ZPvOvasQN/vjSXLpkdCDnXqFy9RpFFRCRF2k2CbGazzexBn89HVVUVFRUV+P1+qqur8fl8BINBvF4vzjkKCwsBKCgoAKCwsBDnHF6vl2AwiM/no7q6Gr/fT0VFBVVVVZSVlVFbW0tJSQmhUAiPx9Oojoa/RUVF1NXVUVpaSiAQoLy8nMrKSiorKykvLycQCFBaWkpdXR1FRUVx6/B4PIRCIUpKSqitraWsrExtUpuOmTb9830Pd7y+g8LyaoqKipg0pAfv7SmNjh43CNY78naXtos2xf4VEZH2z1yTUZsjXW5ursvLy0t1GCKSpIpAkN+/toOvZPdj6sm9qa6t55OaOvp065jq0NqEmW1wzuWmOg4RETl47WYEWUTal4Yv35kd0vjXNi/vHygHoHNm+lGbHIuIyNFBd9ITkUPuiXf28uy7B3hiwRfp2CGd1/7ny7oDnoiItBsaQRaRQyIQrKeuPgTAcR070L1zBhWBOgAlxyIi0q4oQRaRz62grJozb1vBM+/uB2DO+Cz+dGkuPY7LSHFkIiIiracEWUQOSn3I8WHxJwAM6NGJs0b35aQ+XVMclYiIyOenBFlEDsrPnt3MvAfWUFVbh5nxq/NPIXdYr1SHJSIi8rnpJD0RSYpzjpU7Sxg/uCc9Omdw0alDOH1kbzp10PxiERE5umgEWUSS8u/iSi75yzs8vm4vAOMH92TWuCzS0izFkYmIiBxaSpBFJKH3D5TzZN4+AE7u25WHL5vMf04bltqgRERE2pgSZBEBwOsPMO+BNXgrAtF1f1n9EX94bQc1dfUATP9CXzpqSoWIiBzllCCLCACLlu1k/W4fFz6wln2+KgB+du5oXrv6y0qKRUTkmKIEWeQYt+7DUpZv8/LUhv04Bx+WVPLWjmIAenftSPdOupaxiIgcW3QVC5GjnHOO6mA9x2WGP+6/f207nTLSuWL6yQBc/8wmQg5CzgGQkW584KlIWbwiIiKpphFkkaPMxn1lvLq5MLr8vb/l8d0/vxNd/rCkkj2lldHlX84dS5E/QLA+nCAH6x1P5+1rNBdZRETkWNJuEmQzm21mD/p8PqqqqqioqMDv91NdXY3P5yMYDOL1enHOUVgYTg4KCgoAKCwsxDmH1+slGAzi8/morq7G7/dTUVFBVVUVZWVl1NbWUlJSQigUwuPxNKqj4W9RURF1dXWUlpYSCAQoLy+nsrKSyspKysvLCQQClJaWUldXR1FRUdw6PB4PoVCIkpISamtrKSsrU5vUpqTbVFJSwr7i8mibHlm1i//8y9pomx5ds5ufP7cp+tqv52TxlZO6Rtt094U5XHfmwGibXs7fHx09blDvHL99aZPep4Nok4iItH/mmvzHeKTLzc11eXl5qQ5DjgJef4Ar//4e91w0gb7dOh2xcezyfsKK7V7mnzaMDulp3PXGTu5atoOtN8+kU0Y6f139Ef/c4uGx751Kh/Q0Csqq6ZBuSbfp3LtWsrXQ/5n12QO688qPT//c7TvWmNkG51xuquMQEZGDpznIcsxquGrDojd28qOzR9AlswNdOnbAOUdpZS1dMjvQOTOdUMhRVh3kuMx0OmWEl/2BIJ0yPl2uqKmjc0Y6mR3SqA85qmrr6JSRTkZ6eDkQrKdjhzQ6RJZr6urJTA8v37VsJ+s/8nHH6zv4zTfGsfbDUn7z6jbuu3giA3t2Jn9fGbe8/AFnje7Hib27MGNUX3p1yYiO+s6feiLzp54YbVdWz86t6gclwSIiIo21mykWIp9HIFiPr7IWgJq6eubcvYon1u/DOXhqw36m/GoZf317NwBVtfXk3vIGj64NL/sDQSb+8nX+/k74DnIln9SQc/PrPPPufgAKyqsZf9NrPJ9/AIA9pZWcsvA1XonMA97l/YQxNy7lta3hKQIfFPrJ/sVSVmwvxusP8FTePhzwzIb9eCsCdM5Ip2vHdKpq6gCYObY/7/7fVzixdxcAThnUg+9+aVj0pDsRERE5tJQgy1Fp7YelvP3vkujytN8u57al2wDo2CGdj6trcYRHYEPOMWVYL84Y2QeAzA5p/PLrYzjtpN4AdMpI56Y5Yzj1xBMA6NqpAzfOzmbS0OMB6NE5g/+blU3O4J4AnNClI//vvNGMyeoOQJ9uHfnZuaP4Qv9uAPTr3okbzhnFyX27smjZThomOTlg0bJdjB/ck8X/9UVG9AuX79qxA726ZLZRT4mIiEhTmoMsR4VH1uzGV1nLT84eCcDce1fTKSONJxZ8CYAn1+9jUK/OnHZSb7z+AKf/bjk1daHo6zt1SOOt66cf1rnIR0occmhpDrKISPunEWRpFwLBenYUfXpt3t/+cxuz714VXd68v5wNez6OLv9+3nj+ePGk6PK8yYOjI8KLlu2Me9WGRct2tVX4cR0pcYiIiEhjSpAlJbz+APMeWJPwWrs7iyp46K0PafiF447XdzBr0SqC9eHR1pP6dCV32PHR7b+7YByPfu/U6OtP6tOV4xNMS3h3b1n0mr8NgvWOd2MS7MPhSIlDREREGtMUC0mJ//fcZha/s5eLpgzhV+efQt5uH/cu38Vt3xpP764deXzdXn723GZWXjedwb2OY2uBn72+SmaM6kdmB32vkyOXpliIiLR/Og1eDotgfYjtngqyenamrj7EP/IiV5DI28+Pzx5BfchRWB6g9JNaenftyOzxAzhnbP/oKHB2VneyIye9iYiIiLQlDcVJm6iqrePh1R+xcV8ZAHtKq5h19yqWfVDEomU7o+VChOfcnjr8BP75ky9Hr/TQrVNGwikSIiIiIm1JCbJ8Lg1zguvqQ1zx+Ls8EblWcJoZt7z8AW/uKAbgxN5duPeiiYzJ6s5TG/ZH597W1TueztuXcC6yiIiIyOGmBFmStv/jKj6IuSXxuXet5OfPbQagQ3oapZ/UUBEI39yiU0Y67/zsLH501ggA0tOM88YN4PF1e3XlBhERETmiKUE+xrR09YhYy7d5eXzd3ujyj5/I5xcvvB9dnpOTxdSTe0eXn1jwJb7/5eHR5RO6dvxMnbpyg4iIiBzpdJLeMWbRsp2s3+1j0bJd3DJ3LLV1oehVIf7+zl7e2lHMH/8jfP3glzYVsu6jUi46dQgA/3vOKDpnpEfruvyMk1q9/1d+fPohaIWIiIhI22k3I8hmNtvMHvT5fFRVVVFRUYHf76e6uhqfz0cwGMTr9eKco7CwEICCggIACgsLcc7h9XoJBoP4fD6qq6vx+/1UVFRQVVVFWVkZtbW1lJSUEAqF8Hg8jepo+FtUVERdXR2lpaUEAgHKy8uprKyksrKS8vJyAoEApaWl1NXVUVRUFLcOj8dDKBSipKSE2tpaysrKDkubNu3ay5N5+3EOns7bxy+f28C4m5ay70AhdXV1lJT5+biyhtKPy6isrOSaGUN5YcHEaJsmDOpOnw6BI6pNR+P7pDa17zaJiEj7p+sgH+XqIifRdUhP49sPrGHdRz4AMtKN6V/oy8h+3VhwxnC6d8pIZZgiRw1dB1lEpP1rNyPI0no7iyqY/Ks3WL69GK8/QH7kkmsQnvf71o5iLjltqJJjERERkRhKkI8itXUhrvr7ezy6ZjcAw3p34avZ/enbrSOLlu3U1SNEREREkqAEuZ1bsrGAR9fuASCzQxr+6iDVwXoAMtLT+O0F4xg/uKeuHiEiIiKSJF3Fop0p8gd4b+/HzBw7AIDXtnjY56viu18cCsDf/nNK3Nfp6hEiIiIiydEIcjuwp7SSUCg8+rt47R5+uPhdPq6sBeA33ziF56+YmsrwRERERI4qSpCPQM456iMJ8dItHs64bQWbDpQDcNGpQ3ntf77M8V0yAejWKQMzS1msIiIiIkcbJchHmMLyas68fQVLNh4A4IsnnsD/zcpm0PGdAejfoxMn9+2WyhBFREREjmpKkA+TRLd4ds6xcMkW/rLqIwD6devE+EE96R25TXOP4zL43rQTo8siIiIi0rZ0kt5hEnuL55lj+rO7tJL/+OJQzIzdpZXR2z2npRmLvjMhxdGKiIiIHLuUIB8GXn+ApzZ8eovnikCQ9R/5uGjKENLSjIfnT9Y8YhEREZEjRJtOsTCzmWa23cx2mdn/xtk+xMyWm9l7ZrbJzM5ty3hS5RcvvE9NXfiWz/XO0TE9jRU/nU5aWjgpVnIsIiIicuRoswTZzNKBe4FzgGzgO2aW3aTY/wOedM5NAC4E7mureFLF6w+wfHtxdDlY71iysYCy6toURiUiIiIiibTlCPIUYJdz7kPnXC3wBPD1JmUc0D3yvAdQ0IbxHHYrtnu5S7d4FhEREWlX2nIO8kBgX8zyfuDUJmUWAq+Z2VVAF+DsNoznsNqwx8f8h9czoEcn3eJZREREpB1pywQ53sRa12T5O8BfnXO/N7MvAY+a2VjnXKhRRWYLgAUAAwYMID8/v00CPpTSgeum9uLUgZ1IT4s/x7g9tENERETkWNOWCfJ+YHDM8iA+O4Xie8BMAOfcGjPrBPQGvLGFnHMPAg8C5ObmupycnLaK+XMJBOtZuGQLV0w/mcG9juMIDVNEREREmtGWc5DXAyPM7EQzyyR8Et6SJmX2AmcBmNlooBNQTDtVWB5g6RYP63f7Uh2KiIiIiBykNhtBds7VmdmVwFLCMw7+4pzbYmY3A3nOuSXANcBDZvY/hKdfzHfONZ2GccSrqq3juMwOnNi7Cyt+Op0enTNSHZKIiIiIHKQ2vVGIc+4V4JUm634R83wrMLUtY2hrB8qqmXf/Gn5y9gi+lTtYybGIiIhIO9emNwo5FvTp2pFTh/di9IDuLRcWERERkSOebjV9kNZ+WMopA3vQpWMH/jBPZ+OJiIiIHC00gnwQivwBLvnLO/zh9R2pDkVEREREDjGNIB+Eft07cf9/TGTKiSekOhQREREROcQ0gpykUMjxm1c/YEPkDngzRvWja0d9vxARERE52ijDS1JFoI6l73vITE9j0tDjUx2OiIiIiLQRJcgtqK6tp1NGGj2Oy+CFK6fRvZO6TERERORopikWzaisqWPeA2v43dLtAPTonIGZpTgqEREREWlLSpCbcVxmOl8c3ovJwzSlQkRERORYofkCcWwt8HN8lwwG9OjMz8/LTnU4IiIiInIYtZsRZDObbWYP+nw+qqqqqKiowO/3U11djc/nIxgM4vV6cc5RWFgIQEFBAQCFhYU45/B6vQSDQXw+H9XV1fj9fioqKqiqqqKsrIza2loKPF6+97f1XP33vEZ1NPwtKiqirq6O0tJSAoEA5eXlVFZWUllZSXl5OYFAgNLSUurq6igqKopbh8fjIRQKUVJSQm1tLWVlZW3appKSEkKhEB6PR21Sm9SmNm6TiIi0f+acS3UMrZKbm+vy8vLadB/rd/sYdHxnBvTo3Kb7EZGjj5ltcM7lpjoOERE5eJpiEfHImt306JzB13MGMnlYr1SHIyIiIiIp0m6mWLSl+pDj5U2FLN7npwsAACAASURBVN3iob2NqIuIiIjIoXVMjyDX1YeoCzk6ZaTz5/mT6dQhTZdxExERETnGHbMJsnOOKx5/F+fg/v+YpNtGi4iIiAhwDCfIZsaXhp+AmZGWplFjEREREQk75hLkwvJqPq4Mkp3VnflTT0x1OCIiIiJyhDnmTtL78RP5/HDxBurqQ6kORURERESOQMfECLLXH+DKv7/HPRdN4DffOIXq2no6pB9z3w1EREREJAnHRJZ4/TObeOcjH4uW7eKkPl0ZO7BHqkMSERERkSPUUZ8ge/0B3tpRDMBTefvwVgRSHJGIiIiIHMmO+gR50bKd0atUhJxj0bJdKY5IRERERI5kR3WC7PUHeGrDfoL14bvjBesdT2sUWURERESacVQnyIuW7STU5NbR9RpFFhEREZFmtJsE2cxmm9mDPp+PqqoqKioq8Pv9VFdX4/P5CAaDeL1enHMUFhYCsO7fxdHR4wbBesf6D4uprq7G7/dTUVFBVVUVZWVl1NbWUlJSQigUwuPxAFBQUNDob1FREXV1dZSWlhIIBCgvL6eyspLKykrKy8sJBAKUlpZSV1dHUVFR3Do8Hg+hUIiSkhJqa2spKytLuk0NdRQWFuKcw+v1EgwG8fl8apPapDYdAW0SEZH2z1yTEdbPFDDrCHwTGEbMZeGccze3aWQJ5Obmury8vFTsWkSkRWa2wTmXm+o4RETk4CVzHeQXgHJgA1DTtuGIiIiIiKRWMgnyIOfczDaPRERERETkCJDMHOS3zeyUNo9EREREROQIkMwI8jRgvpl9RHiKhQHOOTeuTSMTEREREUmBZBLkc9o8ChERERGRI0SLUyycc3uAwcCMyPOqZF4nIiIiItIetZjomtmNwPXADZFVGcBjbRmUiIiIiEiqJDMSfD4wB6gEcM4VAN3aMigRERERkVRJJkGudeG7iTgAM+vStiGJiIiIiKROMgnyk2b2ANDTzL4PvAE81LZhiYiIiIikRotXsXDO3W5mXwH8wBeAXzjnXm/zyEREREREUiCZy7wRSYiVFIuIiIjIUS9hgmxmFUTmHcfjnOveJhGJiIiIiKRQwgTZOdcNwMxuBjzAo4TvoncxuoqFiIiIiBylkjlJ72vOufuccxXOOb9z7o/AN9s6sKbMbLaZPejz+aiqqqKiogK/3091dTU+n49gMIjX68U5R2FhIQAFBQUAFBYW4pzD6/USDAbx+XxUV1fj9/upqKigqqqKsrIyamtrKSkpIRQK4fF4GtXR8LeoqIi6ujpKS0sJBAKUl5dTWVlJZWUl5eXlBAIBSktLqauro6ioKG4dHo+HUChESUkJtbW1lJWVqU1qk9p0lLRJRETaPwtfwa2ZAmZvA/cCTxCecvEd4Arn3GltH95n5ebmury8vFTsWkSkRWa2wTmXm+o4RETk4CUzgnwRMA8oijy+FVknIiIiInLUSeYyb7uBr7d9KCIiIiIiqdfcVSzupvmrWPyoTSISEREREUmh5qZY5AEbgE7ARGBn5JED1Ld9aCIiIiIih19zl3n7G4CZzQemO+eCkeX7gdcOS3QiIiIiIodZMifpZdH4usddI+tERERERI46ydxq+lbgPTNbHlk+A1jYZhGJiIiIiKRQMlexeNjMXgVOjaz6X+ecp23DEhERERFJjYRTLMxsVOTvRMJTKvZFHlmRdSIiIiIiR53mRpCvBhYAv4+zzQEz2iQiEREREZEUau4qFgsif6cfbOVmNhO4C0gH/uScuzVOmXmE5zQ7YKNzTnfpExEREZGUSeYqFo2Y2VfM7PUkyqUD9wLnANnAd8wsu0mZEcANwFTn3BjgJ62NR0RERETkUGpuDvIMM9thZp+Y2WNmlm1meYSvavHHJOqeAuxyzn3onKsFnuCzt6z+PnCvc+5jAOec9+CaISIiIiJyaDQ3B/n3hOcgryE8CrwW+D/n3F1J1j2Q8El9Dfbz6ZUwGowEMLPVhKdhLHTO/bNpRWa2IBILAwYMID8/P8kQRERERERap7kE2TnnVkSeP29mxa1IjgEsXp1x9j8COBMYBKw0s7HOubImgTwIPAiQm5vrcnJyWhGGiEhqbdiwYVBaWtproVBoFPH/bRQRkcPLpaWlbQuFQl+dNGnS/qYbm0uQe5rZN2KWLXbZOfdsCzveDwyOWR4EFMQpszZyG+uPzGw74YR5fQt1i4i0G2lpaa/1799/RL9+/SwtrdWnfoiIyCEWCoXM4/GM8Hg8bwCjmm5v7l/qN4HZMY/Y5VlJ7Hs9MMLMTjSzTOBCYEmTMs8D0wHMrDfhKRcfJlG3iEi7EQqFRvXr16+DkmMRkSNDWloa/fv37xAKhb4wZ86ckU23N3eZt8s+z46dc3VmdiWwlPD84r8457aY2c1AnnNuSWTbV81sK1AP/NQ5V/p59isicgTSyLGIyBEmLS0NMwP48Zw5c65asmRJqGFbi7ea/jycc68ArzRZ94uY547wDUmubss4REREREQS6AR0ASoaVmhIQ0REREQkhhJkEZEjkNcfYN4Da/BWBA5Jfddeey39+vVj7NixSZV/8sknGTFiBCNHjuTFF18E4MCBA0ybNo3s7GwmTpzI669/es+o2267jbFjx5Kdnc1NN90UXf/zn/+csWPHMnHiRJ5//nkAVqxYQW5uLtdee22r2zFv3jx27doFQGlpKbm5uYwfP56cnJxo/YksXbqUnJyc6CMzMzN62dD09PTo+h/96Ectlm8QCoUYM2YMJSUlzcazbt06xo0bx+jRo5k3b150fbz9NifR+5io/xOtPxhLlizh1lsb3xC3uLiYr33ta0nXES+eZPq5qeb6raKigqysLG6//fbounjHc0vuvPNOqqqqkm5bU819XuLFfzCfix07dnD66aeTnZ3NhAkT2Lt3b8Ky27dvJycnh65du5KXl/eZ7fHeX4CVK1eSnZ1NTk4OW7duTTq2ZCXab8o551p8AGOBecAlDY9kXtcWj0mTJjkRkSMV4XMsGv27lZeX1+p6fv7sJjfsf19yP39u8yGJa/Xq1W79+vVuzJgxLZatqalxw4YNcx6Px+3Zs8cNHz7c1dfXO4/H4/Lz851zzu3evdtlZWU555zbt2+fO+mkk1xtba2rqalxJ554ovvwww/d+vXrXW5urgsGg664uNgNGjTI+f1+N2/ePFddXe1++tOfum3btiXdhvfff9/NmTMnulxbW+sqKiqcc84VFxe7/v37u/r6+qTqKigocCeffHJ0uUuXLq0q3+DFF190l156abPxhEIhN2LECLdy5UrnnHNerzfp/TYV731M1P+J1h9q8+fPd2+++WaL5ZKJJ1E/N9Vcv1133XVu1qxZ7rbbbnPOJT6eWzJ06FBXXFzcYrlEEn1eEsV/MJ+LKVOmRI+rAwcOuJKSkhZfc8YZZ7j169cnVb9zzv3gBz9wf/nLX5Iu397k5eW52bNn/3n27NndXMy/2y2OIJvZjcDdkcd04HfAnLZK2EVEjnbffmANT+WF76MUrA/x7QfW8Nx74ctwVtfWc/69q/lH3j6cg6fy9nH+vav55/uFAPgqa/n2A2t4Y2sRQNIjzKeddhq9e/dOquy6desYM2YM/fr1Y8iQIQwePJhNmzbRr18/xo8fD8DQoUMJBoPU1NQAUFdXR01NDTU1NWRmZtKjRw/+/e9/k5OTQ4cOHejduzcDBw5k/fr1DQMvsYMwVFZWthjX4sWLOf/886PLGRkZdO3aFYDy8nJqamqoq6tLqo1PPPEEF1xwQVJlmyt/9913c9VVVzUbT15eHn369GHatGkA9OnTJ+n9NpXofYzX/82tj2fhwoWcccYZnHzyyVxxxRWMHDmS4uJiAC655BKGDBnClVde+ZnXzZ07l8ceeyyp+FuKp7XvS1M7duyguLiYSZMmRdclOp4TeeONN8jJyaGgoIDp06dHnwMsWrSIsWPHMnbsWB5++OFmY2nu8xJPaz8XGzdupGPHjtHjKisrixNOOAGAOXPmMH78eCZNmsQ999zTbJwQ//0tKysjJyeHJ598kptvvrnRCHKiflixYgVf+cpXuOCCCxg7diw/+clPAOjatSs33HADY8aM4fvf/36z+z2Y+NtCMlMsLgDOAjwufGWL8UDHNo1KROQYdqCsmlDktkoh5zhQVn1Y9+/xeBgwYAD3338/Tz75JP3796ewsLBRmaVLlzJhwgQ6duzIoEGD+PGPf8yQIUMYNGgQ11xzDb169SI7O5t169ZRVVXF3r17+eCDD/B4PFx++eVMmzaNUCiEc44FCxawYsWKFuNavXp1o8QHwj+nn3LKKYwbN4777ruPzMzMpNq4ePFiLrzwwuhyIBBg4sSJTJ06lbfeeqvF8gDbtm3jk08+aRRTvHj27t1L3759Oeecc5gwYQL33Xdf0vtNRqL+T7S+OXPmzOG8885j+PDhzJw5kzVr1gDwyCOPcPPNN8d9TW5uLm+//fZBxxkrXj/Hk6jfrr/+em688cZGZZM5nmOdffbZ5Ofnk5WVxfLly6PPd+/ezaJFi1i7di0rV67kxhtvxOv1thgrNP68JIq/tZ+LDz/8kJNOOinutvvuu4+NGzeydu1aFi1ahMfjaTa+eO9vz549yc/PZ86cOdx2223k5+eTnZ3dYj+sXr2ahQsX8v7777Nw4UIgnOjPnj2b/Px8li5dGv3Ckei4am38bSGZq1hUO+dCZlZnZt0BLzC8jeMSETlq/eMHX4o+z0hPa7RcEQhSXh2kPpIhB+sd/uogE4ceD0CvLpmNyvft1umQx9cwenX55ZcD8OyzzzZcCgkIJxzXXHMNL7zwAhAeaXr11Vf56KOPCAaDTJ06lVmzZnHKKacwf/58TjvtNAYOHMj06dPp1KkTM2bM4KWXXuIPf/gDL7zwAnfccQddunRpMa7CwsLPjL5269aNzZs388EHH7BgwQK++c1vkpGR0Ww9O3bsoLKyMjq6B7B//3769+/P+vXrOf/889m5cyedO3dOWB7gnnvu+czIV7x4AoEAy5cvZ9OmTfTs2ZPc3FxmzpzJ8OHDm91vshL1f+fOneOuHzBgQMK6evXqhd/vj/4tLy9vcf99+/ZtNuFsKc6GeBL1czzx+u2NN95g5MiRDB06tFHZlo7nZL333nucfvrp0V8JpkyZwqZNmzj77LObfV3Tz0ui+Fv7uXDOJWzHn//8Z55//nmccxQUFFBQUED//v1b3eZ4WuqHSZMmRefI9+zZE4DMzExOO+00AE488UQ8Hg9ZWVkJ99GW8ScrmRHkPDPrCTwEbADeBd5p06hERI5Ri5btJBT5D71BvXMsWrbrsMWQlZXVKOHxeDzR/5wCgQAXXHABt99+e3T06o033mDIkCH06NGD3r17M2HCBN577z0Arr76avLz83n55ZfxeDwMGTKE5557jnvvvTe6bdq0aUmNIHfu3JlAIP6UktGjR5ORkcHGjRtbrCfeKGVD+yZPnsyAAQPYs2dPs+X9fj+vvfZawukAsfH069eP0aNHM2TIELp3786kSZPYtm1bi/tNVqL+b+59ScTMGj3q6+tb3H8gEEgqqW8pnmRHjyF+v61bt45nnnmGUaNGcc899/C73/2OxYsXN3s8t4Zr8rlMRrzPS6L4W/u5GD58ePSE1VgrVqxg6dKlrF69mvz8fEaNGkUoFL2870F9OYjVUj/Em8YT+6XVzBrF01RL8R8uLSbIzrkfOufKnHP3A18BLnWf8yYiIiIS37t7ywjWN/4PKFjveHfPx222zxtuuIEbbrghujxlyhS2bNmC1+tl37597N+/n3HjxuGc49JLL+Wiiy5i5syZ0fINI2E1NTVUV1fz7rvvcuKJJwLhK00AvPnmm/h8PiZNmsTcuXP55S9/yf79+xk+fDgrV67koYceajHO7OzsRgnBgQMHovV7PB62bt3KwIEDo9sXLlzImWee+Zl6Hn/88UaJmM/no7o6