Exploring Localness_Blogpost.ipynb 577 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Localness of OSM Data\n",
    "## An Analysis using the OSHDB and OHSOME"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"Local Knowledge\" is constituting the exceptional value of Volunteered Geographical Information and thus also considered as an important indicator of data quality. We are interested in how much local information is captured in [OpenStreetMap](https://www.openstreetmap.org) data. In this Blog post we explore the temporal evolution of mapping in OSM and the information stored in its database, by taking an explorativ look at four different cities in Germany, Nepal and the Philippines: Heidelberg, Kathmandu, Pokhara and Manila.\n",
    "\n",
    "\n",
    "Heidelberg is generally considered to be well map and has experienced mapping activity over a decade for now. Mapping in Kathmandu has been impacted heavily by data created for disaster response in the aftermath of the [2015 earthquake](https://www.hotosm.org/projects/nepal_2015_earthquake_response) disaster in Nepal. This resulted in a significant increase in activity from mappers around the world. As comparison, we also will take a look at Pokhara. Pokhara is Nepals second largest city and lays approximately 200 km west of Kathmandu and belongs to the more rural part of Nepal. Manila is the capital and the economical and cultural center of the Philippines.\n",
    "\n",
    "The image below, shows a potential classification of OSM data in regard to the information types it may contains. While buildings and road network completeness, are of interest for level 0-1 (mostly based on remote mapping), further levels 2-4 are considered to source from local knowledge.\n",
    "\n",
    "![image info ](./data/TwitterDevelopment.jpg)\n",
    "\n",
    "[Source: @RebeccaFirthy (twitter)](https://twitter.com/RebeccaFirthy/status/1202952838722342912)\n",
    "\n",
    "\n",
    "In the following we will compare different aspects of development of OSM Data, including\n",
    "* completeness of road network and buildings (level 0-1)\n",
    "* exploratory analysis of local information for facilities and POIs (level 3)\n",
    "* overall information richness (level 4)\n",
    "\n",
    "Examining this evolution should give us insights on how long it takes volunteers to provide local information and how far the process is at the different locations. In order to perform this Analysis the [OHSOME API](https://heigit.org/big-spatial-data-analytics-en/ohsome/) was utilized, to access the OSM full history data. It provides different endpoints to extract and aggregate data about the objects, users and single contributions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Level 0-1: Roads and Buildings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Road network\n",
    "Mapping in OSM often started with roads and buildings, which can be traced from satellite imagery. In total, over 1.75 million kilometers of highway were mapped in Kathmandu. The graph shows clearly the impact of the 2015 earthquake and the road network increased by approximately 15% directly after the disaster and by 30% until today. Pokharas increase, since the earthquake, is even bigger, with doubling its mapped length of highway objects since then. Especially two spikes were noticeable, one in the direct aftermath of the earthquake and one in the year 2016. The development of Heidelbergs road network length, showed in contrast a more constant development, with a small growth rate over the last decade. Manilas road network was showing signs of still being in development, with the length increased by approximately 7% over the last year."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import src.TagSteps as plots\n",
    "#define globals for plotting\n",
    "BBOXes = {\n",
    "    \"Heidelberg\" : \"8.6581,49.3836,8.7225,49.4363\",\n",
    "    \"Pokhara\":\"83.9142,28.1693,84.0775,28.2687\",\n",
    "    \"Kathmandu\" : \"85.26810609,27.66794937,85.3755574,27.75133958\",\n",
    "    \"Manila\":\"120.94169186,14.55699989, 121.0261672,14.63900265\"}\n",
    "\n",
    "TIME_MONTHLY = \"2009-11-01/2020-06-01/P1M\"\n",
    "FILTER = [\"building=*\",\"highway=*\",\"amenity=* and name=*\"] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.geometry(BBOXes,TIME_MONTHLY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Buildings\n",
    "The mapping of buildings, in comparison to the length of the road network, indicated a slightly temporally delayed development. After initial mapping of buildings in 2011, only very few buildings were mapped in Pokhara untill about one year after the earthquake. Only then the building data experienced a rapid growth over a few months in the second quarter of 2016. Kathmandu showed three main growth events: one in the end of 2012, marking the first noticeable amount of contributions, one in the directly following the earthquake in 2015 and another smaller one in 2019. Manila showed a steady data evolution, excluding one spike in the year 2019 and indicates that like the road network, the buildings are still not mapped completely."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Level 3: Temporal Evolution of Facilities and POIs\n",
    "## Facilities\n",