PI1l9+7dFBQUMGTIkITlAR5++GEuvvjiRv/xJ4pn8uTJ7N27F5/PR21tLZs3b2b48OEt7jdR/E0l6v/m3pdDaceOHWRnZx90nA3i9TN8th8S9dstt9zCrl272LZtG1deeSXXXXcdF198ccLjuSXdu3fH5/NFlydOnMiqVauorKykrKyM9evXN1tPos9Lovhb+7nIycmhsrKSVatWAeFfWEpLS/H7/fTu3ZvjjjuOLVu2fOZL4wknnMD+/ftbbH8ire2H1mop/sOlxSkWFv6qcTEw3Dl3s5kNMbMpzjmNIouIHGKv/Pj0Nqn3iiuu4Nlnn6WkpIRBgwZx3333MWdO+Hzrpj+PZ2ZmcuuttzJ16lQA7rjjDtLS0li1ahXPPvss27dv58EHHwzH+8orTJs2ja997WuMHz+etLQ0/uu//ovRo0cDcNlll7Fr1y4yMjJ47LHHGo1ejR07luuvv57Jkydzyy23tNiGWbNmsXz58uhPuXv37mXBggUA1NfX89vf/rbR9IF9+/ZF29Bg3bp1dO3alS984QvRddu2beOyyy6jY8eOpKen86c//YnjjjsuYXnnHA899BBvvPFGo7qbi+fOO+9kxowZBINBLrroIkaNGsXbb7+dcL+J4k/0Pibq/0TrW2P37t3MnTs3mtitWrWKX//615x77rkALF++nPPOO6/Fepo7TuL1c6J+aO79iifR8dySq666irlz59KrVy+efvpphg0bxlVXXcWpp54KwI033kjfvn0Tvn716tVxPy+7d+9uNv7WfC4effRRvv/97+Pz+cjIyOCll15i5syZPPjgg4wfP55Ro0YxceLERq+5+uqrueyyy1i4cCGvvPIKtbW1zb6/TbW2HxJJdFy1FP/hYi0NlZvZH4EQMMM5N9rMjgdec85NPhwBNpWbm+viXb9PRORIYGYbnHO5ses2bNjgmp5cJq1XXV3N9OnTWbVqFR06tHwKTU5ODsuWLYue2X+ovPrqqzz66KM8/vjjh7Teptoq/kPt9NNP54UXXmjxBMCD1V76QdqnDRs2cNNNN/0F+MmSJUtadSe9U51zVwABAOfcx0BypwkfQmY228we9Pl8VFVVUVFRgd/vp7q6Gp/PRzAYxOv14pyLjoY0nCVZWFiIcw6v10swGIx+W/H7/VRUVFBVVUVZWRm1tbWUlJQQCoWiZ0w21NHwt6ioiLq6OkpLSwkEApSXl1NZWUllZSXl5eUEAgFKS0upq6ujqKgobh0ej4dQKERJSQm1tbWUlZWpTWqT2nSUtEnaTufOnaM/QScjPz+/TZKqc845p82TY2i7+A+l4uLipK6O8Xm0h36Qo08yI8jrgNOA9c65iWbWh/AI8oTDEWBTGkEWkSOZRpBFRNqPzzOCvAh4DuhrZr8CVgG/bpswRURERERSq8VJXM65xWa2gfDNQgyY65z7oM0jExERERFJgWYTZDNLAzY558YC2w5PSCIiIiIiqdPsFAvnXAjYaGZDmisnIiIiInK0SGYO8gBgi5ktM7MlDY+2DkxE5Jh0/zRY2OOzj/unfa5qn3zySUaMGMHIkSN58cUXD7r8unXrGDduHKNHj2bevHnR9enp6eTk5JCTk8OPfvSjZteXlpaSm5vL+PHjycnJ4fnnnwfCd9DKzc3l2muvbXX75s2b95m7ilVUVJCVlcXtt9/e4uuvvfZa+vXrF71Fbkv1tNSfoVCIMWPGUFJSAiTut3gS9U+iOJcuXRrt45ycHDIzM8nPz292H4niideug6m/OUuWLOHWW29ttK64uJivfe1rSdfR3PsVT7zjsLl2JTqe4zlw4ADTpk0jOzubiRMn8vrrr0e3xevn5so3584776Sqqiqpsq2NM157W/t5XLFiBbNmzYouz58/n6effhqA3/zmN4wZM4YxY8bwrW99q9Hrzj77bKZPn37Q7WozzrlmH8AZ8R4tva6tHpMmTXIiIkcqIM81+XcrLy8v+Qpe/B/nbu7t3I3dP33c3Du8/iDV1NS4YcOGOY/H4/bs2eOGDx/u6uvrW10+FAq5ESNGuJUrVzrnnPN6vdHXdOnSJW5d8dbX1ta6iooK55xzxcXFrn///q6+vt7NmzfPVVdXu5/+9Kdu27ZtSbfv/fffd3PmzPnM+uuuu87NmjXL3XbbbS3WsXr1ard+/Xo3ZsyYFutJpj9ffPFFd+mllzrnXLP9Fk+i/mkpTuecKygocCeffHKz9SeKJ5l2JVP/wZo/f7578803kyrbUj80lej4bNC0XS2Vj+XxeFx+fr5zzrndu3e7rKws51zifk5UviVDhw51xcXFSceVbJzOxW9vaz+Py5cvd+edd150+dJLL3VPPfWUe+edd9yXvvQlV1NT45xz7t13342WqaysdMOGDXMjRoyIHvOHW15enps9e/afZ8+e3c3F/LudzK2m34x9AHVA819/RUQksYfPg/cWh5/XB8PLG/8RXj7tKgjVNS4fqoMBOeHnlaXh8ttfDS9XFLW4u3Xr1jFmzBj69evHkCFDGDx4MJs2bWp1+by8PPr06cO0aeHR7D59+rSq2Q0yMjLo2rUrAOXl5dTU1FBXV9cwKBM7QENlZWWL9S1evJjzzz+/0bodO3ZQXFxMspfXO+200+jdu/dn1serJ5n+vPvuu7nqqqsAWt1vifqnuTgbPPHEE1xwwQXN1p8onmTalUz9Cxcu5IwzzuDkk0/miiuuYOTIkRQXFwNwySWXMGTIEK688srPvG7u3Lk89thjzdbdoKV+aK1k2pVIv379GD9+PABDhw4lGAxSU1OTsJ8TlU/kjTfeICcnh4KCAqZPnx59DrBo0SLGjh3L2LFjefjhhw8qzkQO9vPY1J49e+jTpw+ZmeFbaEyY8OlVglesWMHUqVOZOnUq//rXv1pdd1tKZooFZpZjZr8zs93ALYCuYiEi0ha69oMufSEtPbycnhle7tzzoKv0eDwMGDCA+++/nyeffJL+/ft/5vbSyZTfu3cvffv25ZxzzmHChAncd9990dcEAgEmTpzI1KlTeeutt1pcX1FRwSmnnMK4ceO47777yMzM5PLLL2fatGmEQiGccyxYsIAVK1a02L7Vq1d/JhG+/vrrufHGG1vRS/HFq6el/ty2bRuffPJJNKbm+i2ReP2TjMWLF3PhhRc2WyZRPMkcJ8nUDzBnzhzOO+88hg8fzsyZM1mzZg0AjzzyCDfffHPc1+Tm5vL2228n08xWS3QcNmjarpbKJ7J06VImTJhAx44dk3rfY8sncvbZZ5Ofn09WVhbLly+PPt+9ezeLFi1i7dq1rFy5khtvvBGv19vqOBO192A/j/Hi37p1a/TW2bHH1NKlSznrrLOYMWMGS5cubXXdbSnhVSzMbCRwIfAdoBT4B+EbixyBE0VERNqRy17+9Hl6RuPlzOPgB2/CXeMhVA+WBj94C7r1C2/vckLj8g3rm9Ew+nP55ZcD8Oyzz2JmrS4fCARYvnw5mzZtomfPnuTm5jJz5kyGDx/O/v376d+/P+vXr+f8889n586ddO7cOeH6bt26sXnzZj744AMWLFjAN7/5TWbMmMFLL73EH/7wB1544QXuuOMOunTp0mL7CgsLG43Kvvjii4wcOZKhQ4e2+NrmJKqnpf685557Go2QNtdvicTrn4yMjGbj3bFjB5WVldFRwkQSxdNSu5KtH6BXr174/f7o3/Ly8hZf07dv32a/uH0eiY5DiN+u5son4vF4uOaaa3jhhReAlt/3puVb67333uP000+P/towZcoUNm3axNlnn92qOBO1t7Wfx3j/ppgZPXv2ZPPmzfzzn//k2WefZdKkSWzdupWePXuydOlSrrnmGjp06MBNN910UP3QVpobQd5G+NrHs51z05xzdwP1hycsEZFjWLf+kHNxODnOuTipJLg5WVlZjRIPj8dD//79W12+X79+jB49miFDhtC9e3cmTZrEtm3hK4A21Dd58mQGDBjAnj17ml3fYPTo0WRkZLBx40aee+457r33Xq6++mry8/OZNm1aUiNWnTt3JhAIRJfXrVvHM888w6hRo7jnnnv43e9+x+LFi1usp6lE9TTXn36/n9dee63Rz/XN9VtLYvunJcmO7iaKp6XjJNn6IZwYxT7q61tOHwKBQItJ6MFq7jiM166WjtumAoEAF1xwAbfffjsnnXQS0Pz7Hq98azV8oWmNRPuN197Wfh6bfoFzzkV/+ejUqRNz587lkUceYdKkSaxdu5Y9e/bw0Ucf8dWvfpUZM2awb9++z5xom0rNJcjfBDzAcjN7yMwabhQiIiJt7YzrYMgX4YzrP3dVU6ZMYcuWLXi9Xvbt28f+/fsZN25cdPsNN9zADTfc0GL5yZMns3fvXnw+H7W1tWzevJnhw4fj8/morq4GYPfu3RQUFDBkyJCE6w8cOEBpaSkQTsK2bt3KwIEDmTt3Lr/85S/Zv38/w4cPZ+XKlTz00EMtti87O7vRf6y33HILu3btYtu2bVx55ZVcd911XHzxxdHtCxcu5Mwzz2yx3kT1NNefDz/8MBdffHGjZCFRvyWKJ1H/tOTxxx+Pm8A2rT9RPC0dJ4nqP1R27NhBdnb2566naXsTHYcNmrarpfJN63fOcemll3LRRRcxc+bM6PpE/ZyofEu6d++Oz+eLLk/8/+3deXxU9b3/8dcnYRHEoqjsouKOIAHickWvdemt1o221lq9VWkVuVXUn3W99l5xuV5tbW21pS1qbd2uVURBq2JFsIJCCYqgAoqKgtlIxixkIZPM5/fHmUwmIZNMkEwO4f18PPJgvnPOfOf9PXOGfPKdM+eMH8+iRYuoqqqirKyMZcuWNXu9Wkr1vKnG29H348iRI/nkk0+oqakhGo3ywQcfcPDBB/Ppp5/y0UcfAVBTU8P69esZNmwY8+bN45JLLmHNmjWsWbOGqVOn8vLLL6e9PTpbykMs3P1Z4Fkz2xWYBPw/YJCZ/R541t1fyVBGEZGdz26DYfJL26WrXr16cddddzFx4kQA7r33XrKymuZHWn6sLpyijwAAIABJREFUnWr9/v378+tf/5qTTjqJaDTK+eefz6GHHsqbb77J5MmT6d27N9nZ2Tz44IP07duXFStWtHr/u+++y5QpUwBoaGjg7rvvZsiQIYnnHz16NDfccEPimMX2nHHGGSxYsKDdj5YbbdiwITG2RpdffjmzZ8+mpKSE4cOHM2PGDM4666xWH59q+7g7DzzwAK+++mqz9VNtt1R5Pv/885TbJ1XOpUuX0q9fPw455JB2x9tWnlT7SVv9p2v9+vVMmjQpUZAtWrSIO++8k29961sALFiwgNNPPz2tvtp6vVqOd82aNa3uh6nG1db6rfW/ePFiZs+ezdq1a5k5cyYAL774IkOHDm11Oy9atCjl+m2ZNm0akyZNYsCAAcyaNYv99tuPadOmcfTRRwNwyy23MHDgwJSPT5Vz/fr1bY433ffj4MGDufLKKznyyCNxd374wx9yyCGH8MEHH3DxxRdTVVWFu3PhhRcyZswYpk+fzg9+8IPE408++WRmzpzZ6hc4u4J1ZIrezAYA3wO+7+4ndVqqNuTm5npeXl5XPLWISLvMbLm75ybft3z5ck/3bArScTU1NZx44oksWrSIHj3avEAsADk5OcyfP58999xzu+Z46aWXePTRR3niiSc69LjOypOp/reX448/njlz5jBgwICv1I+2p3TE8uXLufXWW/8EXD137tzKxvvTOotFI3ePuPsfu6I4NrMzzWxmJBKhurqayspKKioqqKmpIRKJEI1GKS4uxt0TsyGNp0EpKCjA3SkuLiYajSb+eq2oqKCyspLq6mrKysqoq6ujpKSEWCxGYWFhsz4a/y0qKqK+vp7S0lJqa2spLy+nqqqKqqoqysvLqa2tpbS0lPr6eoqKilrto7CwkFgsRklJCXV1dZSVlWlMGpPG1E3GJJnXp0+fxEfB6VixYkWnFDennXZah4vjzsyTqf63h02bNvHTn/70KxfHoO0p20eHZpDDQDPIIhJmmkEWEdlxdHgG2cxSn5RPRERERKSbausQi7cAzOzRDGUREREREelybX2boZeZXQQca2bfabnQ3Wd3XiwRERERka7RVoE8FbgA2B04s8UyB1Qgi4iIiEi3k/IQC3df5O7/AVzv7pNb/PwogxlFRHYa58w9h9uX3M6m6k3btd+nnnqKgw46iIMPPpjnn39+m9e/9tprGTRoEKNHj05r/ezsbHJycsjJyeHKK69M3L906VKOOOIIDjvsMM4999w2+1+4cCG5ublce+21HR73ueeeu9XVuSorKxk6dCj33HNPu49vbVzz5s1LjCknJ4devXqxYsUKAH7xi18wevRoRo0a1eqlc2OxGIcffjglJSWUlpaSm5vL2LFjycnJ4bnnnkus114/LaXanqlel5tvvpnRo0czfvz4Zs/bmi+++ILjjjuOUaNGMX78eP7+97+3ux1S5dkWc+fO5a677mp236ZNm/jmN7+Zdh8dGS+0nb+1/acjr1eq7dlW/6ned2359a9/TXV1ddrrdyRna+/rbXmfJveTk5PDG2+8sc15Wxtv42W4t4m7t/kD9AKuBGbFf6YBPdt7XGf9TJgwwUVEwgrI8xb/b+Xl5aX9+NF/Hu3jHhnnEx6d4Le9dZsXVxV/5Uxbtmzx/fbbzwsLC/2zzz7zkSNHekNDwzatv3jxYl+2bJkffvjhaa2/6667btV/LBbzgw46yN944w13dy8ubhpja/2fe+65XlNT49ddd52vWbMm7XG/9957ftZZZ211//XXX+9nnHGG/+IXv2jz8elst/z8fD/wwAPd3X3Dhg1+wAEHeF1dnW/ZssX3339//+STT5qt//zzz/tFF13k7u51dXVeWVnp7u6bNm3ywYMHe0NDQ1r9JEu1PVPlX7Zsmefm5no0GvVNmzb58OHDvaKiImX/hYWFvmLFCnd3X79+vQ8dOnSrdZK3Q1uv7/Z08cUX++uvv97ueh0db3v5W+4/HX292tuere2frb0v2rPvvvv6pk2b0l6/Izlbe19vy/u0tX62VWvjTaf/vLw8P/PMMx8688wzd/Ok/7fTOQ/yDGBC/N8ZwHjg99tekouI7NwmvzyZ59YFs1jRWJTJL0/m+Y+bZveisShbGrbw7EfPcursUznpqZN45sNnAPiy9ksmvzyZhRsWAlBSU9Lu8y1dupTDDz+cQYMGMWLECPbZZx9Wrly5Tesfe+yx7LXXXl+p/7y8PPbee2+OO+44APbee+/Estb69/jpSBt/cQFUVVW1O+7HH3+cb3/7283u+/DDD9m0aRPpnHYvnXE9+eSTnHPOOYl2fX09W7ZsYcuWLfTq1Yv+/fs3W//+++9n2rRpAPTs2TMxw1VeXs6WLVuor69Pq59kqbZnqvwff/wxOTk59OjRg7322othw4axbNmylP0PGjSIsWPHArDvvvsSjUbZsmVLyu3Q1uvbmunTp3PCCSdw4IEHcvnll3PwwQezaVPwCcqFF17IiBEjWr262qRJk3jsscfa7Bvo8Hjbyp9q/+nI69XW9kzVf2vvi1ReffVVcnJyyM/P58QTT0zcBrjvvvsYPXo0o0eP5uGHH26zn3Re92Tb+j5tzVlnncXYsWOZMGECv/3tbxP3L1y4kG984xucc845jB49mquvvrrN8QLcdNNNHH744Vx66aUdypBOgXyku1/k7q/FfyYDR3boWUREpMOisSh1DXVsqtnEox9s+wmFCgsLGTJkCH/4wx946qmnGDx48FaXl+6s9Wtraxk/fjwTJ07kH//4BxBcSnngwIGcdtppjBs3jhkzZrSZf+rUqRx33HHEYjHcnSlTprBw4cJ2x7148eKtCo0bbriBW265pd3HtjeuRo8//jjnnXceAMOHD+eqq65ixIgRDB8+fKsLX6xZs4bNmzc3y1RZWcmYMWM44ogjmDFjBr169Wq3n5ZSbc9U+UeNGsXSpUuprq7m888/Z/Xq1YkL37Rn3rx5jBs3jt69m58JNnk7dPT1haAgOv300xk5ciSnnnoqb731FgCPPPIIt912W6uPyc3N5c0332y3746Ot638re0/HX29krXcnh3ZP1M55ZRTWLFiBUOHDmXBggWJ2+vXr+e+++5jyZIlvPHGG9xyyy0UFxdvU87W3tfb8j6tqalpdojFhg0bAJgxYwbvvvsuS5Ys4b777mv2ei1evJjp06fz3nvvMX369JTjhaBAP/PMM1mxYgXz5s3r0AWd2r8mJzSY2QHu/jGAmY0EGtJ+BhERaebhU5tmbnpm9WzWTtYzqydZlsWkAycxdexUAPbYZY9m6+/Vp/1ZpcbZnKlTgz5mz56NmWVk/Y0bNzJ48GCWLVvGt7/9bT766CNqa2tZsGABK1euZPfddyc3N5dTTz2VkSNHttr/SSedxAsvvMCvfvUr5syZw7333suuu+7a7rgLCgqazf49//zzHHzwwey7777tPra9cUEw21dVVZWYZSsrK+Oll17i008/JRqNMnHiRM444wyGDBkCwG9/+9utZkJ32203Vq1axerVq5kyZQrf/e53qaqqarOfllJtz1T5x4wZw8UXX8yxxx7LsGHDOPHEE9lll13a3R6FhYX89Kc/Zc6cOc3ub7kdOvr6AgwYMICKiorEv+Xl5e3mGThwYJt/uDXq6HhT5X///fdb3X/ae91Tabk9O7p/dtQ777zD8ccfn/jU4qijjmLlypWccsopHcoJrb+vt+V92qdPn8Rx68keeughnnvuOdyd/Px88vPzGTx4MAATJkxIHIu9++67t9l/r169OPbYYwHYf//9KSwsTBTP7UmnQL4OWGBmnwAG7AtMTqt3ERHpsJaFcTpFcFuGDh3arJAoLCxM/LLp7PUb/z3yyCMZMmQIn332GYMGDeKwww5jxIgRQPALb82aNSkLqGeffZa3336ba665hquvvprjjjuOe++9l69//ettjrtPnz7U1tYm2kuXLuWZZ55hzpw5lJSUkJWVxZAhQ7jgggu2aTskz5pC8NH2iBEjEh+vjxs3jnfeeYchQ4ZQUVHBK6+8wr333tvqcx122GH07NmTd999l/Xr16fspzWptmdb+a+55hquueYaAI455pjEY1Opra3lnHPO4Z577uGAAw5otqzldujo6wtgZs1+Ghran4erra2lT58+7a4HHRtvqvyp9p/evXt36PVqzN5ye3Z0/+yoxj+YOiLV697a+3r16tXb9D5taeHChcybN4/FixfTt29fcnNzicViieVtHb7SUs+ePRO3zaxZP+1p9xALd58PHETwRb0rgUPcfUHazyAiImk7ZI9D+M5B3+Hl777Mz4752VcujiGYKXr//fcpLi5mw4YNbNy4kSOOOCKx/KabbuKmm25Ke/10+49EItTU1ACwfv168vPzGTFiBEceeSSff/45kUiEuro6Vq1a1WbxNGnSJG6//XY2btzIyJEjeeONN3jggQfaHfeoUaOancHijjvuYN26daxZs4YrrriC66+/vlnxMX369Ga/zNvbDk888USzwrBxRm3Lli3U1NTw9ttvs//++wPw8MMPc8EFFzT7hf3FF19QWloKBMXrBx98wLBhw9rsp7WcqbZnW/kbn/f1118nEok0O+yjZf/uzkUXXcT555/PqaeeutV2brkdOvr6bqsPP/yQUaNGpbVuR8abKn+q/aejr1eq7dne/tlRX/va14hEIon2+PHjWbRoEVVVVZSVlbFs2bI239epcqZ6X2/r+7SliooK9tprL/r27cv777/Pu+++u03j/arSmUHG3bcAqb9xISIi28Wss2Zt9z579erFXXfdxcSJEwG49957ycpqmh9p+TF1W+tffvnlzJ49m5KSEoYPH86MGTM466yzWl1/zZo1TJ48md69e5Odnc2DDz5I3759geCUTCeddBLRaJTzzz+fQw89tM3+AUaPHs0NN9zAkUceyR133NHuuM844wwWLFjQ7kfIjTZs2JAYQ3vbYenSpfTr149DDjkksf5xxx3HN7/5TcaOHUtWVhaXXHIJhx12GO7OAw88wKuvvtrs+T7//HOmTJkCQENDA3fffTdDhgxhyJAhrfaTKmf//v1Tbs9U+SdPnsy6devo2bMnjz32WLNDR1r2v3jxYmbPns3atWuZOXMmAC+++CJDhw5tdTu0lacj1q9fz6RJkxIF2aJFi7jzzjv51re+BcCCBQs4/fTT0+qrI+PtaP5Ur3uq/tvanqm09b5IZdq0aUyaNIkBAwYwa9Ys9ttvP6ZNm8bRRx8NwC233MLAgQNTPj5VzvXr16d8X0PH3qeNxyA3uuWWWzj99NOZOXMmY8eO5dBDD2X8+PFt9pFqvG196pUO25Yp966Um5vreXl5XR1DRKRVZrbc3XOT71u+fLmnc9YE2b5qamo48cQTWbRoET16tD8flJOTw/z589lzzz23a46XXnqJRx99lCeeeGK79NdZOTPV//Zy/PHHM2fOnLS/EJeKtufObfny5dx6661/Aq6eO3duZeP96ZzFIhTM7EwzmxmJRKiurqayspKKigpqamqIRCJEo1GKi4tx98RsSOO3FQsKCnB3iouLiUajib9GKyoqqKyspLq6mrKyMurq6igpKSEWiyW+MdnYR+O/RUVF1NfXU1paSm1tLeXl5VRVVVFVVUV5eTm1tbWUlpZSX19PUVFRq30UFhYSi8UoKSmhrq6OsrIyjUlj0pi6yZgkPPr06ZP4yDcdK1as6JQi5rTTTttuxTF0Xs5M9b89bNq0qUNni2iLtqe0pt0ZZDOb7+4nt3dfpmgGWUTCLMUMcmzcuHGWfFiDiIh0rVgsxttvv81tt92W/gyyme1iZgOAvcxsDzMbEP/ZD0jvHBkiIkJWVtaagoKCWEe+QS0iIp0nFotRUFAQq62tbfVqS20dlHUZcDVBMbyc4BRvABXA77ZrShGRbiwWi/3bJ598sqKgoGDPts4nLCIimeHu1NbWRh599NFHgd2B+uTlKQtkd/8N8Bszm+bu93dyThGRbmvChAkbzzrrrEuA7wClgKaSRUS6ngEDgJVz586tSV7Q7td63f1+MzsW2C95fXd/ZDuHFBHpzuYCW4AxQM921hURkc4XA5YBz7Zc0G6BbGaPAgcAK2i6xLQDKpBFRNI0d+7cGPBS/EdEREIsnQuF5AKjfEc7YbKIiIiIyDZI55xD7wFf7XIkIiIiIiI7iHRmkPcCPjCzfxIcPweAu7d9jUMRERERkR1QOgXy9M4OISIiIiISFumcxeJ1M9sXOMjdXzWzvkB250cTEREREcm8do9BNrNLgVnAH+N3DQOe68xQIiIiIiJdJZ0v6V0OTCS4gh7u/hEwMJ3OzexUM1trZuvM7MY21jvHzNzMctPpV0RERESks6RTIG9x97rGhpn1IDgPcpvMLJvgktSnAaOAH5jZqFbW2w24EliabmgRERERkc6SToH8upn9J9DHzL4BPA08n8bjjgLWufsn8QL7SeDsVta7Hfg5UJtmZhERERGRTpPOWSxuBH4MrAIuA14EHkzjccOADUntjcDRySuY2ThgH3d/wcyuTdWRmU0BpgAMGTKEFStWpPH0IiIiIiIdl06B3Af4k7s/AIlDJ/oA1e08zlq5L3FohpllAfcCF7cXwN1nAjMBcnNzPScnJ43YIiIiIiIdl84hFvMJCuJGfYBX03jcRmCfpPZwID+pvRswGlhoZuuBY4C5+qKeiIiIiHSldArkXdx9c2MjfrtvGo9bBhxkZvubWS/gPGBuUj/l7r6Xu+/n7vsBS4Cz3D2vQyMQEREREdmO0imQq8xsfGPDzCYANe09yN3rgSuAecBq4Cl3f9/MbjMzXaZaREREREIpnWOQrwKeNrPGwyOGAN9Pp3N3f5HgS33J9/13inW/nk6fIiIiIiKdqc0COf5Ful7AocAhBF+8W+Pu0QxkExERERHJuDYLZHePmdkv3f1fgPcylElEREREpMukcwzyK2b2XTNr7bRtIiIiIiLdSjrHIF8D7Ao0mFkNwWEW7u5f69RkIiIiIiJdoN0C2d13y0QQEREREZEwaPcQCwv8u5n9V7y9j5kd1fnRREREREQyL51jkGcA/wKcH29vBn7XaYlERERERLpQOscgH+3u483sHQB3/zJ+ZTwRERERkW4nnRnkqJllAw5gZnsDsU5NJSIiIiLSRdIpkO8DngUGmtn/AIuAOzs1VSvM7EwzmxmJRKiurqayspKKigpqamqIRCJEo1GKi4txdwoKCgDIzw8u/ldQUIC7U1xcTDQaJRKJUFNTQ0VFBZWVlVRXV1NWVkZdXR0lJSXEYjEKCwub9dH4b1FREfX19ZSWllJbW0t5eTlVVVVUVVVRXl5ObW0tpaWl1NfXU1RU1GofhYWFxGIxSkpKqKuro6ysTGPSmDSmbjImERHZ8Zm7t7+S2aHAyQSneJvv7qs7O1gqubm5npeX11VPLyLSJjNb7u65XZ1DRES2XcpjkM1sF2AqcCCwCviju9dnKpiIiIiISFdo6xCLvwC5BMXxacA9GUkkIiIiItKF2jqLxSh3HwNgZg8B/8xMJBERERGRrtPWDHK08YYOrRARERGRnUVbM8hjzawiftuAPvG2Ae7uX+v0dCIiIiIiGZayQHb37EwGEREREREJg3TOgywiIiIistNQgSwiIiIikkQFsoiIiIhIEhXIIiIiIiJJVCCLiIiIiCRRgSwiIiIikkQFsoiIiIhIEhXIIiIiIiJJdpgC2czONLOZkUiE6upqKisrqaiooKamhkgkQjQapbi4GHenoKAAgPz8fAAKCgpwd4qLi4lGo0QiEWpqaqioqKCyspLq6mrKysqoq6ujpKSEWCxGYWFhsz4a/y0qKqK+vp7S0lJqa2spLy+nqqqKqqoqysvLqa2tpbS0lPr6eoqKilrto7CwkFgsRklJCXV1dZSVlWlMGpPG1E3GJCIiOz5z967O0CG5ubmel5fX1TFERFplZsvdPberc4iIyLbbYWaQRUREREQyQQWyiIiIiEgSFcgiIiIiIklUIIuIiIiIJFGBLCIiIiKSRAWyiIiIiEgSFcgiIiIiIklUIIuIiIiIJFGBLCIiIiKSRAWyiIiIiEgSFcgiIiIiIklUIIuIiIiIJFGBLCIiIiKSZIcpkM3sTDObGYlEqK6uprKykoqKCmpqaohEIkSjUYqLi3F3CgoKAMjPzwegoKAAd6e4uJhoNEokEqGmpoaKigoqKyuprq6mrKyMuro6SkpKiMViFBYWNuuj8d+ioiLq6+spLS2ltraW8vJyqqqqqKqqory8nNraWkpLS6mvr6eoqKjVPgoLC4nFYpSUlFBXV0dZWZnGpDFpTN1kTCIisuMzd+/qDB2Sm5vreXl5XR1DRKRVZrbc3XO7OoeIiGy7HWYGWUREREQkE1Qgi4iIiIgkUYEsIiIiIpJEBbKIiIiISBIVyCIiIiIiSVQgi4iIiIgkUYEsIiIiIpJEBbKIiIiISBIVyCIiIiIiSVQgi4iIiIgk6dQC2cxONbO1ZrbOzG5sZfk1ZvaBma00s/lmtm9n5hERERERaU+nFchmlg38DjgNGAX8wMxGtVjtHSDX3Y8AZgE/76w8IiIiIiLp6MwZ5KOAde7+ibvXAU8CZyev4O4L3L063lwCDO/EPCIiIiIi7erRiX0PAzYktTcCR7ex/o+Bl1pbYGZTgCkAQ4YMYcWKFdsro4iIiIhIM51ZIFsr93mrK5r9O5ALnNDacnefCcwEyM3N9ZycnO2VUURERESkmc4skDcC+yS1hwP5LVcys1OAm4ET3H1LJ+YREREREWlXZx6DvAw4yMz2N7NewHnA3OQVzGwc8EfgLHcv7sQsIiIiIiJp6bQC2d3rgSuAecBq4Cl3f9/MbjOzs+Kr/QLoBzxtZivMbG6K7kREREREMqIzD7HA3V8EXmxx338n3T6lM59fRERERKSjdCU9EREREZEkKpBFRERERJKoQBYRERERSaICWUREREQkiQpkEREREZEkKpBFRERERJKoQBYRERERSaICWUREREQkiQpkEREREZEkKpBFRERERJLsMAWymZ1pZjMjkQjV1dVUVlZSUVFBTU0NkUiEaDRKcXEx7k5BQQEA+fn5ABQUFODuFBcXE41GiUQi1NTUUFFRQWVlJdXV1ZSVlVFXV0dJSQmxWIzCwsJmfTT+W1RURH19PaWlpdTW1lJeXk5VVRVVVVWUl5dTW1tLaWkp9fX1FBUVtdpHYWEhsViMkpIS6urqKCsr05g0Jo2pm4xJRER2fObuXZ2hQ3Jzcz0vL6+rY4iItMrMlrt7blfnEBGRbbfDzCCLiIiIiGSCCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCTJDlMgm9mZZjYzEolQXV1NZWUlFRUV1NTUEIlEiEajFBcX4+4UFBQAkJ+fD0BBQQHuTnFxMdFolEgkQk1NDRUVFVRWVlJdXU1ZWRl1dXWUlJQQi8UoLCxs1kfjv0VFRdTX11NaWkptbS3l5eVUVVVRVVVFeXk5tbW1lJaWUl9fT1FRUat9FBYWEovFKCkpoa6ujrKyMo1JY9KYusmYRERkx2fu3tUZOiQ3N9fz8vK6OoaISKvMbLm753Z1DhER2XY7zAyyiIiIiEgmqEAWEREREUmiAllEREREJIkKZBERERGRJCqQRURERESSqEAWEREREUnSo6sDiIiExh+Og8JVW98/eAxMXZT5PCIi0iVUIItI1wtLYTr8KNi0Fhrqmu7L7hXcLyIiOw0VyLLzCUsxphxN2ipM3cEMYjGoLIDe/WCX/tAQhQ1LYY/9oP9wqKuG92fD8CNh70Og5kt487dw2BkwdBxUFsK8/4QjL4V9/wVKP4bZl8LJt8DIE6BgJbz3zNbZLAtOuCEz20FEREJBxyDvLP5wHEzvv/XPH47b+XIMPyoovpJ1xSzhjpDDHRrqm+6vKIDKoqb2F8uheHVT+4O58NmbTe23fgdrX25qv3QjrHy6qf3EeZD3Jzjh+qAQTWZZ8PYj8I97gnZ9Ldw7CvIeDtp1VfDn0+GDOUE7Wg1zLodP/xFv18CiX0HR+0E7Vg/570BNpGmMffaArPg8Qd89Ycw5cMi3mrZHdi/IuQB2G5R6+4mISLejArmzhaEghK4txtyDHwhm97bK0ROGTQhuN0ShbENQ/ABEa4OZxdqKoL1lc1CU1ZQF7dpy+PSNYLYQoKoUPpwH1fEiqLIQ3pvd1C77HAaMDGYkkzXOEm76EJb8oan/og+CWcgtlUG74F1Y9OumfF8shzd+GeQE2PBPeP3nwTgA1i+CBf8bzH4CfLwAXrsjuH3C9UDLS71780Jx5dMw7+am9vK/wIvXN7WX/B7+9tOm9hu/hOevamrPvz0oGhu9dCM895Om9pwroKqk9eL0hBtg5tfhyfOb7n/sO/C3a5ras6cE4230ys1BxkZv3g9rXmhqf/o6bFrT1I5WQ30d7DY4KEQb/0tqLEyPnQb7xPfRHrvAmffBgacE7d67wYVzYdSkoN1nD7hqJYz9QdDebQj8dwTG/XvQ7j8crnwHDj09aO++D/z7M7DfxPjyYXD6L+G0u5u2h2aPRUR2St27QA5DcZpOYRpraCqwICjqyr9oahesbP4R+EevBkVho7cfhdVJRcjrP4cVTzS1506D3YamLoIePh0W/6bp/j/+Kyy+r6l937ig0GnMes/BQdEIwSzdXSPgrRlBu7Yc7hgUFJkAm4vh1t1h2YNBe9xFzT9Gh6CYHDgquF36Mfx6NHwYn3Us+RB+d1RQWEFQXD1wUlCIQjA7+JczIH9FvL0Knji3qQgrWAmzJkPkk6b2KzfDwac2f10OOT2YJcx/G16+AapLg/u/yAvWry0P2hv+Ca/e0lQgf74U5t8WzG5CMHu64H/lchT8AAAXPUlEQVSaCuTP3oTX7wKPF8ifvxUU2BAUhXsf1pQhu1fQXvtS031F78HHrzW1v/w0KNIbbS6CL9c3tbdsbiruE5L+GOi9G/T+WlP7a8Ngr4OCYrRxe1h206xp7o9gzPea1j/pZ3D0ZU3tb/+xeQF50QvwzTub2levgrPub2r/5C04+b+S1p8Lx0wNbp9wPfRozBDfN0+JH/4AkJUFEy6CwaPj7exgWf9hTe099g0OwYDgj6CWfwilo7FYtyzNHouI7KTMveUMVrjl5uZ6Xl5eeiu/cA288+jWxzWO+yGc8avUj4vWBgXQrnsG7bINQaE3PD7LuXE5lH8Oh387aK9+ISjAJl4ZtJfODNqn3RUUu/eOCgrLRpYNw3LhkleC9iNnB4Xmj+Pth78FGEz+W9B+8JSgsPnhs0H7j/8K/QbDBU8F7d8dA3sdCN9/LL78BBgyFs6KF7mPTILhucEsauP2sGyYcHGwHWb9CPY7HnInB+vPngIHnARjzwvaz/0EDvo3OHxSMBP8/FXBx9CHnBoUgq/8LCg4Dzgx2HYL7wza+x4bbMfF9wWPHz4hmIl9ZFJQ5MWiwesxdHyQde9DguJu9dwgz4D9g/a6V2HEvwSFUE0ZfL4Eho2HfgODduFKGDQa+g4IZppLPoK9Dw622ZbK4I+NPfaFnn2C41SrS4KJ298dGRS2PXaBaW8H/ddvCTLv0j8ouOrrgnV69QsKtIZosP169g2Kr4Z68IZgHGbB6+wePNas6fjZVCoL4Tdjm3JctbJrCrKw5HjhGlj+MEyY3PZ7tLNVFgZ/WJ3z5w5vBzNb7u65nRNMREQyoXsXyMm/9Bv12CX4Us6qp+CS+UEh88avghnSGz4N1nnlZ/DPB+FnhUH7pRthxeNw04ag/cI18MFzcH18VnLOFfDJQvh/7wXteTcHM38Xxo+NfOCk4NhHj8Vnj48MPiY+Pv5R9apZQeGVE/9oeN2rgMGBJwftL94ODkMYPCZof/kZ9OgdzHRBUPRl9wx+0t0eKsbCU4wpR5OvUJiGhQpkEZEd3w5ziIWZnWlmMyORCNXV1VRWVlJRUUFNTQ2RSIRoNEpxcTHuTkFBAQD5lTHIuQC3bAA8qycNY89ns/WjYZc9qCiLUFlZSe3uB7HlkLOp21JLSUkJsYO/RcUx1wV95OfDhIspOSX4WLyoqIj646/jy+89R21tLeXl5VSd/L9UTVlKeXk5tbW1lOZeQ/35z1BUFHyZqfDEXyV9fJ1F8Ql3E5t4NSUlJdTV1VG2zylUH3x205iGTSQyYFzTmIaOo8D3asqzx74UbHbcneLiYqLWk0h5JTU1NVRUVFBZWUl1dTVlZWXU1dUFY4rFKKwi2B4Y5FxAfmVD05jq6yktLW0aU1UVVVVVTWMqLaW+vj4xpvz8/Gb/FhYWEovFmsZUVpb6darJwnPO3ypHQUFB05iiUSKRSPtjKixsNU86Y4occSmxfY5h0+E/+upjarnvxftIZ0zl4y4jNvxoSsdc+pXH9FVep8rx/0HD8KP4cuxlX3lM2/w6xfpQde4sqrL6dc6+l4ExiYjIjq97zyCDZitbCssMXVhyiGxnmkEWEdnx7TAzyNssLF+4OeF6GHFM138jfrfBMPmlri9Kw5JDREREpIWd40IhJ1wPm1Z3bXHaWBCKiIiISKjtHAWyilMRERERSVP3P8RCRERERKQDVCCLiIiIiCRRgSwiIiIikkQFsoiIiIhIkm5dIJ8z9xxuX3I7m6o37dQZlCN8GZQjfBnClENERLpWt75QyJi/jKFnVk+yLIuzDzybqUdMZe++e3dywvBlUI7wZVCO7Z/B3Yl5DDMjy7Jwd6KxKFmWRY+sHrg7NfU19MzuSc+snsQ8RlW0il2yd6Fndk8aYg3kPJrzlXPoQiEiIju+bj2DDBCNRdnSsIVnPnyG02afxu1LbievKI956+fREAsucbw2spa5H89NPGbVplU88+EzifbyouX8dc1fE+0389/ksQ8eS7QXbljIX97/S6I9b/08Hlr10FYZnv3oWU6bfRqTX57Mr5f/OrH8r2v+yoOrHky0H1/9OH9670+J9l/e/0uz/h9c9SCPvP9Iov37d3/P46sfT7Tvf+d+nlj9RKJ97/J7m+WYtXYW/zbr3xIzZf+z5H+ajXf6m9N5bt1zifbNi25utn2ue/06XvjkhUT7qteu4qVPX0o8x7TXpjFv/TwAaupruGL+Fcz/bH6r2+PU2afyjae/wfMfPw9ASU0Jl/39Mt784k0ACqsKufSVS1lasBSADZUbuOSVS1hetByA9eXr+fG8H7OieAUA675cx+SXJ7Nq0yoAVpeu5uKXL2Z16WqAxP2NGWZ/OJuTnz6Z616/jk3Vm1hWuIyLXrqIDRUbAHgr/y0ueukiCjYHlyZe9MUiLn754sQM48INC5n88mS+rP0SgPmfzedH835EZV0lEOwLP573Y2rqawD42yd/45J5lxBtiG61LRr3jckvT05sq7+u+Ss/efUnifbjqx9n2vxpifaf3/szV752ZaL9wMoHuGbhNYn2jBUzuO716xLt37z9G25848ZE+55l9zTLMWvtLE6ZdUpi35j+5nRuefOWxPo3/OMGpr85PdG+esHV3PrWrYn21L9P5fa3bk+0L375Yu5Yckei/f0Xvs//Lv3fRPvs587m7n/evVWGxvfqcf93XGL/BTjq8aO47+37Eu0xfxnDjBUzEo/PeTQn8d6rrq9mwmMTEu+Nsi1lHP3E0Ty19ikg2NeO/b9jeXbdswAUVhc2y9H4mmhGWURk59OpBbKZnWpma81snZnd2Mry3mb21/jypWa2X2dlafAGtjRs4em1T/OzRT/j2tevpcGDAnn+5/O5edHNNM6mv7bhNe5Y2vRLfcHnC/jl8l8m2gs3LOQPK/+QaL++8XUefu/hRPvN/DcTv3STNf7izSvK48m1Tybuf2fTOyzJX9LULn6HZYXLmrXfKX4n0X63+F3eK3kv0V65aSUflH6QaK/atIqPyj5KtJPXBYgRo97reXrt01z3j+tYE1nDF5u/SCz/8MsPKagqSLTXla1rViB8Wv5poiAE2LB5AxVbKhLtwqpCNtdtBoJZveLqYqrrq1vdHnUNdRRWFyaKGndnc3Qz0Vg00a6tr038MYNDXUMdMY/Fm059rB6n9U9CGmcTGyXfBqj34LHz1s/jun9ch2H0zOoJ1vT4HlnNTxeeZVmYWavP5wSzmI15Yh6jPlafWB7zWGJsLbfFloYtLC9azprImqb1iSX208btkTzWlvmys7KbtXtm9aRXdq9Eu1d2L3bJ3iXR7tOzT7McMWLEPJbYNwbsMoA9d9kzsXxYv2EM3nVwoj2y/0j22W2fRPuwPQ9j5O4jE+3xA8dz8B4HJ9oTh05k1J6jEu2TR5zMmL3GbJWh8b3ap2cfxg8cn1h24agLmTBoQqJ92RGXkTsomKzNtmwuz7k8sbxXVi+uGn8V4waOC8baow/XTLiGnIE5APTr2Y9rc69l7N5jAejfq3+zHI2vSeO2EBGRnUenHWJhZtnAh8A3gI3AMuAH7v5B0jo/AY5w96lmdh7wbXf/flv9dvQQi0Y9rAfZWdlMOnAS3z/k+xjGyN1HkmVZlG8pp6KuguH9hmNmbK7bTHV9NQP7DgSgOlpNNBalf+/gF2i0IUqMGL2zewNB0WNYq0VTcobGj24nHTiJqWOnslefvdIax/agHOHKoBzhy7C9cugQCxGRHV9nXknvKGCdu38CYGZPAmcDHyStczYwPX57FvBbMzPfjlV7Or/k+vfunyh+Afr16ke/Xv0S7b49+zbvM7tns3bLWcltyZAJyhGuDMoRvgxhyiEiIl2nMwvkYcCGpPZG4OhU67h7vZmVA3sCJckrmdkUYArAkCFDWLFiRVoBRuwygoN2PYhJgyaxe8/d2bh2IxvZuE2D2VZhyKAc4cugHOHLEKYcIiLStTrzEIvvAd9090vi7R8CR7n7tKR13o+vszHe/ji+TmmqfjtyiIWISKbpEAsRkR1fZ35JbyOwT1J7OJCfah0z6wH0ByKdmElEREREpE2dWSAvAw4ys/3NrBdwHjC3xTpzgYvit88BXtuexx+LiIiIiHRUpx2DHD+m+ApgHpAN/Mnd3zez24A8d58LPAQ8ambrCGaOz+usPCIiIiIi6ejML+nh7i8CL7a477+TbtcC3+vMDCIiIiIiHdHtr6QnIiIiItIRKpBFRERERJKoQBYRERERSaICWUREREQkiQpkEREREZEkKpBFRERERJKoQBYRERERSWI72oXrzKwc+CjF4v5AeYplewElHXzM9l6WKsO29ret+bYlR2dsp+74mrS1bHu/Jtv6XHpN0nvMtuY4yN37p1gmIiI7AnffoX6Amdu4LG8799fhZakyfIX+tuu26KTn2qlek6+wDUO9b+g12T459KMf/ehHPzvGz454iMXz27hse/cXhhzbO0NnPNfO9pq0tWx7vybb+lxh2BZhyZHJ10RERHYQO9whFtvKzPLcPXdnz6Ac4cugHOHLEKYcIiKSeTviDPK2mtnVAQhHBlCOZGHIAMqRLAwZIDw5REQkw3aaGWQRERERkXTsTDPIIiIiIiLtUoEsIiIiIpJEBbKIiIiISBIVyCIiIiIiSXp0dYDtzcx+BTzj7ou7OMcA4AogH3gI+E/gX4DVwJ3u/mUGs5wIfBfYB6gnuBLhg+6+LkPP3wP4MfBtYCjgBNtlDvCQu0czkUMkFTPrS/B+deB+4DzgO8Aa4DZ339yF8UREJMO64wzyD4HfmNlnZvZzMxvXRTkeA3YFJgALgMHA3UAN8OdMhTCzu4ALgSVAFPgE+Bh42sy+l6EYjwI5wHTgW8DpwK3AWILt1OXMLGOn9DKzbDO7zMxuN7OJLZb9LFM5UtlJt8WfgUHA/sDfgFzgHsCA32cwh4iIhEC3O82bmb3j7uPM7CCCWaDzgGzg/4D/c/cPM5RjhbvnmJkBG919WMtlGcqxyt3HxG/3AF5394lmtgfwhruPzkCGte5+SIplH7r7wZ2dIf5cA1ItAt519+EZyvEg0Bf4J8EfdK+7+zXxZW+7+/gMZNC2aJ4j+f1aAAxxd4+333X3IzKRQ0REwqHbHWJB8BEp7v4RcDtwu5kdAfwAeBE4MEM5suJF6G5APzPbz93Xm9meQK8MZQCImdkAd48QHN6QDeDuX8Z/+WfCl/HZ6mfcPQZgZlnA94CMHWoCbAI+IygCG3m8PTCDOY5qLLjM7LfADDObTbCPZuo10bZoRbwoftHjMwfxdveaRRARkXZ1xwJ5q1+q7r4SWAnclMEc/0tw/CLAj4AH4/XoYQSHF2TKncA7ZrYWOBT4DwAz2xt4N0MZziM4vGSGmTUWxLsTHHpyXoYyQHB4ycnu/nnLBWa2IYM5En8guXs9MMXM/ht4DeiXoQzaFs3lmVk/d9/s7j9qvNPMDgAqM5hDRERCoDseYtEvLF+oMbNsgm1cHz+8IQf4wt0LMpxjADASWOfuZZl87lay7EmwTUq64LkvBxa5+1Z/GJjZNHe/P0M5HgMec/eXW9x/CfB7d++ZgQzaFmkyM/Pu9h+liIi0qdsVyABm1h84FRhG0xkT5mW6OFSO9pnZN9z9712dQ8TMDgXOpvn7ZK67r+7SYCIiknHd7iwWZnYh8DbwdYIv/+wKnAgsjy9Tji7I0YaHujoABIV6V2eAzOYws0PN7AYzu8/MfhO/fVimnj9MOczsBuBJgkO0/gksi9/+PzO7MZNZRESk63W7GeT4sbZHt5wdjX9hbmkGz5igHE3PNTfVIuAkd9+1szO0x8w+d/cRO0uOeEH4A4KicGP87uEEx4Q/6e53dXaGkOX4EDi85Tm5zawX8L67H5SJHCIiEg7d9Ut6rVX9MTL7rXjlaHI88O9Ay2PDDTgqQxnaK9T33Mly/JjWC8JfAe8DGSlMQ5QjRnCWl89a3D8kvkxERHYi3bFA/h/gbTN7BWj8Nv4I4BsEp31TjsznWAJUu/vrLRfEZ7gzJRSFekhyhKUgDEuOq4H5ZvYRzd8nBxJcYU9ERHYi3e4QC0gcPvBNgi/bGMFHt/MyeXln5QgfM3sJ+Lm7L2hl2T/c/V93lhxmdirwW4LLjm9VELY8q0R3zxHPkkXwB0ry+2SZuzdkKoOIiIRDtyyQWzKzM9z9BeUIT44wZNjZhaUgDEuOVnJNcfeMXXZbRETCY2cpkDN2yVrl2HEyxHOEolAPQ46wFIQhyhGKfVRERDKv253mLYWMX7I2BeVoEoYMALd1dYC4MOSY2tUB4sKSIyz7qIiIZNjOUiBf1tUB4pSjSRgyQHiKoDDkCEMGCE+OM7s6gIiIdI3ueBaLVq+IZWaVmb4ilnKEK0MKYSnUw5AjLAVhKHK4+0YAM5vs7g93dR4REcmcbjeDHJYrYilHuDIkZWl21TbgxDBcPa6rciRLLgiVo5lbuzqAiIhkVrf7kl5YroilHOHKEH++sFy1LRQ5UtnZrioYf66VqRYBB7t770zkEBGRcOiOh1iE5cIDyhGuDBCeq7Z1eY52CsJBnf38YcsRf65vAi3PDW7AmxnMISIiIdAdC+SwXBFLOcKVAcJTqIchR1gKwrDkeAHo5+4rWi4ws4UZzCEiIiHQ7Q6xgPBceEA5QpchFFdtC0MOM3sIeNjdF7Wy7Al3P7+zM4Qph4iISLJuWSCLpBKGQj1MOURERGRr3fEsFkeY2RIz22BmM81sj6Rl/1SOzOcIQ4ZG7h5z9yXu/oy7z4rfznhRGpYcEgjTPioiIl2v2xXIwAxgOjAG+BBYZGYHxJf1VI4uyRGGDKEpgsKQIwwZwpSDkOyjIiISDt2xQO7n7i+7e5m730PwJbCXzewYggtUKEfmc4QhA4SnCApDjjBkCFOOsOyjIiISAt3xLBZmZv3dvRzA3ReY2XeBZ4ABytElOcKQAeJFUPz2PWa2nKAI+iFd8EdLF+cIQ4Yw5QjLPioiIiHQHWeQ7waaXZHM3VcCJwOzlaNLcoQhA8SLoKQMC4DvAo8C++5kOcKQIUw5wrKPiohICOgsFrLTMLPzgU/cfUmL+0cA/+Xul+4sOcKQIUw5REREknW7Ajk+G3UTMAnYO353MTAHuMvdy5QjsznCkEGkLdpHRUQkWXc8xOIpgqtyfd3d93T3PYET4/c9rRxdkiMMGTCz/mZ2l5mtMbPS+M/q+H2770w5wpAhTDkIyT4qIiLh0B1nkNe6+yEdXaYc3TtD/LnmAa8Bf3H3wvh9g4GLgFPc/Rs7S44wZAhZjlDsoyIiEg7dcQb5MzO73swGNd5hZoPM7AaaLuurHJnNEYYMAPu5+92NhRiAuxe6+90El3remXKEIUOYcoRlHxURkRDojgXy94E9gdfN7EsziwALCU7VdK5ydEmOMGSA8BRBYcgRhgxhyhGWfVREREKg2x1iAWBmhwLDgSXuvjnp/lOTzrmqHBnMEZIMewA3AmcDgwjOs1sEzAXudvfIzpIjDBnClCOepcv3URERCYduVyCb2ZXA5cBqIAe4yt3nxJe97e7jlSOzOcKQISlLKIqgMOQIQ4aw5AjTPioiIl2vOx5icSkwwd0nAV8H/svMroovM+XokhxhyNBYBM0huIzwe2Z2dtLiO3emHGHIEKYchGQfFRGRcOiOl5rObpyFcvf1ZvZ1YJaZ7Utmf9EpR7gyQFMRtNnM9otn2M/df7MT5ghDhjDlCMs+KiIiIdAdZ5ALzSynsRH/pXcGsBcwRjm6JEcYMkCLIohgpvA0M/sVXViMdVGOMGQIU46w7KMiIhIC3bFAvhAoTL7D3evd/ULgX5WjS3KEIQOEpwgKQ44wZAhTjrDsoyIiEgLd7kt6IqmY2XCgPvmcu0nLJrr74p0lRxgyhCmHiIhIMhXIIiIiIiJJuuMhFiIiIiIi20wFsoiIiIhIEhXIIiIiIiJJVCCLiIiIiCT5/0fxOlZqyNK9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run BikeCode.ipynb\n",