    "The third level is characterized by containing information about facilities. Here we will take a look on the temporal development of educational facilities, access to drinking water, healthcare facilities and information about the road network (in this case bridges and tunnels).The plot shows the total count of objects belonging to the groups named above.\n",
    "\n",
    "While Heidelberg showed a more or less constant behavior, the 3 other cities showed more irregular pattern. Manila experienced an steady increase in the last 10 years, which only further accelerated in the last one to two years. This indicates a still ongoing process of facilities and infrastructure being mapped. Kathmandu's graph shows a significant increase between 2012 and 2013 and has since experienced irregular phases of growth, slowly leveling out recently. Notable here is, that the 2015 earthquake response mapping didn't have a significant impact on this. Pokhara's development, started slow and has grown between 2016 and 2018, before leveling out afterwards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tpuw1l1FEREREZJ/8IT+F5YUs2bqEZSXLKK4pPqDz40zcXuEpKT6JFGcK2UnZeINedjTsYF3lOtxeNwEb2OsaTodzV9BLyiIvI4/0hHTSEtJ2WywkLSGNfin96JvSN6rCWVenMHeQkpKSKCwsBOCyyy7jscce46c//elRu38wGCQurv0lUEVERESke6r2VbO8dDlLty5l+bbl1DbV4nQ4ObbvscwaNIvk+OR2A1rLMvdt9zsdzk4PA7TWUtNUg9vrpraplozEDLJcWaQ6U4/4UELpmMLcYXDyySezevVq3G43V111FV9//TXJyck8/vjjjB+/+xKkTzzxBC+//DIvv/wyAC+++CLXXnstHo+HefPmcfLJJ1NcXMwVV1xBfX09AH/5y1844YQTWLJkCffccw/9+vWjsLCQdevWcd5557F161a8Xi9z587l6quvPurPLyIiIiJHjrWWVRWrWFi0kMWbFxOwAbJcWZw28DRm5M5gWv9ppDhTjmgNxhgyEjPISMw4oveRAxP9Ye7N22DHmsN7zb7j4Mz7O3VoIBDgzTffZNasWdx1111MmjSJV199lffee4/vfve7rb130BzK3n77bV599VUSExNbz1+xYgWLFi3innvuYfHixfTu3Zt33nkHl8vFhg0bmDNnDi3v2luxYgVr165l0KBBADz55JNkZWXR2NjI1KlTufDCC+nZs+fh/X2IiIiIyFHnC/p4a9NbLCxaSJG7iDRnGnNGzeGM/DMYlz0Oh3FEukSJsOgPcxHS2NjIxIkTgeaeuR/84Accd9xxvPTSSwCceuqpVFZWUl3d/M6LZ555htzcXF599VWczl3jhC+44AIAJk+eTHFxMQB+v5/rr7+ewsJC4uLi+PLLL1uPP/bYY1uDHMDDDz/MK6+8AsDWrVvZsGGDwpyIiIhIFNtRv4MXvniB//3yf6nyVTEkYwh3Hn8nZw8+u8ut4iiRFf1hrpM9aIdb2zlzLazd+03xLWOIx44dS2FhISUlJbuFsZYeuri4OAKB5kmlf/jDH+jTpw+rVq0iFArhcrlaj09J2dWFvmTJEhYvXsxHH31EcnIyM2fOxOv1Hr6HFBEREZGjosHfwOIti/nnV//kk+2fADBjwAwuG3UZx/U9TvPSpF3RH+a6kOnTp7Nw4ULuvPNOlixZQnZ2Nunp6QBMmjSJa665htmzZ/Pvf/+b/v37d3id6upqcnNzcTgcLFiwgGAw2OFxmZmZJCcns379ej7++OMj8lwiIiIicvgFQ0E+2f4Jr3/9Ou9teY/GQCM5qTlcPf5qzh16LgPSBkS6ROniFOYOo7vvvpvvf//7jB8/nuTkZBYsWLDb/pNOOokHH3yQb33rW7zzzjsdXufaa6/lwgsv5MUXX+SUU07ZrTeurVmzZvHYY48xfvx4RowYwfHHH39Yn0dEREREDg+P10NxTXHzVl3M5prNrKpYRUVjBWkJaXxr8Lc4Z/A5TOo9Sb1w0mmmvaGBXcmUKVNsy+IfLYqKihg1alSEKopN+p2LiIiI7BIMBdlWv43NNZvZXLOZ8oZyGvx7v6S7IdBAaV0p1b7q1nPjTTy5abkMyxzGrPxZzBgwg8S4xAg+jXR1xpiV1tq9Xk6tnjkRERERkQ6EbIjNNZtZ717Pevf61l61LbVb8If8rcc5Hc523++W5cpiTM8x5Kfnk5+RT356Pv1T+xPv0D/D5dDpvyIRERERiWnWWhoDjVR6K6lsrGRT9SbWu9dT5C7iC/cXNAQaAIh3xDMwbSB56XlMHzC9OaCl55OXnkeWK0vDI+WoU5gTERERkW7JWktNUw1lDWWU1ZdR3lBOeUM5ZQ1lVDRW4G504/Y2b97g7iuCJ8UnMTJrJOcOPZdRWaMY1XMUQzKG4IxzdnA3kaNPYU5EREREurxgKEh1UzVV3ircXjeV3srWMObxeajx1VDjr6G2qZYaX/izqWa3oZAABkOWK4veyb3JSspicI/BZLmydtty03IZmDaQOEdchJ5WpHMU5kREREQkYnxBHyu2r2BpyVKWlSxje/32AzrfYRykJ6S3bmkJafRN7kt6YvP3bFc2vVN60ze5L72Te9MrqZd616TbUJgTERERkaNqZ+NOPij5gCVbl/DR9o9oDDSSFJ/ECf1PYPaQ2e3OPTMYMhIz6OnquasXLSmLjIQM9aBJzFKYO0ipqanU1dUBsGjRIubOncu7777LwIED2z3+1VdfZfjw4YwePRqAmTNn8uCDDzJlyl4rjB4VV155JWeffTYXXXRRRO4vIiIi0eHr6q9546s3yM/I5+Sck8l0ZXbqvEAoQGldKZtrNlNc3fx+tZbv5Y3lAPRN6cvsIbOZOWAmU/tO1fL8IgdIYe4Qvfvuu9xwww28/fbbHQY5aA5zZ599dmuYExEREenK1u5cy9/W/I33tryHpfm9xA7jYEKvCczIncGM3BkM6TEEYwzWWkrrSlm7cy2rd65mTcUaitxF+IK+1uv1SOxBXnoe0/pPY3CPwZzY/0SGZw7XCpAih0Bh7hB88MEH/PCHP2TRokUMGTIEgCeeeILHH3+cpqYmhg4dyjPPPENhYSGvv/46S5cu5d577+Wll14C4MUXX+Taa6/F4/Ewb948Tj75ZObPn8+rr75KMBhk7dq13HzzzTQ1NfHMM8+QmJjIokWLyMrKavc+ycnJXHnllaSnp1NQUMCOHTv47W9/y0UXXYS1lhtuuIH33nuPQYMG0fZl8fn5+RQUFJCdnU1BQQG33HILS5YsicSvVERERCLIWsvH2z9m3tp5fLL9E9IS0vjh+B/ynZHfYUf9DpaULGHp1qX88dM/8sdP/0hOag75GfkUVRbh9roBSIxLZHTP0Vwy4hKGZw4nLz2P/PR8erh6RPjpRLqfqA9zD6x4gPXu9Yf1miOzRvLzY3++z2N8Ph/nnnsuS5YsYeTIka3tF1xwAT/84Q8B+MUvfsG8efO44YYbmD179l7DGgOBACtWrGDRokXcc889LF68GIC1a9fy2Wef4fV6GTp0KA888ACfffYZN910E08//TQ/+clPOrwPwPbt21m+fDnr169n9uzZXHTRRbzyyit88cUXrFmzhrKyMkaPHs1VV111WH9vIiIiEr0Kywu5f8X9fF75Ob2SenHz5Ju5aPhFpCakAtAzqSdjssdw3cTrKKsvY2nJUpaWLGVb3TZOyjmJ8dnjGddrHMMyh+F0aIERkaMh6sNcpDidTk444QTmzZvHn/70p9b2tWvX8otf/AKPx0NdXR1nnHFGh9e44IILAJg8eTLFxcWt7aeccgppaWmkpaWRkZHBOeecA8C4ceNYvXr1fu9z3nnn4XA4GD16NGVlZQAsW7aMOXPmEBcXR//+/Tn11FMP2+9CREREops/6OfmpTfjMA7umnYXs4fMJiEuocPj+6T04dsjvs23R3z7KFYpInuK+jC3vx60I8XhcPDCCy/wjW98g9/85jfccccdQPPCIq+++ioTJkxg/vz5+xyumJjYPMk3Li6OQCCwV3vLfVp+djgcrcft6z5tz287nLKjMenx8fGEQiEAvF5vu8eIiIhI9/XG129Q3lDOY994jBNzTox0OSLSSY5IFxDNkpOTeeONN1i4cCHz5s0DoLa2ln79+uH3+1m4cGHrsWlpadTW1h62e3d0n45Mnz6d5557jmAwyPbt23n//fdb9+Xn57Ny5UqA1vl8IiIiEhtCNsRTnz/FyKyRnND/hEiXIyIHQGHuEGVlZfHWW29x77338tprr/HrX/+a4447jtNPP323uXSXXnopv/vd75g0aRJfffXVId+3o/t05Pzzz2fYsGGMGzeOa665hhkzZrTuu+uuu5g7dy4nn3wycXF6T4uIiEgseX/r+2yq3sRVY6/SypIiUca0HYbXFU2ZMsUWFBTs1lZUVMSoUaMiVFFs0u9cRESk+7HWcvmiy6n0VvLG+W8Q74j6GTgi3ZIxZqW1dq8XVKtnTkRERCRGFZQVsHrnar4/5vsKciJRSGFOREREJEY9ufZJslxZnDv03EiXIiIHQWFOREREJAZ94f6C5aXLuWzUZbjiXZEuR0QOgsKciIiISAx6cu2TJMcnc8mISyJdiogcJIU5ERERkRhTUlvCW8VvcfHwi8lIzIh0OSJykBTmRERERGLMgs8X4DAOrhh9RaRLEZFDoDB3kIwxXHHFrv8BBgIBevXqxdlnn33Q1zzrrLPweDwApKamHnKNIiIiInuqbKzklY2vcM7gc+iT0ifS5YjIIdAatAcpJSWFtWvX0tjYSFJSEu+88w45OTmHdM1FixYdpupERERE2veP9f+gKdjElWOvjHQpInKI1DN3CM4880z+9a9/AfDss88yZ86c1n0rVqzghBNOYNKkSZxwwgl88cUXAMyfP58LLriAWbNmMWzYMH72s5+1npOfn8/OnTt3u0ddXR2nnXYaxxxzDOPGjeO11147Ck8mIiIi3Y21lq88X/Hs+mc5deCpDM4YHOmSROQQRX3