    "wandering(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "# Eddington Number\n",
    "\n",
    "The  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, was a pre-Strava bicyclist who favored this metric:\n",
    "\n",
    "> *Your [**Eddington Number**](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the largest integer **e** such that you have cycled at least**&nbsp;e** miles on at least**&nbsp;e** days.*\n",
    "\n",
    "I'll look at the **miles** column across all my **rides** to compute my Eddington number:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_number(rides['miles'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**My Eddington Number is 63**: I've ridden at least 63 miles on at least 63 days (but not 64 miles on 64 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: his number was **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. I don't think I will reach 84, but how many more rides do I need to reach 65? or 70? I'll call the difference the Eddington gap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{64: 3, 65: 7, 66: 11, 67: 19, 68: 23, 69: 34, 70: 40}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{mi: Ed_gap(rides['miles'], mi) \n",
    " for mi in range(64, 71)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I need just 7 more rides to reach 65, but 40 to reach 70.\n",
    "\n",
    "Eddington was English, so he used miles, but we could also consider a **metric Eddington number**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_number(rides['kms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{88: 1, 90: 5, 92: 10, 94: 18, 96: 23, 98: 31, 100: 36}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{km: Ed_gap(rides['kms'], km) \n",
    " for km in range(88, 101, 2)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My **metric Eddington Number is 87**, and my gap to 90 is 5 more rides, and to 100 is 36 more rides.\n",
    "\n",
    "Here are some properties of Eddington numbers:\n",
    "- Your Eddington number is monotonic: it can never decrease over time. \n",
    "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n",
    "  + *Suppose I have done 49 rides, each of exactly 50 miles. My Eddington number is 49.*\n",
    "  + *With one 50 mile ride, my Eddington number becomes 50.*\n",
    "  + *I would then need 51 new 51+ mile rides to reach 51.*\n",
    "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n",
    "- Your metric Eddington number will never be more than 1.609344 times your  imperial Eddington number.\n",
    "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number.\n",
    "\n",
    "Here is my Eddington number progress over the years, in miles and kms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>Ed_km</th>\n",
       "      <th>Ed_mi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>65</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>72</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019</td>\n",
       "      <td>79</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021</td>\n",
       "      <td>87</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  Ed_km  Ed_mi\n",
       "0  2013     27     23\n",
       "1  2014     45     34\n",
       "2  2015     60     41\n",
       "3  2016     65     46\n",
       "4  2017     72     51\n",
       "5  2018     76     53\n",
       "6  2019     79     55\n",
       "7  2020     86     61\n",
       "8  2021     87     63"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ed_progress()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
    "\n",
    "1. a period of 24 hours; \n",
    "2. a unit of time, reckoned from one midnight to the next;\n",
    "3. the part of a day when it is light. \n",
    "\n",
    "I originally assumed sense 2, but I wanted to accept sense 1 for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight](https://oneofsevenproject.com/s24o-bikepacking-guide/) (S24O).  And then COVID struck, the camping sites closed, so why not allow an S24O ride where I sleep in my own home? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this modest accomodation on my part."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hill-Index: Speed versus Grade on Short Segments\n",
    "\n",
    "The Eddington number reminds me of the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n",
    "\n",
    "> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n",
    "\n",
    "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'mph', segments, 'Miles per hour versus segment grade in percent')\n",
    "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both  best-fit curves are above the red circle at 6% and below the red circle for 7%, so  **my hill-index is 6**. We also see that I can cruise at 15 to 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Speed versus Grade on Long Rides\n",
    "\n",
    "The plot above tell me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of my speed versus steepness (measured in feet climbed per mile rather than in percent)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('fpm', 'mph', rides, 'Speed (miles per hour) versus Ride Grade (feet per mile)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, my speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n",
    "\n",
    "I can use this to predict the time of a ride.  For example, if I'm in  La Honda and want to get to Pescadero, which is faster: the [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 361 ft climb), or the  [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 853 ft climb)? We can estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 70 min, Creek: 64 min.'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Coast: {estimate(15.7, 361):.0f} min, Creek: {estimate(13.5, 853):.0f} min.'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast route—I guess Google lacks confidence in my climbing ability).  This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VAM\n",
    "\n",
    "Climbing speed measured by vertical ascent per hour is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for the steepest of rides, in my experience,  power goes largely to cursing *sotto voce*, as they say in Italian.) \n",
    "\n",
    "Here's a plot of my VAM versus grade over short segments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'vam', segments, 'VAM (vertical feet per hour) versus segment grade in percent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I see a wide spread of VAM numbers; at 7% to 8% I range from 1500 to 3000 ft/hour.  Champion cyclists sprint at over 6000 ft/hour, and can sustain [5400 ft/hour for 7 hours](https://www.strava.com/activities/4996833865]). As we can see in the segments listed below, I can sustain 3000 ft/hour for only a few minutes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Davenport Kicker</td>\n",
       "      <td>0.0214</td>\n",
       "      <td>0.24</td>\n",
       "      <td>74</td>\n",
       "      <td>11.21</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>5.84</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>3073.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.72</td>\n",
       "      <td>3051.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0569</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.38</td>\n",
       "      <td>2917.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1339</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.39</td>\n",
       "      <td>2763.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>8.19</td>\n",
       "      <td>2629.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Stirrup to Moon</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.36</td>\n",
       "      <td>159</td>\n",
       "      <td>5.86</td>\n",
       "      <td>2590.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>8.36</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>7.82</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1053</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2412.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Page Mill to Ventana</td>\n",
       "      <td>0.0817</td>\n",
       "      <td>0.47</td>\n",
       "      <td>196</td>\n",
       "      <td>5.75</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>7.90</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2373.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Woodland Way</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.13</td>\n",
       "      <td>63</td>\n",
       "      <td>4.87</td>\n",
       "      <td>2360.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>9.18</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.1108</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
       "18                Davenport Kicker  0.0214   0.24    74  11.21  3458.0  308.0   \n",
       "39                  Limantour Spit  0.0886   0.47   303   5.30  3420.0  645.0   \n",
       "103                 Westridge 3min  0.0781   0.37   240   4.74  3073.0  649.0   \n",
       "90                Tunitas flattens  0.0544   0.42   166   7.72  3051.0  395.0   \n",
       "91                Tunitas flattens  0.0569   0.42   166   7.38  2917.0  395.0   \n",
       "51             Old La Honda Mile 1  0.1339   0.99   370   7.39  2763.0  374.0   \n",
       "101                      Westridge  0.1411   0.68   385   4.82  2729.0  566.0   \n",
       "60                  Pomponio Creek  0.0464   0.38   122   8.19  2629.0  321.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96  2624.0  377.0   \n",
       "80                 Stirrup to Moon  0.0614   0.36   159   5.86  2590.0  442.0   \n",
       "104                 Westridge 3min  0.0931   0.37   240   3.97  2578.0  649.0   \n",
       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
       "61                  Pomponio Creek  0.0486   0.38   122   7.82  2510.0  321.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54  2466.0  377.0   \n",
       "29                         Joaquin  0.1053   0.33   254   3.13  2412.0  770.0   \n",
       "55            Page Mill to Ventana  0.0817   0.47   196   5.75  2399.0  417.0   \n",
       "53              Page Mill to Moody  0.0472   0.21   112   4.45  2373.0  533.0   \n",
       "109                   Woodland Way  0.0267   0.13    63   4.87  2360.0  485.0   \n",
       "102                      Westridge  0.1644   0.68   385   4.14  2342.0  566.0   \n",
       "64              Redwood Gulch wall  0.1108   0.43   258   3.88  2329.0  600.0   \n",
       "\n",
       "       pct   kms  \n",
       "18    5.84  0.39  \n",
       "39   12.21  0.76  \n",
       "103  12.29  0.60  \n",
       "90    7.49  0.68  \n",
       "91    7.49  0.68  \n",
       "51    7.08  1.59  \n",
       "101  10.72  1.09  \n",
       "60    6.08  0.61  \n",
       "49    7.14  5.36  \n",
       "80    8.36  0.58  \n",
       "104  12.29  0.60  \n",
       "63   15.89  0.29  \n",
       "61    6.08  0.61  \n",
       "50    7.14  5.36  \n",
       "29   14.58  0.53  \n",
       "55    7.90  0.76  \n",
       "53   10.10  0.34  \n",
       "109   9.18  0.21  \n",
       "102  10.72  1.09  \n",
       "64   11.36  0.69  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On segments that are at least a kilometer long my VAM tops out at about 2700 ft/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1339</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.39</td>\n",
       "      <td>2763.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>6.19</td>\n",
       "      <td>2312.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.0872</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>8.60</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.1708</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>5.39</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>2190.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>West Alpine switchback</td>\n",
       "      <td>0.1489</td>\n",
       "      <td>0.78</td>\n",
       "      <td>322</td>\n",
       "      <td>5.24</td>\n",
       "      <td>2163.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>7.82</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.2042</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.0947</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>7.92</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.1883</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>4.89</td>\n",
       "      <td>2045.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sand Gill Sharon-top</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>0.85</td>\n",
       "      <td>136</td>\n",
       "      <td>12.59</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>11.40</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Stage Rd</td>\n",
       "      <td>0.1933</td>\n",
       "      <td>1.01</td>\n",
       "      <td>373</td>\n",
       "      <td>5.23</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>6.99</td>\n",
       "      <td>1.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
       "51             Old La Honda Mile 1  0.1339   0.99   370   7.39  2763.0  374.0   \n",
       "101                      Westridge  0.1411   0.68   385   4.82  2729.0  566.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96  2624.0  377.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54  2466.0  377.0   \n",
       "102                      Westridge  0.1644   0.68   385   4.14  2342.0  566.0   \n",
       "52             Old La Honda Mile 1  0.1600   0.99   370   6.19  2312.0  374.0   \n",
       "16             Canon to No Cycling  0.0872   0.75   198   8.60  2271.0  264.0   \n",
       "27                         Huddart  0.1708   0.92   385   5.39  2254.0  418.0   \n",
       "94                   Tunitas steep  0.2708   1.20   599   4.43  2212.0  499.0   \n",
       "110                 Woodside Climb  0.1347   1.71   295  12.69  2190.0  173.0   \n",
       "42             Lower Redwood Gulch  0.2167   1.03   474   4.75  2187.0  460.0   \n",
       "98          West Alpine switchback  0.1489   0.78   322   5.24  2163.0  413.0   \n",
       "41                   Lobitas Creek  0.2042   0.96   430   4.70  2106.0  448.0   \n",
       "17             Canon to No Cycling  0.0947   0.75   198   7.92  2091.0  264.0   \n",
       "28                         Huddart  0.1883   0.92   385   4.89  2045.0  418.0   \n",
       "95                   Tunitas steep  0.2964   1.20   599   4.05  2021.0  499.0   \n",
       "65            Sand Gill Sharon-top  0.0675   0.85   136  12.59  2015.0  160.0   \n",
       "111                 Woodside Climb  0.1500   1.71   295  11.40  1967.0  173.0   \n",
       "37          Kings Greer to Skyline  0.7814   3.92  1536   5.02  1966.0  392.0   \n",
       "72                        Stage Rd  0.1933   1.01   373   5.23  1930.0  369.0   \n",
       "\n",
       "       pct   kms  \n",
       "51    7.08  1.59  \n",
       "101  10.72  1.09  \n",
       "49    7.14  5.36  \n",
       "50    7.14  5.36  \n",
       "102  10.72  1.09  \n",
       "52    7.08  1.59  \n",
       "16    5.00  1.21  \n",
       "27    7.93  1.48  \n",
       "94    9.45  1.93  \n",
       "110   3.27  2.75  \n",
       "42    8.72  1.66  \n",
       "98    7.82  1.26  \n",
       "41    8.48  1.54  \n",
       "17    5.00  1.21  \n",
       "28    7.93  1.48  \n",
       "95    9.45  1.93  \n",
       "65    3.03  1.37  \n",
       "111   3.27  2.75  \n",
       "37    7.42  6.31  \n",
       "72    6.99  1.63  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments[segments['kms'] > 1], 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can also look at VAM numbers for complete rides. I would expect the ride numbers to be half the segment numbers (or less) since most of my rides are circuits where I return to the start, and thus no more than half the ride is climbing. Sure enough, the best I can do is about 1300 ft/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Sun, 11/29</td>\n",
       "      <td>2015</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6800</td>\n",
       "      <td>37.00</td>\n",
       "      <td>4902</td>\n",
       "      <td>10.05</td>\n",
       "      <td>1332.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>59.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fri, 4/2</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 5: climb 2×(OLH + WOLH)</td>\n",
       "      <td>3.2750</td>\n",
       "      <td>31.48</td>\n",
       "      <td>4344</td>\n",
       "      <td>9.61</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2.61</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mon, 3/29</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 1: Mt Diablo</td>\n",
       "      <td>2.5964</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3406</td>\n",
       "      <td>8.56</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.90</td>\n",
       "      <td>35.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tue, 3/30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 2: Kings + WOLH + OLH</td>\n",
       "      <td>3.3414</td>\n",
       "      <td>35.99</td>\n",
       "      <td>4377</td>\n",
       "      <td>10.77</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>57.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Sat, 11/25</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6894</td>\n",
       "      <td>36.65</td>\n",
       "      <td>4806</td>\n",
       "      <td>9.93</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Sun, 12/1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.7836</td>\n",
       "      <td>37.56</td>\n",
       "      <td>4921</td>\n",
       "      <td>9.93</td>\n",
       "      <td>1301.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Fri, 10/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH / West Alpine</td>\n",
       "      <td>3.4794</td>\n",
       "      <td>39.51</td>\n",
       "      <td>4505</td>\n",
       "      <td>11.36</td>\n",
       "      <td>1295.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Sat, 4/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas Creek</td>\n",
       "      <td>5.2572</td>\n",
       "      <td>58.69</td>\n",
       "      <td>6742</td>\n",
       "      <td>11.16</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Sat, 4/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Tunitas + Lobitos Creeks</td>\n",
       "      <td>5.2439</td>\n",
       "      <td>61.27</td>\n",
       "      <td>6611</td>\n",
       "      <td>11.68</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Wed, 10/14</td>\n",
       "      <td>2015</td>\n",
       "      <td>Half Moon Bay</td>\n",
       "      <td>6.1319</td>\n",
       "      <td>72.97</td>\n",
       "      <td>7644</td>\n",
       "      <td>11.90</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1.98</td>\n",
       "      <td>117.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sun, 6/4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Sequoia Challenge</td>\n",
       "      <td>6.2903</td>\n",
       "      <td>66.52</td>\n",
       "      <td>7520</td>\n",
       "      <td>10.58</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>107.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Sat, 7/25</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>4.0408</td>\n",
       "      <td>43.62</td>\n",
       "      <td>4819</td>\n",
       "      <td>10.79</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.09</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Sat, 10/11</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>5.0897</td>\n",
       "      <td>58.29</td>\n",
       "      <td>6044</td>\n",
       "      <td>11.45</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Sat, 8/13</td>\n",
       "      <td>2016</td>\n",
       "      <td>Petaluma / Point Reyes</td>\n",
       "      <td>4.5033</td>\n",
       "      <td>54.75</td>\n",
       "      <td>5286</td>\n",
       "      <td>12.16</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>88.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Fri, 8/28</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pescadaro via OLH</td>\n",
       "      <td>5.3142</td>\n",
       "      <td>66.01</td>\n",
       "      <td>6137</td>\n",
       "      <td>12.42</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sun, 4/4</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 7: Mill Creek / Morrison Canyon</td>\n",
       "      <td>3.0794</td>\n",
       "      <td>29.38</td>\n",
       "      <td>3517</td>\n",
       "      <td>9.54</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>47.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Wed, 6/18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 4</td>\n",
       "      <td>4.9647</td>\n",
       "      <td>57.64</td>\n",
       "      <td>5561</td>\n",
       "      <td>11.61</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>92.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Sun, 6/3</td>\n",
       "      <td>2018</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>5.9708</td>\n",
       "      <td>64.92</td>\n",
       "      <td>6677</td>\n",
       "      <td>10.87</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>104.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Sat, 5/9</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH</td>\n",
       "      <td>2.5047</td>\n",
       "      <td>32.33</td>\n",