P3I7f/AZf0frDes3EUSPpe8cd+z3u0ksv5Ve/+hVnn302q1ev5qqrruKDDz4AYOTIkSxbtoz4+HgWL17MHXfcwUsvvQRAYWEhn332GYmJiYwYMYIbbriBAQMGtHsPl8vFK6+8Qnp6Ojt37uT4449n9uzZGGMO3wOLiIhIt1RaV8qK7Sv4ZMcnrNi+gorGCuId8fzXuP+KdGkichhEfZiLpPHjx1NcXMyzzz7LWWedtdu+6upqvve977FhwwaMMfj9/tZ9p512GhkZzStHjR49ms2bN3cY5qy13HHHHSxbtgyHw0FpaSllZWX07dv3yD2YiIiIRC23180Tq5/g/a3vU1pXCkCWK4vj+h7H1H5TmdZvGrlpuRGuUkQOh6gPc53pQTuSZs+ezS233MKSJUuorKxsbb/zzjs55ZRTeOWVVyguLmbmzJmt+xITE1u/x8XFEQgEOrz+woULqaioYOXKlTidTvLz8/F6vUfkWURERCR6+UN+nlv/HI8WPkpDoIHpudO5YvQVHNf3OIb0GKJRPSLdUNSHuUi76qqryMjIYNy4cSxZsqS1vbq6unVBlPnz5x/09aurq+nduzdOp5P333+fzZs3H2LFIiIi0t18WPohD/znATZVb+KE/ifws6k/Y0iPIZEuS0SOMIW5Q5Sbm8vcuXP3av/Zz37G9773PR566CFOPfXUg77+ZZddxjnnnMOUKVOYOHEiI0eOPJRyRUREpBspri7mwYIHWVqylIFpA/nzqX9mRu4M9cKJxAhjrY10Dfs0ZcoUW1BQsFtbUVERo0aNilBFsUm/cxERka6hKdjEh6Uf8mbxm7yz+R0S4xL50fgfcdmoy0iIS4h0eSJyBBhjVlprp+zZrp45ERERkS7OH/KzYvsK3tz0Ju9teY9afy0ZiRlcNOwifjThR2QnZUe6RBGJAIU5ERERkQiz1uLxeXB73bi9biq9lbgbm79vr9/OByUfUOWrItWZyqkDT+XMQWdyXL/jcDqckS5dRCIoasOctVbjwY+Srj4UV0REJNr4g37WudfxadmnfFr+KYXlhXh8nr2OMxgyXZkc3+94Zg2axYk5J5IYl9jOFUUkFkVlmHO5XFRWVtKzZ08FuiPMWktlZSUulyvSpYiIiEStYCjImp1rWF66nJVlK1mzcw2+oA+AvPQ8Zg6YyciskfR09STLldW8JWWRkZBBnCMuwtWLSFcVlWEuNzeXkpISKioqIl1KTHC5XOTm6uWiIiIiB6LeX8//bfs/lmxd0jpMMs7EMTJrJBcPv5jJfSYzsfdEzXcTkYMWlWHO6XQyaNCgSJchIiIi0sob8FLkLmJ1xWo+LP2Q/5T9h0AoQHpCOifnnsyM3BmcmHMi6QnpkS5VRLqJqAxzIiIiIpEUCAXYUrOF1TtXs3bnWlZXrGZD1QYCNgBAfno+l4+6nBm5M5jYeyLxDv2TS0QOP/2fRURERKQD1b5qvvJ8RXFNcfNWXczmms1sqd1CINQc3FKdqYzJHsP3x36fsdljGd9rvIZOishRoTAnIiIi0sa2um28u+VdFm9ezGfln2FpXtXZ6XAyMG0ggzIGMXPATAZnDGZs9lgGZQzCYRwRrlpEYpHCnIiIiMS8TdWbWgPc55WfAx1ud0sAACAASURBVDAscxg/nvBjxvcaT156Hv1T+mtlSRHpUhTmREREJKZYa9lUvYlPyz9tfc9baV0pAOOyx3HT5Js4beBp5KXnRbhSEZF9U5gTERGRbq0x0EhRZfMqk5+Wf8pn5Z+1vqA7y5XFpN6TuGL0FZw28DT6pvSNcLUiIp2nMCciIiLdRsiG2FS9idUVq1mzcw1rdq5hQ9UGgjYIwMC0gczIncHkPpOZ1HsSeel5GGMiXLWIyMFRmBMREZGo5A/5+drzNUXuIooqi1jvXs9693oaAg1A8yqTY7PHctXYqxiXPY5xvcZplUkR6VYU5kREROSQeANeaptqqWmqIRAK4HQ4iXfE43Q4ccY5iTfxxDviO1zx0R/yU+OrocZfQ42vpvVatU211PvraQw07rVVeavY6NmIP+QHICk+iRGZIzh36LmM7jma8dnjyc/I1yqTItKt7TfMGWMGAE8DfYEQ8Li19k/GmCzgeSAfKAa+ba2tCp9zO/ADIAjcaK39d7h9MjAfSAIWAXOttfbwPpKIiIh0htvrpqS2pN2w1BhopMHfsOt7oGG3fS2hq7aplqZQ0xGtMyk+aa8ty5XF5aMuZ2TWSEb1HMXAtIFaaVJEYk5neuYCwM3W2k+NMWnASmPMO8CVwLvW2vuNMbcBtwE/N8aMBi4FxgD9gcXGmOHW2iDwKHA18DHNYW4W8ObhfigRERHZxVpLWUMZ6yrXsd69vnVYYllD2T7PcxhHu0EqOT6Zvsl9SUtIIz0xnfSEdNKczd/jHfEEQgECoQD+kH+3z47+fhvviCc9cdc10hLSSE9ovm5SfJLmtImIdGC/Yc5aux3YHv5ea4wpAnKAc4GZ4cMWAEuAn4fbn7PW+oBNxpiNwLHGmGIg3Vr7EYAx5mngPBTmRERE9qveX89Gz0a21GzpcOhhaw+af/e2en89df46oDmg5afnM7nPZEZljWJQxiCSnckkxyfvHtqcSSQ4EhSkRES6sAOaM2eMyQcmAZ8AfcJBD2vtdmNM7/BhOTT3vLUoCbf5w9/3bG/vPlfT3IPHwIEDD6REERGRqNUYaMTtdVPZWMnmms1s9Gxs3qo2sq1+W7vnuOJcrQHMFb/re3ZSduv3FGcKgzIGMTJrJMMzh5PsTD7KTyYiIkdCp8OcMSYVeAn4ibW2Zh9/qWtvh91H+96N1j4OPA4wZcoUzakTEZFuoynYxKqKVfxnx38oqixqDm/eStxeN42Bxt2OjXfEMyhjEBN6T+CiHhcxpMcQBmUMIi0hjeT4ZFzxLi3wISISwzoV5owxTpqD3EJr7cvh5jJjTL9wr1w/oDzcXgIMaHN6LrAt3J7bTruIiEi3FQgFWFe5jhU7VvDJ9k8oLC/EG/TiMA4GZwymd3JvBqYPJMuVtduWm5bLwPSBOB3OSD+CiIh0UZ1ZzdIA84Aia+1DbXa9DnwPuD/8+Vqb9n8YYx6ieQGUYcAKa23QGFNrjDme5mGa3wX+fNieREREpIt5f8v73P3R3bi9bgCGZQ7jouEXcWzfY5ncdzLpCekRrlBERKJZZ3rmTgSuANYYYwrDbXfQHOJeMMb8ANgCXAxgrf3cGPMCsI7mlTCvC69kCXANu15N8CZa/ERERLohX9DH7wt+z7Prn2VU1ihuP/Z2pvadSs+knpEuTUREuhHT1V/zNmXKFFtQUBDpMkRERDrla8/X3LrsVr6s+pLLR13OTZNvIiEuIdJliYhIFDPGrLTWTtmz/YBWsxQREZH2WWt5ZeMr3L/iflxxLv562l+Znjs90mWJiEg3pjAnIiJyiKp91dz78b28VfwWx/U7jv930v+jV3KvSJclIiLdnMKciIjIQWgMNLK0ZClvbXqLD0o+IGiDzD1mLleNvUqvCxARkaNCYU5ERKSTmoJNLC9dzlub3mJJyRIaA41kJ2Vz8YiLOX/o+YzIGhHpEkVEJIYozImIiLThD/rZWreV0tpSSut2bSW1JWyu2UxDoIEeiT04e/DZnDnoTI7pfQxxjrhIly0iIjFIYU5ERGLezsadLCtZxpKtS/h4+8c0Bhpb9zkdTnJSc8hJzWFCrwnMGDCD4/odp5d5i4hIxCnMiYhITPGH/DQGGimtLWVpyVKWbl3K2sq1APRN6cvsIbOZ0GtCa4DrldxLc+BERKRLUpgTEZGoYK2lIdCAu9FNpbcSt9fdutX4amgINNAYaNxr8wa8u+0LhAK7XXdc9jiun3g9MwfMZHjmcIwxEXpCERGRA6MwJyLSAX/Qz63LbqVvSl8tbhFB1b5q5n8+n+fXP0+tv7bdY5Lik9rd0pPTO9yX6cpkWv9pZCdlH+UnEhEROTwU5kREOrC2ci3vbnkXgIVFCxnTcwwXDLuAWYNmkZ6QHuHqur+6pjqeWfcMT697mnp/Pafnnc647HFkJWWR5dp9S4hLiHS5IiIiR53CnIhIBwp2FADwz/P+yYfbPuTlDS/z649/zW//81tOzzudb4/4NpN6T4pwlUeGP+inpqmGmqYaaptqqWuqI0So3WOT4pPIS8+jp6vnYRmi2OBv4Nn1z/LU509R7avmGwO/wbUTr2VY5rBDvraIiEh3ojAnItKBgrIChvYYSn5GPvkZ+Xxn5HdYV7mOlze8zKJNi3jj6zc4Z/A53Dr1VjJdmZEut9O8AS/b6rZRUlfSvOx+myX4KxsrqWmqwRv0HvB1U52p5KXnkZeeR35GPnlpebjiXfhDfgKhwP4/g368QS/vbH4Ht9fNyTknc92k6xjTc8wR+C2IiIhEP4U5EZF2+EN+Piv/jNlDZre2GWMYkz2GMdljuGXqLTy59kn+tuZvLC9dzs+P/TlnDTqryy2e4Q/52VC1gbU717K6YjVrdq5hU/UmLLb1mARHAv1T+5OTlsPIrJGkJ6STlpBGemL4MyGdVGdqh+9Sq2uqo7immM01m9lcs5nC8kLe3PTmbvfYn3hHPE6Hk3gTz9jssVw78Vom9p54yM8vIiLSnSnMiYi0o6iyiMZAI1P6Tml3f1J8EtdNvI5v5n2Tu//vbm774Db+9fW/uPP4O+mX2u+I1hYMBanz17UOgWz99O36udpXzQbPBooqi1p72TITMxnXaxxn5J/BwPSB5KbmkpOaQ8+knoe89P6JOSfu9rM34KWktgR/yN8c0hzxOOOaw1rb7y2fXS0Ei4iIRAOFORGRdhSUNc+Xm9Kn/TDXYljmMJ4+82meXf8sD3/2MOe9dh5zj5nLmYPObHeZ/MZA417DC1u++4K+5mP8e59T21TbGtTq/HX7rMlhHKQlpJGfns9Fwy9ifK/xjMseR05qzlELTa54F0Mzhx6Ve4mIiMQqY23nh8FEwpQpU2xBQUGkyxCRGHPdu9expWYL/zz/n50+p7SulF9/9Gs+3PbhQd83wZFAkjMJV5xr9yX22xn6uOdny/cUZ4p6ukRERLoRY8xKa+1ef2FWz5yIyB6CoSCfln3KrEGzDui8nNQcHv3GoyzZuoRt9dtIjk/GFb97KHPFu0hwJOyaI9ZmyGFCXHO7iIiISGfoXw0iInv4ouoL6vx1+x1i2R5jDKcMPOUIVCUiIiKyu0Ob8S4i0g21vF/uYMKciIiIyNGiMCcisoeCsgIGpA2gT0qfSJciIiIi0iGFORGRNkI2xKfln6pXTkRERLo8hTkRkTY2VG2g2lfd4fvlRERERLoKhTkRkTY6+345ERERkUhTmBMRaWNl2Ur6p/Snf2r/SJciIiIisk8KcyIiYdZaVpatZHKfyZEuRURERGS/FOZERMI2VW/C7XVrvpyIiIhEBYU5EZEwzZcTERGRaKIwJyISVrCjgN5JvRmQNiDSpYiIiIjsl8KciAjN8+UKygqY3HcyxphIlyMiIiKyXwpzIiLAltotVDRWaIiliIiIRA2FORERmodYAlr8RERERKKGwpyICM2Ln/R09WRQ+qBIlyIiIiLSKQpzIhLzWufL9dF8OREREYkeCnMiEvO21W9jR/0ODbEUERGRqKIwJyIxr3W+nBY/ERERkSiiMCciMe+z8s/ISMxgSI8hkS5FREREpNMU5kQk5u2o38HAtIE4jP6XKCIiItFD/3IRkZhX5auiR2KPSJchIiIickAU5kQk5nm8HjJdmZEuQ0REROSAKMyJSMyr8lWRmagwJyIiItFFYU5EYpo34KUx0EgPl4ZZioiISHRRmBORmObxeQDUMyciIiJRR2FORGJalbcKQD1zIiIiEnUU5kQkplX5msOceuZEREQk2ijMiUhM83jDwyy1mqWIiIhEGYU5EYlp6pkTERGRaKUwJyIxrcpbhcM4SEtIi3QpIiIiIgdEYU5EYprH5yEjIYM4R1ykSxERERE5IApzIhLTqrxVWslSREREopLCnIjENI/Po/lyIiIiEpUU5kQkprm9bq1kKSIiIlFJYU5EYprH56FHooZZioiISPRRmBORmGWtxeP1qGdOREREopLCnIjErDp/HQEbUM+ciIiIRCWFORGJWR6vB0A9cyIiIhKVFOZEJGa5fW4ArWYpIiIiUUlhTkRilnrmREREJJopzIlIzKryVQFozpyIiIhEJYU5EYlZ6pkTERGRaKYwJyIxq8pXhdPhJDk+OdKliIiIiBwwhTkRiVlV3ioyEzMxxkS6FBEREZEDtt8wZ4x50hhTboxZ26btbmNMqTGmMLyd1Wbf7caYjcaYL4wxZ7Rpn2yMWRPe97DRv55EJMKqfFUaYikiIiJRqzM9c/OBWe20/8FaOzG8LQIwxowGLgXGhM95xBgTFz7+UeBqYFh4a++aIiJHjcfroYdLi5+IiIhIdNpvmLPWLgPcnbzeucBz1lqftXYTsBE41hjTD0i31n5krbXA08B5B1u0iMjh4PF59I45ERERiVqHMmfuemPM6vAwzJZ/DeUAW9scUxJuywl/37O9XcaYq40xBcaYgoqKikMoUUSkY1W+Kr2WQERERKLWwYa5R4EhwERgO/D7cHt78+DsPtrbZa193Fo7xVo7pVevXgdZoohIxwKhANW+as2ZExERkah1UGHOWltmrQ1aa0PAE8Cx4V0lwIA2h+YC28Ltue20i4hERLWvGtA75kRERCR6HVSYC8+Ba3E+0LLS5evApcaYRGPMIJoXOllhrd0O1Bpjjg+vYvld4LVDqFtE5JB4fOEXhmvOnIiIiESp+P0dYIx5FpgJZBtjSoC7gJnGmIk0D5UsBn4EYK393BjzArAOCADXWWuD4UtdQ/PKmEnAm+FNRCQiqrxVAFrNUkRERKLWfsOctXZOO83z9nH8fcB97bQXAGMPqDoRkSNEPXMiIiIS7Q5lNUsRkahV5Qv3zGk1SxEREYlSCnMiEpNahllqARQRERGJVgpzIhKTqrxVpDhTSIhLiHQpIiIiIgdFYU5EYpLH59EQSxEREYlqCnMiEpOqfFVa/ERERESimsKciMQkj9ej1xKIiIhIVFOYE5GYVOVVz5yIiIhEN4U5EYlJVb4qrWQpIiIiUU1hTkRijjfgpTHQqDAnIiIiUU1hTkRijsfnAfTCcBEREYluCnMiEnNawpzmzImIiEg0U5gTkZjj9roBtJqliIiIRDWFORGJOR5vuGdOc+ZEREQkiinMiUjMqfJVARpmKSIiItFNYU5EYo7H58FgSE9Ij3QpIiIiIgdNYU5EYk6Vt4qMxAziHHGRLkVERETkoCnMiUjMqfJW6bUEIiIiEvUU5kQk5nh8Hi1+IiIiIlFPYU5EYk6Vr0qLn4iIiEjUU5gTkZjj8apnTkRERKKfwpyIxBRrLVU+zZkTERGR6KcwJyIxpc5fRyAUUM+ciIiIRD2FORGJKR6vB0A9cyIiIhL1FOZEJKZU+aoA1DMnIiIiUS8+0gWIiBxNHl9zz5xWsxQREZGuzoZClN17X4f71TMnIjGlytvcM9fDpWGWIiIi0rW5n36aqn/8o8P9CnMiElNawpx65kRERKQr865bR/nvHyL1tNM6PEZhTkRiSpWvinhHPCnOlEiXIiIiItKuUEMDpbfcSnxmJv3u/XWHx2nOnIjEFI/PQ2ZiJsaYSJciIiIi0q6y+x+gadMmBj45j/jMjkcTqWdORGJKlbdKK1mKiIhIl1Xzzjt4XniBnv/1A1KmTdvnsQpzIhJTWnrmRERERLoa/44d7PjFnbjGjqXXDTfs93iFORGJKVXeKq1kKSIiIl2ODQbZ9vPbCPn95Dz4O0xCwn7PUZgTkZhS5auiR6LCnIiIiHQtlfOepOGTT+j73/9NQn5+p87RAigiEjMCoQA1vhrNmRMREZEuw1pL/Yf/R8XDD5N25iwyLji/0+cqzIlIzKhpqsFiNWdOREREIs5fWkr1P9+g+vXXafr6a5w5OfS7++4DWnFbYU5EYobH6wFQz5yIiIhERLCujtp//5vqV1+j4T//ASBp8mT63nMP6WfOIi49/YCupzAnIjHD7XUDaM6ciIiIHHW1771P6c03YxsbScjLI/vGG8iYPZuE3NyDvqbCnIjEDI9PPXMiIiJy9NUuXkzJTT/FNWIEfX/x37gmTDig4ZQdUZgTkZhR5asC1DMnIiIiR0/Nv9+m9OabSRozhgF/e4K4tLTDdm29mkBEYobmzImIiMjRVPPmm5T+9KckjRvHgHl/O6xBDhTmRCSGVPmqSI5PJjEuMdKliIiISDdX/ca/KL3lVpImTWTAE08Ql5p62O+hMCciMcPj9ahXTkRERI646tdfZ9vPfkbyMccw8H/+h7jUlCNyH82ZE5GY4fa5NV9OREREDlnjqlV4/vclMAYTH49xOjHOeHA6sQ0NuJ9+huTjjmPAI3/FkZx8xOpQmBORmOHxeujhUpgTERGRg2MDAXY+9j/sfPRRHC4XJjkJ/AGs348NNH8SCpE6cyY5f3gIR1LSEa1HYU5EYobH52FQxqBIlyEiIiJRqGnrVrbd+jMaCwtJn30Ofe+8s90FTWwwiImLOyo1KcyJSMyo8lZpzpyIiIgcEGst1a+8Stm990JcHP1//yAZ3/pWh8cfrSAHCnMiEiN8QR8NgQYyExXmREREpHOCHg/b77qb2n//m+SpU+n/wP04+/ePdFmtFOZEJCZUecMvDNecOREREemEQEUFxZdcir+8nF43/5SeV111VHvdOkNhTkRigscXfmG4euZERERkP2xTEyU3ziVQVUX+358haeLESJfULoU5EYkJ2+q2AZCdlB3hSkRERKSr23Hfb2j87DNy/vBQlw1yoJeGi0iMWFWxingTz8iskZEuRURERLqwqueex/P88/T84Q9JP/PMSJezTwpzIhITVlWsYlTPUbjiXZEuRURERLqohk8/Zcd995Fy8sn0+sncSJezXwpzItLt+UN+Pt/5ORN6TYh0KSIiItJF+cvKKLlxLs7+/ch58HddbrGT9mjOnIh0e1+6v8Qb9DKht8KciIiI7C3k81Fyw43YhgYGPPUkcRkZkS6pUxTmRKTbK6woBGBir647gVlEREQiw1rLjrvvwbt6NTl/fpjEYcMiXVKnKcyJSLe3qnwVvZN70zelb6RLERERkS4kUFXFzr8+QvUrr5B97bWkn356pEs6IApzItLtrapYpV45ERERaRWsrcX91HzcCxYQamigxyWXkH39dZEu64ApzIlIt1beUM62+m1cNuqySJciIiIiERaqr8f9zN+pfOopQtXVpH3zm/S64fqoGlrZlsKciHRrqypWATCxt3rmREREYlGovh7fV19R/8knuJ+aT9DtJnXmTHrdeAOu0aMjXd4hUZgTkW6tsLyQBEcCo7JGRboUEREROQJCXi/BmhpCNTUEa2rwl5bi+3IDvg3Nm7+0tPXYlBOm0evGG0ma2D3+yKswJyLd2qqKVYzJHoMzzhnpUkRERKSTgjU1eP73JfwlWwk1NBJqbCTU2IBt+d7QQLC2llBNDbapae8LOJ0kDhpE0oQJ9Lj4IhKHDSNx+HASBgw4+g9zBCnMiUi31RRsYl3lOs2XExERiRJBjwf308/gfuYZQrW1xPXogUlOwpGUjCMpCUdSEnHZPXEmDyAuLZ249DQc6RnNn2lpxKVn4Ozbh4T8fIyz+/8hd79hzhjzJHA2UG6tHRtuywKeB/KBYuDb1tqq8L7bgR8AQeBGa+2/w+2TgflAErAImGuttYf3cUREdllXuQ5/yK+VLEVERLq4QFUV7vkLqPr73wnV15N2+ulkX3sNrlGaJrEvjk4cMx+YtUfbbcC71tphwLvhnzHGjAYuBcaEz3nEGBMXPudR4GpgWHjb85oiIodVy+InE3pPiHAlIiIi0p5AVRXlDz7IxtO+QeXjj5My/WQGvfYauX9+WEGuE/bbM2etXWaMyd+j+VxgZvj7AmAJ8PNw+3PWWh+wyRizETjWGFMMpFtrPwIwxjwNnAe8echPICLSgVUVq8hJzSE7KTvSpYiIiEgb1lpq3vgXZb/5DcHqatLPOovsH/+IxKFDI11aVDnYOXN9rLXbAay1240xvcPtOcDHbY4rCbf5w9/3bG+XMeZqmnvxGDhw4EGWKCKxzFrLqvJVTOk7JdKliIiISBv+bdvYfs891C9dhmv8eAbOfwrXiBGRLisqHe4FUEw7bXYf7e2y1j4OPA4wZcoUzasTkQO2vX475Y3lTOilIZYiIiJdgQ0GqXr2OSoeeghrLX1uv43Myy/HxMXt/2Rp18GGuTJjTL9wr1w/oDzcXgK0Xe8zF9gWbs9tp11E5IjQy8JFRES6Dt/GjWz/xZ00FhaScuKJ9L3nHhJyOxyoJ510sGHudeB7wP3hz9fatP/DGPMQ0J/mhU5WWGuDxphaY8zxwCfAd4E/H1LlIiL7UFheSFJ8EsMzh0e6FBERkZgTrKujoaCAho8/oX7FJ/iK1hOXnk7/B+4nffZsjGlv4J4cqM68muBZmhc7yTbGlAB30RziXjDG/ADYAlwMYK393BjzArAOCADXWWuD4Utdw65XE7yJFj8RkSNoVcUqxmaPJd6h12mKiIgcSdbvp2lrCU3Fm2hctZqGjz+mce1aCAYxTidJkyaRfcP1ZF5yCfE9e0a63G6lM6tZzulg12kdHH8fcF877QXA2AOqTkTkIDQGGvnC/QVXjr0y0qWIiIh0G8HqanwbN+LbsJGm4mKaNm1q/iwpgWC4/yYujqRx4+j5w/8i5fjjSZo4EYfLFdnCuzH9yVpEup3Pd35OwAb0snAREZEDYK0lVF9PsLKSQGUlTZuK8W3YEA5wGwiUlbUea1wuEvLySBw1irQzZ5E4aBAJ+fkkDBlKXGpKBJ8itijMiUi307L4yfhe4yNciYiISNdhAwH827a19qr5iovxl5Q