       "      <td>2788</td>\n",
       "      <td>12.91</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>52.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Sat, 9/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Morning Ride</td>\n",
       "      <td>3.1008</td>\n",
       "      <td>38.20</td>\n",
       "      <td>3342</td>\n",
       "      <td>12.32</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>61.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                                       title   hours  \\\n",
       "218  Sun, 11/29  2015                                Mt. Hamilton  3.6800   \n",
       "2      Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)  3.2750   \n",
       "6     Mon, 3/29  2021                     Everesting 1: Mt Diablo  2.5964   \n",
       "5     Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH  3.3414   \n",
       "225  Sat, 11/25  2017                                Mt. Hamilton  3.6894   \n",
       "207   Sun, 12/1  2013                                Mt. Hamilton  3.7836   \n",
       "185  Fri, 10/30  2015                           OLH / West Alpine  3.4794   \n",
       "84    Sat, 4/26  2014                         OLH / Tunitas Creek  5.2572   \n",
       "75    Sat, 4/18  2015                    Tunitas + Lobitos Creeks  5.2439   \n",
       "59   Wed, 10/14  2015                               Half Moon Bay  6.1319   \n",
       "65     Sun, 6/4  2017                           Sequoia Challenge  6.2903   \n",
       "140   Sat, 7/25  2015                       Palo Alto, California  4.0408   \n",
       "86   Sat, 10/11  2014                               OLH / Tunitas  5.0897   \n",
       "95    Sat, 8/13  2016                      Petaluma / Point Reyes  4.5033   \n",
       "67    Fri, 8/28  2015                           Pescadaro via OLH  5.3142   \n",
       "0      Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon  3.0794   \n",
       "88    Wed, 6/18  2014                     Sierra to the Sea Day 4  4.9647   \n",
       "69     Sun, 6/3  2018                                 The Sequoia  5.9708   \n",
       "281    Sat, 5/9  2015                                         OLH  2.5047   \n",
       "200   Sat, 9/12  2015                                Morning Ride  3.1008   \n",
       "\n",
       "     miles  feet    mph     vam    fpm   pct     kms  \n",
       "218  37.00  4902  10.05  1332.0  132.0  2.51   59.53  \n",
       "2    31.48  4344   9.61  1326.0  138.0  2.61   50.65  \n",
       "6    22.22  3406   8.56  1312.0  153.0  2.90   35.75  \n",
       "5    35.99  4377  10.77  1310.0  122.0  2.30   57.91  \n",
       "225  36.65  4806   9.93  1303.0  131.0  2.48   58.97  \n",
       "207  37.56  4921   9.93  1301.0  131.0  2.48   60.43  \n",
       "185  39.51  4505  11.36  1295.0  114.0  2.16   63.57  \n",
       "84   58.69  6742  11.16  1282.0  115.0  2.18   94.43  \n",
       "75   61.27  6611  11.68  1261.0  108.0  2.04   98.58  \n",
       "59   72.97  7644  11.90  1247.0  105.0  1.98  117.41  \n",
       "65   66.52  7520  10.58  1195.0  113.0  2.14  107.03  \n",
       "140  43.62  4819  10.79  1193.0  110.0  2.09   70.18  \n",
       "86   58.29  6044  11.45  1187.0  104.0  1.96   93.79  \n",
       "95   54.75  5286  12.16  1174.0   97.0  1.83   88.09  \n",
       "67   66.01  6137  12.42  1155.0   93.0  1.76  106.21  \n",
       "0    29.38  3517   9.54  1142.0  120.0  2.27   47.27  \n",
       "88   57.64  5561  11.61  1120.0   96.0  1.83   92.74  \n",
       "69   64.92  6677  10.87  1118.0  103.0  1.95  104.46  \n",
       "281  32.33  2788  12.91  1113.0   86.0  1.63   52.02  \n",
       "200  38.20  3342  12.32  1078.0   87.0  1.66   61.46  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring the Data: `rides` and `segments`\n",
    "\n",
    "Some more poking around with the data:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>486.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.462963</td>\n",
       "      <td>3.115474</td>\n",
       "      <td>40.070844</td>\n",
       "      <td>1669.654321</td>\n",
       "      <td>13.033807</td>\n",
       "      <td>512.502058</td>\n",
       "      <td>40.997942</td>\n",
       "      <td>0.776317</td>\n",
       "      <td>64.473909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.904327</td>\n",
       "      <td>1.293698</td>\n",
       "      <td>15.782804</td>\n",
       "      <td>1370.266537</td>\n",
       "      <td>1.282601</td>\n",
       "      <td>295.230078</td>\n",
       "      <td>27.304809</td>\n",
       "      <td>0.517015</td>\n",
       "      <td>25.394528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>20.960000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>8.560000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2.145225</td>\n",
       "      <td>28.092500</td>\n",
       "      <td>666.000000</td>\n",
       "      <td>12.290000</td>\n",
       "      <td>264.750000</td>\n",
       "      <td>19.250000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>45.202500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2.685950</td>\n",
       "      <td>34.560000</td>\n",
       "      <td>1294.500000</td>\n",
       "      <td>13.220000</td>\n",
       "      <td>495.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.680000</td>\n",
       "      <td>55.605000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>3.639925</td>\n",
       "      <td>45.502500</td>\n",
       "      <td>2141.250000</td>\n",
       "      <td>13.807500</td>\n",
       "      <td>688.750000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>1.030000</td>\n",
       "      <td>73.212500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2021.000000</td>\n",
       "      <td>8.137500</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>7644.000000</td>\n",
       "      <td>16.770000</td>\n",
       "      <td>1332.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>162.510000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year       hours       miles         feet         mph  \\\n",
       "count   486.000000  486.000000  486.000000   486.000000  486.000000   \n",
       "mean   2016.462963    3.115474   40.070844  1669.654321   13.033807   \n",
       "std       1.904327    1.293698   15.782804  1370.266537    1.282601   \n",
       "min    2012.000000    1.540000   20.960000    68.000000    8.560000   \n",
       "25%    2015.000000    2.145225   28.092500   666.000000   12.290000   \n",
       "50%    2016.000000    2.685950   34.560000  1294.500000   13.220000   \n",
       "75%    2018.000000    3.639925   45.502500  2141.250000   13.807500   \n",
       "max    2021.000000    8.137500  101.000000  7644.000000   16.770000   \n",
       "\n",
       "               vam         fpm         pct         kms  \n",
       "count   486.000000  486.000000  486.000000  486.000000  \n",
       "mean    512.502058   40.997942    0.776317   64.473909  \n",
       "std     295.230078   27.304809    0.517015   25.394528  \n",
       "min      33.000000    3.000000    0.050000   33.720000  \n",
       "25%     264.750000   19.250000    0.370000   45.202500  \n",
       "50%     495.000000   36.000000    0.680000   55.605000  \n",
       "75%     688.750000   54.000000    1.030000   73.212500  \n",
       "max    1332.000000  153.000000    2.900000  162.510000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides.describe() # Summary statistics for the rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.165926</td>\n",
       "      <td>1.092411</td>\n",
       "      <td>305.714286</td>\n",
       "      <td>7.598036</td>\n",
       "      <td>1925.205357</td>\n",
       "      <td>332.535714</td>\n",
       "      <td>6.298304</td>\n",
       "      <td>1.757589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.186767</td>\n",
       "      <td>1.045180</td>\n",
       "      <td>317.077688</td>\n",
       "      <td>3.888749</td>\n",
       "      <td>508.502237</td>\n",
       "      <td>184.101663</td>\n",
       "      <td>3.487190</td>\n",
       "      <td>1.681245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.021400</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.110000</td>\n",
       "      <td>377.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.066100</td>\n",
       "      <td>0.467500</td>\n",
       "      <td>121.250000</td>\n",
       "      <td>4.835000</td>\n",
       "      <td>1583.500000</td>\n",
       "      <td>188.750000</td>\n",
       "      <td>3.570000</td>\n",
       "      <td>0.755000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.107900</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>196.000000</td>\n",
       "      <td>6.150000</td>\n",
       "      <td>1913.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>6.160000</td>\n",
       "      <td>1.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.181925</td>\n",
       "      <td>1.240000</td>\n",
       "      <td>370.000000</td>\n",
       "      <td>10.712500</td>\n",
       "      <td>2228.500000</td>\n",
       "      <td>431.500000</td>\n",
       "      <td>8.165000</td>\n",
       "      <td>1.992500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.390600</td>\n",
       "      <td>7.380000</td>\n",
       "      <td>1887.000000</td>\n",
       "      <td>20.470000</td>\n",
       "      <td>3458.000000</td>\n",
       "      <td>839.000000</td>\n",
       "      <td>15.890000</td>\n",
       "      <td>11.870000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            hours       miles         feet         mph          vam  \\\n",
       "count  112.000000  112.000000   112.000000  112.000000   112.000000   \n",
       "mean     0.165926    1.092411   305.714286    7.598036  1925.205357   \n",
       "std      0.186767    1.045180   317.077688    3.888749   508.502237   \n",
       "min      0.021400    0.130000    35.000000    2.110000   377.000000   \n",
       "25%      0.066100    0.467500   121.250000    4.835000  1583.500000   \n",
       "50%      0.107900    0.770000   196.000000    6.150000  1913.000000   \n",
       "75%      0.181925    1.240000   370.000000   10.712500  2228.500000   \n",
       "max      1.390600    7.380000  1887.000000   20.470000  3458.000000   \n",
       "\n",
       "              fpm         pct         kms  \n",
       "count  112.000000  112.000000  112.000000  \n",
       "mean   332.535714    6.298304    1.757589  \n",
       "std    184.101663    3.487190    1.681245  \n",
       "min     18.000000    0.350000    0.210000  \n",
       "25%    188.750000    3.570000    0.755000  \n",
       "50%    325.000000    6.160000    1.240000  \n",
       "75%    431.500000    8.165000    1.992500  \n",
       "max    839.000000   15.890000   11.870000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segments.describe() # Summary statistics for the segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Sun, 5/22</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.1867</td>\n",
       "      <td>36.68</td>\n",
       "      <td>1332</td>\n",
       "      <td>16.77</td>\n",
       "      <td>609.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>59.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Wed, 9/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Healdburg / Jimtown</td>\n",
       "      <td>2.1342</td>\n",
       "      <td>34.45</td>\n",
       "      <td>912</td>\n",
       "      <td>16.14</td>\n",
       "      <td>427.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>55.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Sat, 1/25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5606</td>\n",
       "      <td>25.08</td>\n",
       "      <td>1243</td>\n",
       "      <td>16.07</td>\n",
       "      <td>796.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>40.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Sat, 4/11</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5400</td>\n",
       "      <td>24.73</td>\n",
       "      <td>1035</td>\n",
       "      <td>16.06</td>\n",
       "      <td>672.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>39.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Sun, 1/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.6378</td>\n",
       "      <td>26.02</td>\n",
       "      <td>1257</td>\n",
       "      <td>15.89</td>\n",
       "      <td>767.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>41.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Fri, 6/24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Foothill Expway</td>\n",
       "      <td>1.5903</td>\n",
       "      <td>25.11</td>\n",
       "      <td>623</td>\n",
       "      <td>15.79</td>\n",
       "      <td>392.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Sun, 1/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.0997</td>\n",
       "      <td>33.12</td>\n",
       "      <td>1446</td>\n",
       "      <td>15.77</td>\n",
       "      <td>689.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>53.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Sun, 4/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto Cycling</td>\n",
       "      <td>2.0303</td>\n",
       "      <td>31.76</td>\n",
       "      <td>1210</td>\n",
       "      <td>15.64</td>\n",
       "      <td>596.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>51.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Sun, 10/15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8647</td>\n",
       "      <td>44.71</td>\n",
       "      <td>1437</td>\n",
       "      <td>15.61</td>\n",
       "      <td>502.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>71.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Sun, 2/28</td>\n",
       "      <td>2016</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.7261</td>\n",
       "      <td>26.93</td>\n",
       "      <td>843</td>\n",
       "      <td>15.60</td>\n",
       "      <td>488.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>43.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Sun, 8/5</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 1</td>\n",
       "      <td>3.5783</td>\n",
       "      <td>55.77</td>\n",
       "      <td>1824</td>\n",
       "      <td>15.59</td>\n",
       "      <td>510.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>89.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Sun, 6/26</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>3.2758</td>\n",
       "      <td>50.78</td>\n",
       "      <td>1181</td>\n",
       "      <td>15.50</td>\n",
       "      <td>361.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>81.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Sun, 1/19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Palo Alto, CA</td>\n",
       "      <td>1.6153</td>\n",
       "      <td>25.01</td>\n",
       "      <td>1201</td>\n",
       "      <td>15.48</td>\n",
       "      <td>744.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Mon, 1/19</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd, etc.</td>\n",
       "      <td>2.9539</td>\n",
       "      <td>45.64</td>\n",
       "      <td>1836</td>\n",
       "      <td>15.45</td>\n",
       "      <td>622.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>73.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Sun, 12/6</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.2514</td>\n",
       "      <td>34.67</td>\n",
       "      <td>1237</td>\n",
       "      <td>15.40</td>\n",
       "      <td>549.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>55.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Tue, 6/18</td>\n",
       "      <td>2013</td>\n",
       "      <td>work etc (headwinds)</td>\n",
       "      <td>2.0594</td>\n",
       "      <td>31.48</td>\n",
       "      <td>809</td>\n",
       "      <td>15.29</td>\n",
       "      <td>393.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Fri, 9/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8894</td>\n",
       "      <td>43.93</td>\n",
       "      <td>1339</td>\n",
       "      <td>15.20</td>\n",
       "      <td>463.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>70.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Sat, 7/9</td>\n",
       "      <td>2016</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>3.8397</td>\n",
       "      <td>58.23</td>\n",
       "      <td>4042</td>\n",
       "      <td>15.17</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.31</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Sun, 8/7</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.7161</td>\n",
       "      <td>41.19</td>\n",
       "      <td>1526</td>\n",
       "      <td>15.17</td>\n",
       "      <td>562.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>66.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Mon, 3/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.7961</td>\n",
       "      <td>27.22</td>\n",
       "      <td>1081</td>\n",
       "      <td>15.16</td>\n",
       "      <td>602.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>43.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                      title   hours  miles  feet    mph  \\\n",
       "224   Sun, 5/22  2016                     Canada  2.1867  36.68  1332  16.77   \n",
       "248   Wed, 9/13  2017        Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
       "469   Sat, 1/25  2014                   Woodside  1.5606  25.08  1243  16.07   \n",
       "478   Sat, 4/11  2015                   Woodside  1.5400  24.73  1035  16.06   \n",
       "429   Sun, 1/18  2015                   Woodside  1.6378  26.02  1257  15.89   \n",
       "467   Fri, 6/24  2016            Foothill Expway  1.5903  25.11   623  15.79   \n",
       "268   Sun, 1/26  2014                  Canada Rd  2.0997  33.12  1446  15.77   \n",
       "292   Sun, 4/12  2015          Palo Alto Cycling  2.0303  31.76  1210  15.64   \n",
       "134  Sun, 10/15  2017                  Los Gatos  2.8647  44.71  1437  15.61   \n",
       "391   Sun, 2/28  2016              Woodside Loop  1.7261  26.93   843  15.60   \n",
       "94     Sun, 8/5  2018  Bike Ride Northwest Day 1  3.5783  55.77  1824  15.59   \n",
       "109   Sun, 6/26  2016                  Los Gatos  3.2758  50.78  1181  15.50   \n",
       "475   Sun, 1/19  2014              Palo Alto, CA  1.6153  25.01  1201  15.48   \n",
       "126   Mon, 1/19  2015            Canada Rd, etc.  2.9539  45.64  1836  15.45   \n",
       "247   Sun, 12/6  2015                  Canada Rd  2.2514  34.67  1237  15.40   \n",
       "298   Tue, 6/18  2013       work etc (headwinds)  2.0594  31.48   809  15.29   \n",
       "139   Fri, 9/23  2016                  Los Gatos  2.8894  43.93  1339  15.20   \n",
       "87     Sat, 7/9  2016                 Santa Cruz  3.8397  58.23  4042  15.17   \n",
       "156    Sun, 8/7  2016                     Canada  2.7161  41.19  1526  15.17   \n",
       "387   Mon, 3/30  2015              Woodside Loop  1.7961  27.22  1081  15.16   \n",
       "\n",
       "        vam   fpm   pct    kms  \n",
       "224   609.0  36.0  0.69  59.02  \n",
       "248   427.0  26.0  0.50  55.43  \n",
       "469   796.0  50.0  0.94  40.35  \n",
       "478   672.0  42.0  0.79  39.79  \n",
       "429   767.0  48.0  0.91  41.87  \n",
       "467   392.0  25.0  0.47  40.40  \n",
       "268   689.0  44.0  0.83  53.29  \n",
       "292   596.0  38.0  0.72  51.10  \n",
       "134   502.0  32.0  0.61  71.94  \n",
       "391   488.0  31.0  0.59  43.33  \n",
       "94    510.0  33.0  0.62  89.73  \n",
       "109   361.0  23.0  0.44  81.71  \n",
       "475   744.0  48.0  0.91  40.24  \n",
       "126   622.0  40.0  0.76  73.43  \n",
       "247   549.0  36.0  0.68  55.78  \n",
       "298   393.0  26.0  0.49  50.65  \n",
       "139   463.0  30.0  0.58  70.68  \n",
       "87   1053.0  69.0  1.31  93.69  \n",
       "156   562.0  37.0  0.70  66.27  \n",
       "387   602.0  40.0  0.75  43.80  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'mph') # Fastest rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>PCH Pescadero to Bean Hollow</td>\n",
       "      <td>0.1353</td>\n",
       "      <td>2.77</td>\n",
       "      <td>51</td>\n",
       "      <td>20.47</td>\n",
       "      <td>377.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.35</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>1.61</td>\n",
       "      <td>89</td>\n",
       "      <td>18.11</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.05</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>16.85</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>16.12</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>15.00</td>\n",
       "      <td>1167.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0661</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>14.98</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1014</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>14.60</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1172</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>14.25</td>\n",
       "      <td>1536.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.0986</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>13.89</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>13.45</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.29</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Foothill Homestead</td>\n",
       "      <td>0.0919</td>\n",
       "      <td>1.22</td>\n",
       "      <td>126</td>\n",
       "      <td>13.28</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1275</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>13.10</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0581</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.08</td>\n",
       "      <td>1704.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.1064</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>12.88</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0950</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.84</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>2190.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sand Gill Sharon-top</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>0.85</td>\n",
       "      <td>136</td>\n",
       "      <td>12.59</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Kaboom Portola Rd</td>\n",
       "      <td>0.0539</td>\n",
       "      <td>0.67</td>\n",
       "      <td>102</td>\n",
       "      <td>12.43</td>\n",
       "      <td>1892.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.27</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title   hours  miles  feet    mph     vam  \\\n",
       "57     PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   \n",
       "23   Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   \n",
       "25               Highway 9 Mantalvo  0.0267   0.45    35  16.85  1311.0   \n",
       "96                Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   \n",
       "26               Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   \n",
       "97                Vickrey Fruitvale  0.0661   0.99    68  14.98  1029.0   \n",
       "85                     The Boneyard  0.1014   1.48   135  14.60  1331.0   \n",
       "69          Sand Hill Alpine to 280  0.1172   1.67   180  14.25  1536.0   \n",
       "12                Canada to College  0.0986   1.37   119  13.89  1207.0   \n",
       "86                     The Boneyard  0.1100   1.48   135  13.45  1227.0   \n",
       "1                  Alpine Westridge  0.0572   0.76    99  13.29  1731.0   \n",
       "19               Foothill Homestead  0.0919   1.22   126  13.28  1371.0   \n",
       "70          Sand Hill Alpine to 280  0.1275   1.67   180  13.10  1412.0   \n",
       "2                  Alpine Westridge  0.0581   0.76    99  13.08  1704.0   \n",
       "13                Canada to College  0.1064   1.37   119  12.88  1118.0   \n",
       "76             Stevens Country Park  0.0950   1.22   112  12.84  1179.0   \n",
       "110                  Woodside Climb  0.1347   1.71   295  12.69  2190.0   \n",
       "65             Sand Gill Sharon-top  0.0675   0.85   136  12.59  2015.0   \n",
       "31                Kaboom Portola Rd  0.0539   0.67   102  12.43  1892.0   \n",
       "77             Stevens Country Park  0.0994   1.22   112  12.27  1127.0   \n",
       "\n",
       "       fpm   pct   kms  \n",
       "57    18.0  0.35  4.46  \n",
       "23    55.0  1.05  2.59  \n",
       "25    78.0  1.47  0.72  \n",
       "96    69.0  1.30  1.59  \n",
       "26    78.0  1.47  0.72  \n",
       "97    69.0  1.30  1.59  \n",
       "85    91.0  1.73  2.38  \n",
       "69   108.0  2.04  2.69  \n",
       "12    87.0  1.65  2.20  \n",
       "86    91.0  1.73  2.38  \n",
       "1    130.0  2.47  1.22  \n",
       "19   103.0  1.96  1.96  \n",
       "70   108.0  2.04  2.69  \n",
       "2    130.0  2.47  1.22  \n",
       "13    87.0  1.65  2.20  \n",
       "76    92.0  1.74  1.96  \n",
       "110  173.0  3.27  2.75  \n",
       "65   160.0  3.03  1.37  \n",
       "31   152.0  2.88  1.08  \n",
       "77    92.0  1.74  1.96  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>West Alpine full</td>\n",
       "      <td>1.3906</td>\n",
       "      <td>7.38</td>\n",
       "      <td>1887</td>\n",
       "      <td>5.31</td>\n",
       "      <td>1357.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.8100</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alma Mountain Charlie</td>\n",
       "      <td>0.5303</td>\n",
       "      <td>3.12</td>\n",
       "      <td>875</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4572</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>6.32</td>\n",
       "      <td>1794.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4958</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>5.83</td>\n",
       "      <td>1654.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5767</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5661</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.22</td>\n",
       "      <td>1415.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>5.09</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.3119</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1815.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2794</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>8.12</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2908</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>7.81</td>\n",
       "      <td>1585.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.2042</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>5.75</td>\n",
       "      <td>1862.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2667</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>4.87</td>\n",
       "      <td>1579.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet   mph     vam    fpm  \\\n",
       "100               West Alpine full  1.3906   7.38  1887  5.31  1357.0  256.0   \n",
       "38          Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \n",
       "37          Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255  6.96  2624.0  377.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255  6.54  2466.0  377.0   \n",
       "0            Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
       "33                  Kings half way  0.4572   2.89   820  6.32  1794.0  284.0   \n",
       "34                  Kings half way  0.4958   2.89   820  5.83  1654.0  284.0   \n",
       "6    Alpine Portola to top Joaquin  0.5767   3.52   801  6.10  1389.0  228.0   \n",
       "5    Alpine Portola to top Joaquin  0.5661   3.52   801  6.22  1415.0  228.0   \n",
       "95                   Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   \n",
       "94                   Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   \n",
       "21                         Haskins  0.2964   1.51   566  5.09  1910.0  375.0   \n",
       "22                         Haskins  0.3119   1.51   566  4.84  1815.0  375.0   \n",
       "42             Lower Redwood Gulch  0.2167   1.03   474  4.75  2187.0  460.0   \n",
       "7    Alpine Willowbrook to Joaquin  0.2794   2.27   461  8.12  1650.0  203.0   \n",
       "8    Alpine Willowbrook to Joaquin  0.2908   2.27   461  7.81  1585.0  203.0   \n",
       "41                   Lobitas Creek  0.2042   0.96   430  4.70  2106.0  448.0   \n",
       "92             Tunitas lower climb  0.2261   1.30   421  5.75  1862.0  324.0   \n",
       "93             Tunitas lower climb  0.2667   1.30   421  4.87  1579.0  324.0   \n",
       "\n",
       "      pct    kms  \n",
       "100  4.84  11.87  \n",
       "38   7.42   6.31  \n",
       "37   7.42   6.31  \n",
       "49   7.14   5.36  \n",
       "50   7.14   5.36  \n",
       "0    5.31   5.02  \n",
       "33   5.37   4.65  \n",
       "34   5.37   4.65  \n",
       "6    4.31   5.66  \n",
       "5    4.31   5.66  \n",
       "95   9.45   1.93  \n",
       "94   9.45   1.93  \n",
       "21   7.10   2.43  \n",
       "22   7.10   2.43  \n",
       "42   8.72   1.66  \n",
       "7    3.85   3.65  \n",
       "8    3.85   3.65  \n",
       "41   8.48   1.54  \n",
       "92   6.13   2.09  \n",
       "93   6.13   2.09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'feet') # Biggest climbs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Limantour steepest</td>\n",
       "      <td>0.0947</td>\n",
       "      <td>0.20</td>\n",
       "      <td>159</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>15.06</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1242</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2045.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1053</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2412.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1649.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.69</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>3073.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.1108</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Try not to fall back</td>\n",
       "      <td>0.2125</td>\n",
       "      <td>0.71</td>\n",
       "      <td>410</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>10.94</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Stair Step</td>\n",
       "      <td>0.0903</td>\n",
       "      <td>0.32</td>\n",
       "      <td>175</td>\n",
       "      <td>3.54</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>10.36</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2305.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2373.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Woodland Way</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.13</td>\n",
       "      <td>63</td>\n",
       "      <td>4.87</td>\n",
       "      <td>2360.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>9.18</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Red Hill KOM</td>\n",
       "      <td>0.0708</td>\n",
       "      <td>0.34</td>\n",
       "      <td>161</td>\n",
       "      <td>4.80</td>\n",
       "      <td>2274.0</td>\n",
       "      <td>474.0</td>\n",
       "      <td>8.97</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title   hours  miles  feet   mph     vam    fpm    pct  \\\n",
       "63     Redwood Gulch hits  0.0600   0.18   151  3.00  2517.0  839.0  15.89   \n",
       "40     Limantour steepest  0.0947   0.20   159  2.11  1679.0  795.0  15.06   \n",
       "30                Joaquin  0.1242   0.33   254  2.66  2045.0  770.0  14.58   \n",
       "29                Joaquin  0.1053   0.33   254  3.13  2412.0  770.0  14.58   \n",
       "79           Stirrup Wall  0.0758   0.17   125  2.24  1649.0  735.0  13.93   \n",
       "78           Stirrup Wall  0.0631   0.17   125  2.69  1981.0  735.0  13.93   \n",
       "104        Westridge 3min  0.0931   0.37   240  3.97  2578.0  649.0  12.29   \n",
       "103        Westridge 3min  0.0781   0.37   240  4.74  3073.0  649.0  12.29   \n",
       "39         Limantour Spit  0.0886   0.47   303  5.30  3420.0  645.0  12.21   \n",
       "64     Redwood Gulch wall  0.1108   0.43   258  3.88  2329.0  600.0  11.36   \n",
       "87   Try not to fall back  0.2125   0.71   410  3.34  1929.0  577.0  10.94   \n",
       "101             Westridge  0.1411   0.68   385  4.82  2729.0  566.0  10.72   \n",
       "102             Westridge  0.1644   0.68   385  4.14  2342.0  566.0  10.72   \n",
       "71             Stair Step  0.0903   0.32   175  3.54  1938.0  547.0  10.36   \n",
       "54     Page Mill to Moody  0.0486   0.21   112  4.32  2305.0  533.0  10.10   \n",
       "53     Page Mill to Moody  0.0472   0.21   112  4.45  2373.0  533.0  10.10   \n",
       "94          Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   9.45   \n",
       "95          Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   9.45   \n",
       "109          Woodland Way  0.0267   0.13    63  4.87  2360.0  485.0   9.18   \n",
       "62           Red Hill KOM  0.0708   0.34   161  4.80  2274.0  474.0   8.97   \n",
       "\n",
       "      kms  \n",
       "63   0.29  \n",
       "40   0.32  \n",
       "30   0.53  \n",
       "29   0.53  \n",
       "79   0.27  \n",
       "78   0.27  \n",
       "104  0.60  \n",
       "103  0.60  \n",
       "39   0.76  \n",
       "64   0.69  \n",
       "87   1.14  \n",
       "101  1.09  \n",
       "102  1.09  \n",
       "71   0.51  \n",
       "54   0.34  \n",
       "53   0.34  \n",
       "94   1.93  \n",
       "95   1.93  \n",
       "109  0.21  \n",
       "62   0.55  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'pct') # Steepest climbs"
   ]
  }
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