2hze3m2BlJdbv3+0ck5hI4pAhpBx/PInDh5E4dCiJQ4cS368fxuGI0JNIC4U5Eel2CisKyUvPI9OVGelSREREjihrLdbrJVhTS9DjIeiuJFDp3v2zYidNW7fStGULtAlrjrQ0EgYMIK5XNokjRhDfM4u4rJ7hzywSBgzAOWCAXh3QhSnMiUi3Yq1ldcVqTso5KdKliIiIHFYN//kPlU/NJ1hZSbCmhmBNDaGamr1601rFxRGXlUn8/2fvzuPjOsu7/3/ONqtmRqu12pLXeEnsLHacxM5KCFD2nQIBCpQSeIC2oUD60DZNy/LQ/p4CLUuhP1qWBChNE5KwlOyLkzi2g63EcWzJm6zdWmc0+znnfv44o82WHC+yR5Kv9+t1XudImuWWnEjzneu+r7u8At/iJiLXX4dvdDrk4sUYZWXSVXKOkzAnhJhXjiSOMJAZkM3ChRBCzBv24CC9X/sHhu+5B3PBAm+aY10tRiSKEYuiR6IY0ShGaQyzogKj3KusGbGYTIWc5yTMCSHmFdksXAghxHyhlGL4nnvp/drXcEZGqPjjj1L5iU+gB4PFHpqYJSTMCSHmlZ29OwlbYZbGlhZ7KEIIIcRxnOFhUtu3k3x2K/m2NnyLF+Nfvhz/8mX4ly5FD3udILMHDtD9N7eT2raN4CWXUPO3txNYsaLIoxezjYQ5IcS8kcqn2NK5hbWVazF0WawthBCiuJTr4o6MkN61i+Szz5J6diuZl14CpbzW/gsXkty6FZXJjN3HamjA19hI8rnn0EMhau74W0rf8Q6ZLimmJGFOCDFvfGnrl+gc6eT2q24v9lCEEELMA8p1sXt7yXd0kG9vJ9/VhZtM4qbSuOk0bjqFGrs+/uOJIQ3LIrRuHZWf/CThKzYSWLsW3edDOQ759nZvP7fRo3U/sTe8gQWfvRWzoqJ4PwAx60mYE0LMC/e23st9++/j4+s+zhW1VxR7OEIIIeYglc/T/x//QerZrV546+w8ft81y0ILhdCDwbFDCwUxSkuxamvHPtaDIfRAAD0cwr9yJaFLL51yrZtmGPgaG/E1NhK58cZz9a2KeULCnBBizmsZbOFLz36JjTUb+fjajxd7OEIIIeagbGsrnZ/7PJmXXsK/ahX+lSspufFV+BoasBoasOobsOrr0P3+Yg9ViDES5oQQc1oqn+LWx28lbIX56jVflbVyQgghTolyHAZ++COOfv3r6OEw9d/8BtGbbir2sIQ4KRLmhBBzllKKv3v27zgcP8z3Xv09KoOVxR6SEEKIs0w5DvnOTnIHD5I7dIjcoUO4uRzBCy8kuHYt/uXL0SzrpB4r195O1xduI7V9OyWvehW1f3s7ZqX8LRFzh4Q5IcScdU/rPTxw4AE+cfEn2Fi7sdjDEUIIcQxl214zkFQalU6NNwpJpnBHEjjDcZxEHDeewInHcRNx3Fxu6gfL2+Q62skfbpu0jk2PRNAMg+H/uhsALRAgsHo1wbVrCa69CKOi0lvnZpne2fTOya1b6f3q/wFdp/bLXyb21regadq5+LEIMWMkzAkh5qS9A3v58tYvc0XtFXzsoo8VezhCCDEvuJkMTn8/9sAAdn8/Tv8A9kA/zuAQOM6U91H5PE68EMqG4ziJBE58GDeeQGWzJ/fEloURjWJEImjTrUkzdPyLKu+CeQAAIABJREFUFxO5/np8TU3esXgxRlkZAPn2dtLNzWSam0nvambwrrsY+I9pgmFB6IorqPvyl7Dq6k5unELMMhLmhBBzTjKf5LOPf5aIL8JXrv6KrJMTQohXoByH7P79ZJqbyezdhzM0hBuPj4ewQmVsUiv9CTS/H82c5mWjaXpBLBpFj0bwV1djRCPokSh6OOR1dQwVuj4Gg2Mfe7f37qcFAmdcFfMtXIhv4UJir3+99z3ncmRbW3HiCZRto/I5lG1DPo+ybfSSCCXXXSv7t4k5TcKcEGJOybt5/uLxv6At0ca/3fRvsk5OCCEKJk5pdFNJsq2tY1WqzIsv4qZSAOihEEZFBUYkgh6L4q9aih6NYERjGLEYZkU5RnmFd66owCwvRw+FivzdnTrN5yOwenWxhyHEWSVhTggxZyiluOOZO3iy40n+6oq/YkPNhmIPSQghTpozksTu6UZls6hCdUjl86h84ZxJe5WyeAI3EZ+0nkzlcpPvM3rO5bzNqVOp4/ZDA8CyCFxwAbG3vIXgurUE1q7F19Qka8OEmCckzAkh5ox//v0/c2/rvdyy7hbedcG7ij0cIYQ4jjOSJLN7N7mDB8i3t5Nr7/A2n25vxxkaOunH0SwLPRbzqmfRCLo/gB4KeV0aLRPNtApNPSxv4+rQhCmMhY+thQsJrF4t+6IJMY9JmBNCzAk/e/lnfP+F7/P25W/nlnW3FHs4QgiBsm2yra2kdzWTbt5FprmZbOt+UArwAplVV4fV0EBgzRqshnqs2jr0gN8LZeZod8VCKAv40aMxjFjUW6Mm1TMhxCuQMCeEmPUeOvwQX976Za5ruI4vXvFFeYEjhDinlFLYR4+SbWmZcLSSbWlBpdMAGKWlBNatJfKa1xJctxb/ihWYVVXSXEMIcVZJmBNCzGrbu7fz+Sc+z9qqtXzt2q9h6vJrSwhxdinXJfvyy4w8+RTJZ54hs2cP7vDw2NeNigr8y5dT+s53ELxoLcF1a7EWLpQ3moQQ55y8KhJCzFr7Bvfx6Uc+TX2knn+54V8ImsFiD0kIMU/Z/f0kn36akSefJLnlaZz+fgD8q1YRfe1r8S9bhn/5cvzLl2FWVBR5tEII4ZEwJ4SYdWzX5petv+Sbv/8mQTPId2/8LqWB0mIPSwgxj+S7u0lt30H6+R2kdjxPdu9eAIyyMsKbNhHevImSTZswq6qKPFIhhJiehDkhxKyhlOLhtof55u+/ycHhg6ytXMsdm+6grqSu2EMTQsxhTiLhrXHb+zKp539PescO8p2dgLfnWvCSS4i+7rWEN20msGa1rHMTQswZEuaEELPCtu5tfH3H12nua2ZxbDFfv+7r3LDoBlmDIoQ4aUopcq2tpF/cTbZ1vFGJ3dU1dhujqpLQZesp/9CHCF52KYELLkAz5eWQEGJukt9eQoiiaou38ZXnvsJTHU+xILSA26+8nTcve7M0OhFCnBRnaIjkM88w8tRTJJ/agt3TA4Dm8+FbupTQhvXeWrdly/AvX4FVXydvEgkh5g15tSSEKJq8m+czj36GnmQPf3bZn/Hele8lYAaKPSwhxCyXa2tj+L77ST75JOkXXgDXRY9ECF95JeGrNxO67DJ8ixZJxU0IMe/JbzkhRNH85KWf0DrUyjeu/wY3LLqh2MMRQsxiSimSTz/N4I9/wsjjjwMQuOgiKj/+ccKbNxNce5GENyHEeUd+6wkhiqJzpJPv7PoO1zVcJ0FOCDEtN5lk6Je/ZPDOu8jt349RUUHlLbdQ+u53Y1UvKPbwhBCiqCTMCSGK4qvPfRWA2zbeVuSRCCFmk7HOk60tZHa/RPzXv8ZNJAhceCF1/+erRF73OnSfr9jDFEKIWUHCnBDinHvsyGM8euRR/vTSP5VtB4SYZZRSuCMj2D092H39OAP92P0D2AP9OIWzOxwHpU75sbVAAD0YRA8F0YJB9GAIPRjEzWQK3Scnd57UQyFKrruO8g/cTGDdOmlcIoQQx5AwJ4Q4p1L5FF/Z+hWWxpbygdUfKPZwhJjXlOuS2f0Sqe3bUZn0lLdx0xnsnh7yvT3Y3T3YPT24qdTxN9R1jLIyzPJyjFgMTnUvNqVw4nHsnm7cVBo37R0qnUazLK/z5PpC58nlhc6TdbWy55sQQpyAhDkhxDn1vebv0Zns5N9f8+9YhlXs4Qgx79h9fSS3bGHkyadIPv00zsDAie9gmphVVVgLFuBfsYLw1ZuxqqsxF1RjVlVhVpRjVFRgxGJohjHj41WuC0qdlccWYsbZOTBlmq84C5w8jPRC8igk+wrno+MfT0PCnBDinGkdbOWHu3/Im5e+mfU164s9HCHmvInry7ItraR2bCf70h4AjIoKwps3UbJ5M+GrrsIoLZ36QXS9qNUvqbyJWS+fgZcfgN//GA48DmWNsOhKWHQFLLoKKpeDTAEWryQ1AP2t0L8f4h0Q74REl3eOd3qhjSmmrxt+CFdN+7AS5oQQ54RSir/f+veErBB/vv7Piz0cIeYUN50mu/8A2ZaWQnCben1ZYM0aqv7szyi5ejP+lSslKAlxJrp2we9/As3/CZkhKF0EV34Shg5Dy4Ow66fe7UIVXrhr2AC167wjVF7csYtzy7EhPTC5ojZ0GPpaCwGu1fv6RMEyiNRBtA5q10K0HkqqoWSBF97Cld7ZV+K9WXDr1G8YSJgTQpwT9+2/jx09O/ibK/+G8oD8kRNiOkopUs88Q3LbtkJoayHfdmSs4Yjm83nryzYU1pctk/VlQswYpaD55/DMt6C72auKrHojXHozNF0zvlZUKa/C0vaMdxx+2qvejYo2FILdWqi5CAKxUx+LP+q90A9VzP7Kn+uCnYZcCtz81LdRyvuaY4OTK1wXDuWc4D62dzi58du7ee9zM8nJQz7lfQ/5ZOGcglxywnPnJo8ln4ZUn1d1m6qqFqmFimWw+s3euXI5lC+FWD1YwRkZtqZOoxvVubR+/Xq1ffv2Yg9DCHEG4rk4b/jvN7Aouogfve5H6Jq84BRiKtnWVnq+8lWSW7aAYeBrbCw0BBk/fIsWyubYQpwNyX64/9NeKKu+EC79IFz0jpOvsqUGvADY1exV9bqboa+FKV/knwrD54WCaJ13jtSAPs0aU9c9PiiNXk9HuccHpdHr6cbuOl6QGQ099tQNluYsww++EFhh72z4wbAKhw9007s2C1Mgx47K8etoHfgjMzYkTdN2KKWOW6Mifw2EEGfd3fvuZjA7yHc2fkeCnBBTcIaHOfov32LwrrvQw2Gq//I2St/9bnS/v9hDE+L80PoQ3PsJSA/CTV+CKz5x6h1bQ+Ww5DrvGJUdgaMvexWeU6GUN7Uz3gWJwpqqeBd07YSWXi+ATUXTvZChF0KHYY6Hj2n//mqTg4rpL9zXOkFFUANf2KsuWaHCdeF8ouZmujX+XBPHqBnTP5duTg5Qo9e6ObMVS930vgcr5I1pjpg7IxVCzEm2a/PTl3/K+ur1rKlYU+zhCDGrKNtm6Be/4Og3vokTj1P6rndS9elPY5bLVGQhzol8Gh66HbZ+F6pWwfvv9qZFzhR/CTRIwy9x9kiYE0KcVY8deYyuZBef3/D5Yg9FiOMopXATCez+fpyBgbEzaBixKHokihGLYkQi6LEYejCIMxwf20h74tkZGUHl85C3Ufm8d9g2yra9tWyWiWZZaKZVOJukd+4ku28focsvp/ovbyOwcmWxfyRCnD+6X4S7PwpH98DGj8ONt8/YOiYhzhUJc0KIs+one35CXbiO6xZeV+yhiPOcUopsSwupZ7eS3LqVzO7d2P39kD/BWpKTpFkWeiQyFtI0y0KzTLAsNMME1x0PdxPORmmM+m98g8hNr0ab7Q0OhJhPdt8L//3HXkfB998Ny24s9oiEOC0S5oQQZ83LAy+zo2cHt152K8Z0i7WFOEPKdVHp9OSgZNuoXB6VzZBufoHU1mdJPrt1bANta9Eiwhsvx1xQjVFRjllRgVFejllejlFeDmi48WGceBwnHseNx3HiCdxUCiMWG7uPWe5tqK2XlEgYE2Ku2P+oV5Grvwzec6fXtEKIOUrCnBDirLlzz50EzSBvXf7WYg9FzGHKccjs3k1q2zbs3t5J0xvtgX6cgUFwpmlrXWBWV1Ny9WZCG68gvPFyrPr6V37i6gUz9B0IIWaNjh3ws/dB1QXw3p9DsLTYIxLijEiYE0KcFQOZAX594Ne8ZdlbiPlPY38dcV7L9/SS3LKF5FNPkdyyBWd4GPA2xjYKFTGrvp7g2oswyiswIiVoPh+YZmGao29suqP/ghX4mpqkcibE+e7oPrjznV4l7v13S5ATc8aJtpKTMCeEOCt+sfcX5Nwc71v1vmIPRcwCyrbJtbWR3VfYBLu9nan2L1JKkd27j+zevQAYVZWUXH894c2bCV91pXR5FEKcnuEO+MnbvPb8N9/j7dUmxCzluIqXu+NsPzTItkMDbDs0MO1tJcwJIWZc3s3z870/56q6q1hSuqTYwzkvuZkMbmqafY00DT0QQAsEzqhapWwbN53GTSa9dWWJBM5wHDfhrS9zhofJHT5MtqWF3P79XqfHwvObNTVoxtTrKK36ehZ89lbCmzfjv+ACqagJIc5MasALcplh+NADULG02CMS4jitvSP89sUuth0a5PnDgySyNgC1sQAbF1fw3DT3kzAnhJhxDx56kKPpo9x+1e3FHsp5xU2nGXn8ceK/+jUjTzyBymZPfAdNQwsG0SccmjX1JrFKuahMFjedRqVSuKnUeDg7AbOuFv/y5YQ3XYV/+XLvWLIEPSjtv4UQ50AuCXe9GwYOelMra9cVe0RCTHK4P8k3Hmrh3p0duAouqI7wpovr2NBUzobF5dSXen8v//m9U99fwpwQYsbduedOGqONbK7fXOyhzHtuLkfyqaeI//o3JB55BJVKYVRVUvrOd+Jb3DTNnRRuJo1Kp3FTaa+6lkrhplOQt6d9rknBLxQsfBzy1rHFoujRKEbh0KPe3myaKX9mhBDngGPDSDfEuyDeAYkuiHfCoaegaye860ew+Opij1KIMR1Daf754RZ+saMdy9D446uX8NGrl1AV8Z/S48hfWSHEjGo+2kxzXzNfuPwL6Jpe7OGcdUopGN0gesL+YU48McXG0gM4Q0NMtVYMQAsEsWqqMRdUY9ZUY1VXY1ZXY1ZUYA8MkO/oIN/eQb6jnVx7O/n2DjK7d+MmEhilpcTe8Aaif/AHhDasn3YKoxBCnHNKQWYIkn2QPFo4+rzPpYe86Y+Zwjk9BK4NhgW6BYbPuzYs0E2wM5BLQT5ZOKe8czbOcb9bDT9E6+At34FVbyzKty7EsXrjGb71aCs/fe4IADdf0cgnrl/KgkjgtB5PwpwQYkbduedOwlaYNy99c7GH8oqUUjhDQ+Q7OnH6+woVqjRuOjWpauUk4rjxhHcejuMkEt4asWQS7OkrWZMYBkZ5GUYshjbNnnvuyAjxo0dPahNro7ISX309kdfcRPQ1ryF8xRXeFEkhhDiX8mk4+ASM9I6HtImBLXkUUn1eQJuKGYBADAKl3jlc5QU3Jw9u3jvnkuDkwHXA9IMv5G327QuBFQJf2LtvpBai9RCthUgdhMqnnDYuxLk0nM7zfNsg2w4OsP3QIDuPDOEqxTvXL+RTNyyjrvTMlh1ImBNCzJjeVC+/O/Q73rPyPZT4Sk7rMZTr4qbSqHQKN5NB5XKFqpeNsr3qF7aNmm5fMaVQjjN+uwnVMjeTwe7qItfeQb69nXx7uxfITkALBjFKStBjUYxIFLOqCt/Spd5UwnAYzTfeAl+zvDOmiRGJeJtQFzaj9kLcK1cqleviDA5i9/SQ7+7B7u3BPtqHUVaG1VCPr6EBq75e1pwJIYrPsb1W/4eeHP+cr8Rr/R+ugtKFUH+Jdz12FL4WqvACnHV61QghzhbbcYlnbOLpPMPpPPFMHsedekaNUpB3XGxXkXdc8s7o2aW1d4TnDg6wtyeBUmDqGmvqY3xoUxPv39jIoorQjIxXwpwQ4ozlu7pIPPgQLff+kH/szlBf9hgH/Fu9gGNaXtgxTS9kjQay/ISglfUaa7jpNCqTOatj1UIhfPX1WPX1hDZsGAtIZmUlWshb/zXWDCQQOKkANqPj03XMigrMigoCq1ef0+cWQohT8sgdXpB73dfggtdBqNKrlgkxCyWzNt3xDD3DGbqGM3THM3QXzj3xDH2JLMPpPMncNG8Wn6Kwz+DSxjJed2EtGxaXcfHCUkK+mY9eEuaEEKcld+gQ8QcfJPHgQ2SamwHIVJuMNFVRUrF8rBo2XhVLoxle5Ur3ByZVsjTLhxYqNNM4prmG5rPGQ+HE6peuT9+y3jAK9zHHzlgWut+PHo1Kq3shhDhTe+6HLd+A9R+GjX9S7NGI84zrKnKOS7xQORtO54mn7bFKWl8iS3fcC209hXMic/xU31jQoiYaoDoWYPmCCLGgRSxoEQ2a3jlgEQ1amMbUrxs0wDJ0LEPHNDR8hbOp65SFLEzj7L8hLGFOCHFSlOuSeeEFEo8+ysjDj5BtaQEgcNFFVP35n9O9vpE/feFWvrT5szQsfVORRyuEEOKs6WuFe26B+svgtV8t9mjELOS4io7BNPv7Rjh4NMnBviRtAylcpQrhR8M0dC/86BqaBqmcQzrnkMo5pPIO6ZxNKueQswvTGG2XvOtNZZxu2uMoXYOqiJ+aWJDFlWGuXFJBTSxITcxPTTRITSxATTRA0Df3m4VJmBNCTMtNJhl5+mlGHn2Mkccfx+nvB8MgdMklVP/lbURuvBGrrg6An+z4OoZmcG3DtUUetRBCiLMml4Sfv99rUvLOH3oNScSsopSiP5njyECKI4Npjgyk6BhKk8jYpHM26bwzKTg5riISMImOVqUC49Upnzl1Zcl11XGPk8o5pPM2PfEsbf0pco47dvtIwKSpIoxpaN4aM8errNmFNWZKQchnEPQZhHwGsaBFbSFs+c3Jla+xa1OfMFaLaMAcuy4Nnpuq2GwgYU4IMcZNp0k3v0D6+R2ktm0ntW0bKp9Hj0QoufpqSq6/npKrN2OUlk66n1KKh9oeYkPNBmL+WJFGL4QQ4qxSCu77NBx9GW7+b6/ByQzL2S4DyRx9I1n6kzn6R7KFj3PEM3lW1Ua5amkFSyrDs37KvOOON8MYydqTpwIWmmukclN3+VQKHKWmDD6jTTZsd8J14TZDqRztg2lSx6z7Kg/7iAUtApYXlkr8JlUlfkI+A13XSGS8cR0ZSBWmLtqMZE/crVnXIOQzxwJYsPDYiyvDvGrVApZUhllSVcLiyjAVYd+s//eaqyTMCTFPKddF2fb4HmjHrGFThQYkdm8Pqe07SO/YQfqll7y2+JqGf9kyyt73Pkquu47QZZeesO39/qH9HI4f5uZVN5/D71AIIcQ59dz34MX/ghu+CEtvOK2HcF3F822DPNXax9FElv6RHP1J79w3kiU+xbomAJ+hE/QZ3LW1DYDqqJ+rllZy5dIKrlpaQUNZCKUUWdv1KkUTpulNrh6NV6ayeXfK51IoXFeRL0zts93RMOWFp1ThcdNj1SjvOmM7E4KXyyvMBDwphq5h6uNrsUbXZ41OUxy9tgrTFRsrwmxeVsXC8iALy0IsLA/RUBYk7D/1l/x2oUvjVDTN+zeRgFZ8EuaEmKXcdJp8R8fY5tD59nbyHe3ke3q9dv1TdYWccGa61v1T0CyLwNq1VHzoQwQvu5TQJZdgxE6+wvZw28NoaNyw6PT+uAshhJgFHBtyI96+bcYxb+C1bYX/+UtY8TrYfOspPaxSihc6hnmguYsHdnXSOZxB06A85KOixEdF2M/quiiVJX4qwj4qSvxUlPioLPFRHvauI4Uwcrg/xdP7+3l6fx9Pthzlnt93AN4UvUzemZEANWpygPKaWlimRtAyCPpMQpZBbcwaq0wFLGNS2Jo4NbDEP3ka42iDjZDPnHYrPEPT0PXihSXT0DHn/pKyeU/CnBBFYh89SralZWwvsXx3N3ZPL/ke7+z090+6veb3Y9XXY9XUeC3zx/Y2m7y/2aTOj1Psf3ZsZ0ijtJTAmjXo/tNf9/Bw28Osq1pHVajqTH8sQgghzqXBQ9D6MOx/BA48DrmE93ndKmzKHfbOI70Qa4C3fhdeYcsWx1X0j2Q5Mpjm0Zd7ub+5k8P9KSxD45rlVXzutSu5cXU1JadRLWqqDNNUGea9GxehlKKld4QtrX0cGUgT9OnetL/CdD8vZJmT1mKFLHNS+JouKmkaUnUSc4KEOSHOATedJrN7N+ldzaSbm0m/0Izd2TXpNkZZGWZ1NWb1AoJrLsSqr8OqbxjbB82orJyVf1jaE+3sGdjDZ9d/tthDEUIIcSKuC/EO6NnthbfWh2Bgv/e12CK46O1QsRzyacgnIZcaPwNc+zkIlhLPeGurjgykaR/0mmuM7dc1nKEnkR3rNqhrsGlZJZ+8bhmvWVNDLDT9lP1TpWkaK6ojrKiOzNhjCjHXSJgTYgY58Ti5Q4fGjuzBg+QOHCTb2jo27dGqryd08cUEPvABAqtWY9XVYi5YcEaVsWJ6uO1hAJliKYQQpyiTdybsk2WTs93jpueZE6bsTfq8rmHo2vRv8vW1Qsd26GuB/tbCsR/stPd1MwiLr4bLPwbLXgUVyxid75fJO7QPjoe10Y6IR37ex5GB3zGczk96qrDPoCYWoDYW5MqlldTGvH27aqIBLllUSmXJ3Pz7JsRccEZhTtO0Q0ACcABbKbVe07Ry4OdAE3AIeJdSarBw+9uAjxRu/2ml1P+cyfMLMRWlFCqbxU2nUakUbjrtHak0bjqFKlyrfM7bTHqKqYduMoU90I/TP4AzOIDdP4DT348zPIRSU0/IdwaHJk+N1HWshgZ8i5soueF6gmvXEly7FrOi4tz8IM6Rh9seZmX5ShZGZr6rmRBCzBeZvMNdW9v4z+1H6E/mGE7nydlTN+A4WZoGQcvwNj2OBqiNBVjl6+bGnh+wuNt7ieVqBulQA4mSJuKLLmU41MhAsIkD/pUM5gyG2/PEW+MMp7cSz+TpiWc5mshOeh6/qdNQFqShLMTFC0vHGmt45yCxoDUrZ44IcT6Yicrc9UqpvgkffwF4WCn1VU3TvlD4+POapq0G3gOsAeqAhzRNW6GUOvkuDeK8pvJ58t3d5NvbvaYgHR1jjUHs/v7x8JbJeFNJZohRWopRUYFZXo6vqQn0qVcD65ES/IsX42tq8o6FC9F8vhkbx2zUl+5jZ+9Obrn4lmIPRQghZqVUzubOZ9v41ycO0DeS5bLGMi5ZVFpogjF5fyyfqU/dft5W3mbJkzorqrGW973xLGrgAK/e+2Nuch4ng49/dt7Cvc4m2lQ1+bQJ/ceO7DBByxhrxBENWCyIBFhdGx0Pa4WOiJUl/qI24hBCTO9sTLN8M3Bd4fqHwGPA5wuf/5lSKgsc1DStFbgceOYsjEHMMkop3GQKZ6Afu78fZ3BoUpXMq555HzsjI7jxBE48jpOI4w7HcRIJ3ETC23hllGFg1dZiNTQQvPhi9FAIPRhECwbQg961HgoWPhf0PjfhY83ygTN1u349HMIsL8coLT1hS/7z3SNtj6BQ3LjoxmIPRQghZpRSimTOYWAkRyKbP25j5FTOQSmoLw2ysNyrWgWs8Tf7klmbHz97mO8/cYD+ZI7Nyyr51A2XsHHJDM/OGDoCT/wDtP4EDAt1+SdJX/IJrsuXsMl1sQodGC1Dn3QdCZj4pVWhEHPemYY5BfxO0zQF/KtS6ntAtVKqC0Ap1aVp2oLCbeuBZyfct73wueNomvYx4GMAixYtOsMhirNBuS720T7yHe3Yvb048ThuIoEzXAhgo2FscHBsuqLKZk/8oLruBbCSEoxoFD0axaquwVi+HD0SxYjFsOpqC01BGrBqqr1pkqJoHm57mMZoI8tKlxV7KEIIcUJ9I1le6Bgmns5P2h9sdM+wRMamf2yjam/Ps+wpToOsivhZWBaktjTI0619DKbyXLOiis+8ahmXNZbP3DczcBD2Pwytj0Drg97nNnwErr4VLVJDJVA5c88mhJjFzvSV8CalVGchsD2oadrLJ7jtVPX5KRcfFULh9wDWr18/gzuGiFOhlMLu6iLb2kq2pZVc+5EJ+511oHK54+9kGIUgFsGIRDHKy/AvW4ZRUY5ZXuGdKyowSksnVNKC6KEQms8nc+7nkOHsMM91PccH1nxA/t2EELOKUorD/Sm2HRpg+6FBth0e4MDR5JS3NXSNkGVQEjC9fc5KfCxfEKGyxNsDrTzsp8Tvtbc/tt29UtAx5DUKOTKQ4kihaUhz+xCXLirjf92wjEsWlZ35N5QdgUNPFQLcw+MdKEsXwWV/BFd9Ckpl3bIQ56MzCnNKqc7CuVfTtHvwpk32aJpWW6jK1QK9hZu3AxN/0zQAnWfy/GJmZfbuI7X1WbItrWRbWsi2tuKOjIx9XY/F8NXX41++nJLrr/da5tfXY9bUYESjGNEoWigkL+yP4bgKYx6uNXii/QlsZcsUy5N0ZCDFA81dvNg5zEc2L+bSmXiBJ06aUop4xh5rn949nCZgGbxxbZ2sBZpllFKk8w7D6TyJjI2uaZOClM/Qx/7OHNsi3wtUaV7oGB5r4hELWmxoKuNd6xdyycJSKkr80z7e6aiJBbiscQa+8UwcunbB0GEYPDzh3AaJLkCdsAOlEOL8dNphTtO0MKArpRKF65uAO4D7gA8CXy2cf1m4y33AXZqm/V+8BijLgefOYOxihqRfeJG+73yHkUceAbyGH/7ly4m96U34VyzHv3y5V12LxYo80tlrX0+C5w8P0jWcoSeemXRO5Wxue90qPrx5cbGHOaMeOvwQ1aFq1lSuKfZQZq3u4Qy/eqGL+3d1svPIEAARv8lvXujio1cv4c9fvWLSGhsxznUVPYnMpIpH93AG4Ji27d76H6WYNGUuky+sb8o6HB3J0j2cIZ0/vt/WtkMD/N2bL5Q3oYrAdRU72gZ5YFcnO9s4vGrCAAAgAElEQVS96Y+jbfrzzvSTckYraWiQyNiTvlbiN2koC7JpaQUbFpezoamcZVUlszewKwWHt8DzP4aXfjm+bYCmQ7QeShthyXVQ1ggLN8KiK8EKFHPEQohZ5kwqc9XAPYU/gCZwl1Lqt5qmbQP+U9O0jwBtwDsBlFK7NU37T+AlwAY+KZ0siyu9axdHv/1tko8/gR6LUfnpT1H69ndgLqiSFzYnwXEVD+3p4T+2HOKZA16bME2DirCf2liAhrIQ65vKONiX5O9+9RL1ZUFes6amyKOeGal8ii2dW3j78reja3qxh3POKKVIZG16hr2gPpDMTeoqN9qBLms7PL2/n22HBlAK1tRF+fxrV/KGtbWUhiy+/OuX+d4TB3jopR7+4Z1rZ3YtzQnGnsw5Y2uC4uk8w+k88Yw96UW0z9BpKLQbbyh0tIsFJzcBSucc+sbWFmUZSuVJ5R3ShSA1VaOI8c/bpHMOOcfF1I8PZaahE0/n6RhMk3Mmr1eqLPGjaWBP6PSXd1wKexPjN/VCxcUsTIUzCFoGq+uivGrlAmpiAe+IeucfP3uYf338ABoad7x5jfzeOweUUrzQMcz9uzp5oLmLruEMflNnfVMZi8pDY10do4XuitGgieOqKde4ua6irjQ41iK/oSxIaWiOtMiPd8LOu+D3P4HBg+CPwsV/CCtfD+VLINoA5vzuhiyEmBnadHtmzRbr169X27dvL/Yw5g3lOKR37aLvW98muWULRmkp5X/0R5S9770YJSXFHt6cMJzK8/PtbfzomcO0D6apiwW4+comXn9RLTWxAD5zcrhJ5xze871n2Nczwi8+fiUX1s/9CudDhx/izx77M37wmh+woWZDsYczSTrn0J/MEk/bhbBSCC3pPCNZG0PTsExvw12fqWPq3oa8SnktxL1QMh5GUjmbo4lsYWpehlTu5N6DWraghDeureMN62pZWnX8/1tPtfTx+bub6RxO85FNi7n1pgsI+l65Stc/kmV3Z5wXO4fZ3RmncyiNqY8HIZ+hjYWkZNY+6WYOflMnGrTI5J3jqh3RgEldaZBkzqZ/JPeKP4PpQtXo5wKWgd/ScZxCu3VHFQKaS85RRPwmDYWW6N4L9SB1pcFpq5hOIc2d6nRmpRRf+Y0XrD94ZSO3v0kC3ZnqHs5wqD854f8huxDAHPoSWX73Ug9tAyksQ+PaFVW8cV0dr1pVTYl/HjezysQnbNrdCh07YP8joFxo3AyX3gyr3gS+ULFHKoSYxTRN26GUWn/c5yXMzR9KKZz+fvIdHeTa27G7u8n39GB392D39JDv7cXu7QXHwSgvp+IjH6bsPe9BD4eLPfSiUkrRN5JjX0+Cvd0JWnoTpHMOpuG9yLeMwgt+U6N/JMcDzZ1k8i4bF5fzR5uauHFVNaZx4upUbyLDW7/1NLbr8stPbqYmNrenyXzhyS+wpWMLj77rUUz97L8IU0qRyjleKElm6R/JTQhYabrj2UK1LE38mCByOkY34h0NH5UlPmpjwbFNeatj3rki7MMy9EIo1ApharzK9EpGsjZf+fUe7tzaxuLKMB8pTMUdqzwV9pdK5x1aexO82BGnO54Zu39DWZDGihCui1elcsdDke0oQn6DirDX0KGyxE9F2EdF4RwNWoUKiEk0YE0KSsOpfKGRw3hDh67hDCV+w7t/iY/KwuNWlPgpC1ljTSGCljGn1ogqpfjSr/bwb08d5ENXNfE3b1wtge4UuK6iuWOYR/b08NCeXl7qik97W0PXuGppBW9cV8drVtcQC83DbV/srDdtct/voLsZ+log2Tv+dU2HssWw+s1wyfuhYmnxxiqEmFMkzBWBUgrsY/Yxcxw000SzrLEzhoGmaSjXxU0mcYbjuIn4pDb/Kp8b2wPNe6wcyrZx4wlvE+2OdvIdnah0etIY9FAIs6YGs3oBVnUNZnU1vkWLiL7uteihufkuoOtOfjc/57hM95+xUt4L5tEKzfh0MpueeIZ9PQn29YwwkBzvzFkW8qb42M7oxqzjU7pMXeON6+r44FVNrKqNntK493TFecd3nqapMsx//smVhOfoO9F5J881P7+GVze+mjs23TFjj5vOORzsS3KwL8mBoyPedX+S3niW/mSWTP74qpKmQVWJN611YtCqDPu9kFKYqjU6bavEb+KqYzbkLZyBCZWjM2uIcKqebu3jc3c30z6YnvLrhq6xpDLMmrooa+pirKmPsqY2Nj9fDBeBUoq/e2APP9hykD/a1MRfv0EC3VQcVzGY8iq9B/uSPPpyL4/s7eVoIouuwWWNZbxqVTUX1sUI+b03Q8ITqrMB05i9a9fORLIPWn4He3/jVdxyI16jkrqLvQYlo0flcihrAtNf7BELIeag6cLc3Hw1eY7k2jtIP78DZ2QEpthYWmUzOIX91Nx4fHyT63gCN5MB++QrBJploRwH3FPY00bT0MNhrIYGfE1NlGza7O2/1lCPr6EBs7a26FMnHVeNrXE4duqaN/XNnjQNLp6xGcnkJ6yNmLDOJu+Qd9TYlKozFfGbLKsu4abV1ayojnBBTYQV1V476rPxQm5VbZR/ee+lfOSH2/jMz3byrzdfNqcqGKOe636OkfwINzaeWhdL11X0JrJex7nBya282/pTdA5nJt2+LhagqTLMxiXlk6tKE6pCVRH/SVXAJjI4uarZuXTVskoeufU6ehMZfIY+1uDDKlzPxf9O5hJN0/irN6zCVYp/33IIDe/jYgU6pRQDyRzJrEPePX5Npn2CvxNjVdoJt83Z3nV6wrrGsd+teYecPfW0WaW8BiP9hWr4QCo36Y2ziN/kmguquHHVAq5dsYDy8Dxf4+W6EO+A/hbo31+YMvk8tG8DFERq4aJ3worXwuJrZNqkEOKckDA3Qb6nl9RzW0k++yyprc+Rb2+f/samie7zoRda8hvRKFZ9PYHoKvRIxNs/zTTRfBMqcKaJZhgo20HZeVQ+X6jceeEQ08CIxibv0xaLokci3h5sljWpoqcZxeuC57qKvqTXIW681ffkc89whuRJri8ydW1S9SToMygP+2goMwha5qQW0uMvcrXC9Ecd4wQvusJ+Y+yxYxMW1fvNc//zu37lAv76Dau5/f6X+Opv9vC/X7/6tB9rdOrheBi2JzS1yE8Ky+m8w02rq3n9RbWvOCX0lew6ugsNjfXVx705NGls7YNpdh4ZYueRIXYdGeLFzuHjqmsLIn4WlofYuKSCJZVhFleFWVJZQlNliJDv/Pr15DO9xiOiODRN42/euBqlFD/YcpBHXu6ZMvTrmkZpyBrbj2x8GquPoM8cm+Y6qfLrTj97IJN36Iln6I5nC1OGM/QMZ49r/jKTTF0bq5aFfGahNf/Ut40ETJZUlrChaXyKbkWJj5pogLUNpcetEZ7z8hlvK4ChwzB4aHx7gP793t5u9oQ3nXwlULUSrvuCF+Bq18k2AUKIc+78erU0gZtKkdm7l8xLL5HZs4f0878nd+AA4O2nFr58A+Uf+hChDRswKyvGQ5RpgjVHumWdpqzt0BvP0jVhP6bu4Szd8TTdwxl64ll64hnsYypkpq5RHQ1QHfWzqibKtSuqiAWtQhAzCRXWIAUKU29G1+vEghZBy5jXP9OJPrRpMQf6knz/yYMEfSZ1sQD9Sa9BRf9Ibuxd8OlezDmuIlHoQHjsv8GxSvzez9d2XX7V3MX/97t9/Mm1S3j7pQ2n3BI/77gcGUixpe0FSq1a7nq2+5hOjt75cH+SnUeG6Bvxpq76TZ0L62P84eWLWFIZpmFC5zlpyy9mE03TuP1Na6gtDdLcPjTlbbyphnle7o7Tn8wxlMqf8fP6TX2sy+ali8rGriMBa8K63cmV2ul+XeqaNnafY7dw8NaBmvMvgM2Ebf8/PP41GOme/HnD723GXb4Ull7vrXGrWO5NmSyplvAmhCi6ebdmTimFm0zhxodxEonx6Y/xBE5/H5mXvQCXO3iQ0bdKjdJSAmsvIrzxCkJXbCSwcmVRq17nmusqHtvXy4+eOUxz+/Ck9WOjwj5jrOnD6NqkmujodZDqmJ/KsH9+roc4C2zH5aM/2s5je4+OfS7iN8caSpSHffinecGla9pY04qpKo6j15GAOVaFc13Fg3t6+PZj+9l1ZIiqiJ+PbF7M+zYuIhIYX3eVtR06BtO0D6Y5MpjiUF+SA0e9dWxtAylsVxFe8o842WoyHTdPGtfoC8baWICLF5Zx8aJSLm4oZWVtZNZNaxRipuQdl8Fkjr6RHOm8PdYwyWeOzxwwTxC+fIZOLDi/3yCc9fr3w7evhNq1sPwmb2+3skbvXFINuvz+EkIU35xtgHLZ2rXqmV//pjDFcLxxiMrlyB0+TO7QIbIHD5I7dIjcwUPkDh8+rgnIRGZtLYFVqwisXk1g9SoCq1Zh1tScl39I45k8v9jezo+eOcTh/hTVUT83rKymbkK3vtH9mCa+4Bczw3EV+3oSxIIW5WHfOalSKaV4Zn8/335sP0+19hEJmFyzooreuLc5c08iM2k6mN/UWVwZZklVmMWVYRrKTb7y0tu4eeVH+ZN1t3gBTtcKlYLz7/8hIcQcpxTc9S44/DT8r+0QrS32iIQQYkpztgFKdl8L+298hUYLhuE1/WhqIrzxcswF1YW1ZuNrzoxoFKO0FCMSOetjth0XBYV3Y2fPC1ylvOYhB/uS/OiZw9z9fDupnMP6xjI+e9MFvPbCGqmgnEOGrp1yR8wzpWkaVy2r5KpllTS3D/Hdx71KXV1pkE3LKlk4YW+vhrIgNdHApGrr7r7dqJcUl9SsJioBXwgx1+39jdeJ8qa/lyAnhJiTZn2Ysxrqqf3Sl8Y7SRYah2iGia9xEb7Fi/E1NKD5zk0XrZGsTXO719Rhf29yQhfG8Y6ME5t+jDXpGF33YGhoTB3wdI2xKTmj6x1G7ze+8e54M5DR/Zyma3qRybvYrkveHt+zarTq4jN03riujg9d1cRFDXN/E2tx6tY2lPLt9112SvfZN7gPgOVly8/GkIQQ4tzJp+G3n/eamGz8eLFHI4QQp2XWhzmjtJTSt7/tnD+vUt4i947BNC90DLPzyCA7jwzR0jsyFohqYwFKQz5iQZNF5aGx9UvRgIWhQ85RU3Y2m46j1KQ9zUbvl3NcBpI52gfH2/Sncg5Ze3xvrNiE/bTqSgOsDEQI+AwsfTRE6vgMb1PjWNDi9WtrqSyRvW7Eqdk3uI+AEaChpKHYQxFCiDPz1Ne9zpUffAAMmWkghJibZn2Ymymuq46rXE2sqvWP5LzujaMdHOMZcvZ4N8HSkMXFC0v5g4tquXhhKRcvLKU0VNw9dRxX4SolUyPFOdMy1MKy0mUY+vnTIEgIMQ8NHISn/gkufDssvrrYoxFCiNM258Kc7bh0DWfoTWRIZgsbn+btCZtLOwyl8mPt3ftGsvQncwwkcyfcbHq0NXR1NMAli0ondGoMsKo2SmNFaFatfwNvzZUxzZRNIc6GlsEWrm24ttjDEEKIM/Pb27xq3E1/X+yRCCHEGZn1Ya43keXz/9XMkcEURwZTdA5lThjKwGujX1HY0LWhLMTFC0upKPFRFvIVpkVaRAMmsdD41MSQ7/zZ50yI09GX7mMgMyDr5YQQc9ve38K+38Cr74BoXbFHI4QQZ2TWh7meeIaHX+5lYXmQSxaW8aZ1Xre9mliAEr851ggk5DPHmoTItEMhZl7LYAsgzU+EEHNYPuM1PalcARtvKfZohBDijM36MLemLsb2L77C1gRCiLNuNMytKFtR5JEIIcRp2vINGDwEH/glmMVd9y6EEDNh1oc5XWY+CjErtAy1UBGooDxQXuyhCCHEqVEKdt8DT/1fWPNWWHJdsUckhBAzYtaHOSHE7LBvcJ9MsRRCzD1H98Kv/wIOPg41a+E1Xyn2iIQQYsbI4jIhxCtyXIf9Q/slzAkh5o7sCDz41/Cdq6BrJ/zBP8LHHoNobbFHJoQQM0Yqc0KIV3QkcYSsk5X1ckKI2W90SuX//G9IdMIl74cb/xbClcUemRBCzDgJc0KIV9QyJJ0shRBzgFJw90fgxbu9KZXv+iEsvLzYoxJCiLNGwpwQ4hXtG9yHruksjS0t9lCEEGJ6O+/0gtw1n4PrvgC6UewRCSHEWSVhTgjxiloGW1gUWUTADBR7KEIIMbXhDvjtbdC4Ca67DXRpCyCEmP/kN50Q4hW1DLbIFEshxOylFNz/GXBtePO/SJATQpw35LedEOKEUvkURxJHJMwJIWavnXdC64Nw4+1QvqTYoxFCiHNGwpwQ4oT2D+1HoVhRKp0shRCz0MTplRv+uNijEUKIc0rCnBDihEY7Wcq2BEKIWUcpuP/TMr1SCHHekgYoQogTahlsIWgGqY/UF3soQggx2c47ofUheN3XZHqlEOK8JG9hCSFOqGWwhWWly9A1+XUhhJhFZHqlEEJImBNCTE8pxb7BfdL8RAgxu8j0SiGEAGSapRDiBPoz/QxmB2W9nBBidnnu+zK9UgghkMqcEOIE9g3uA2B5qVTmhBCzxP5H4bdfgOWvkemVQojznoQ5IcS0Wga9TpYyzVIIMSv0tcIvPgiVK+Dt/ybTK4UQ5z35LSiEmNa+wX1UBispC5QVeyhCiPNdehB++m7QTXjvzyAQLfaIhBCi6GTNnBBiWi2DLbJeTghRfE4efvEhGDwMH7wfypqKPSIhhJgVpDInhJiS4zocGD4g6+WEEMX329vgwGPwxm9A45XFHo0QQswaEuaEEFNqS7SRdbKyXk4IUVzb/g22fR+u+hRc8r5ij0YIIWYVCXNCiClJ8xMhRNEdeAx+/TlY8Vq48W+LPRohhJh1ZM2cEGJK+wb3oWs6S0uXFnsoQojzwUgvdDVD9y7v3LULBg/CgtXwtu+DbhR7hEIIMetImBNCTKllsIXGaCN+w1/soQghZot4Jxx+GnpfAk0Hw+d1lzR8YFjedagcShdBaZN3rWmTH0MpGGqD7ubx0NbdDImu8duUNUHNWm9a5SUfkM6VQggxDQlzQojj5JwcLw+8zIWVFxZ7KEKIk5UZ9o7p6Cbolhe6DGs8iB0btka5LvTtg7anoe1ZaHvGC2EAmgHKBdSJx+QrgdJGKGuEkgUwcMALcJmhwuPoUHkBLL4Gatd5Aa7mIgiWnvK3L4QQ5yMJc0KISXb37eaLW75IZ7KTWy6+pdjDEWJ+cmwv2MTbvUrVKd03B8PtMHgIhg577fqHDp84yJ2IZkwd6JRbCGxAeIHXRfKKT8CiK6D6IjBMcB1vPE6+cOQg1eeFvtFxDR72xtr2jFdxW/MWL7TVrvOmUPpCpzduIYQQEuaEEJ6ck+O7u77LD178ARWBCr71qm9xTcM1xR6WEHObUl7w6tntTU3s3eMdfXu94HMmzEBhOmMjLLzcOwfLpglmClzbO0ZDl1sIYK49/XOUL/XCW/mSqR9XN0APghUc/1y01quuCSGEOOskzAkheLHvRb741BfZP7yftyx7C3+x4S+I+mSNihCnzHW80Nb2rLe2rO1ZSHSOfz3aAAtWwdLrvapUWaNXGTsVugmxeq9apktTaiGEOJ9JmBPiPJZ1snxn53f4993/TmWwkm+/6ttc3XB1sYclxKlRyqswnfL93PHq1NhUwZxXqRqdXngs14Fs3JvSmB4aX6eWGYK+FjjyHGQL0x0jdd7UxIVXFKYUroRA7PS/TyGEEOIYEuaEOA85rsOvDv6Kb/3+W3QmO3n78rdz6/pbifgixR7a/ObYXkOJVP94AJgYCuzMzD6fFfIaSQRiECicg6Xgj4Dh99Y8Gb7JTTFySYh3QLzL6y44ej3S7QWZmTSxCcdoN0TDmr5SpdxpgtQwqBke26nylUCsAS58Kyy6ypuaWLpo+uYiQgghxAyQMCfEeUQpxZMdT/JPO/6J1qFWVpWv4o5Nd7CxdmOxhzY/uS70vAAHn4SDT3jT7nKJKW6oea3XzYB3PSMU5NNe+DkTugmRWiip9gLXjCmMb7QSNrE6Nl1VTNPAH/VCabgKKpePB1XrNH52mlYIkVO01592T7PCv1XgmJBsyJ9TIYQQ55789RHiPLGzdyf/tOOfeL73eRZFFvEP1/wDNzXdhK7JmpsZoZS36fHRPdDzktfO/dBTkB70vl6xDNa+06vaRKoLQaAQBvzRs7f2ybEL1ayJlaz4eHByR0OUDU7Wq+ZF670mFtF6CFXKuiwhhBBilpIwJ8Q8lsqn2NK5hfta7+Ox9seoDFbyxY1f5G0r3oalW8Ue3tyTT0PyaOHo87oUjnYn7H0J0gPjt40thAteD4uvhqarvYYVxWAUNnEOlRfn+YUQQghx1kiYE2KeiefiPH7kcR5ue5gtHVvIOBnK/GV86pJP8f5V7ydkzdE9nXLJ8RCV7PMqXk52fH+riRWm6abpnYiTg3wKcinIJwvnlPe86QHvOXMjx9/PF/G6E656o9edcMEq7whXyXopIYQQQpxVEuaEOEeUUjjKIe/msV2bvJvHPTZ0KOWFlHgH5LNTPo6tXEacNPF8koSdJm4nidtp4naKXcP72Tq0B1u5LPCV8taaK7mx8hIujS3H1A3o3DUz34yThUQ3xDu9Y2KjDDt9fFMN3fIqRKc6pVO53rTAZJ8XrE7aaYQo3fQ2L7bChXMIfGFv366KpV44C1cWzoUjUuNNRZTQJoQQQogikDAn5i+loOV3Xug444dS9NlJDuUGGbbTJNwscSdD3PHOCSdL0s2RdvOk3Typwjnt5smoPDnlYJ9OtegULcznuTmZ5lWpFBdl29D3NgM/PLtPGiiFaJ3XJKN6jReGJq3DmrA58elYsOb4EBWu9ELWaPOKY7sySrgSQgghxHlAwpyYn+ws3P+nsOuuU7sbMGToHDYtWn0WLT6LVsu7HjaO726nKUXEdYm6LmFXEVSKsHKpLFwHXZeAUviVwlRgoTCVwlJgKoUBaIYPgoU1TaGK8fVNhn/KMWqaRsQIEjWDRM0QkcK5xAhiTduBb4YZlhfeIrVeFUsIIYQQQpxzEubEvKKUYmCglUP3/jGHB/fRtu615KoumPK2OTfPYHaYgewQAznvPJxLoFBjt4mYYZZFG3l1tJFlkSaWRBZS7i8lYoWJWiWEzOCZdYM0A15wk0qSEEIIIYQ4RRLmxJzjuA5H00dpT7TTMdJB50gnbYk2DscPc2hoPwk75f2XXVWBObIPf/rwlI9j6iZl/jLKA+UsLb+ADYFyygPllAXKWBhZyLLSZVSHqtEkaAkhhBBCiFlIwpyYNXpTvTxw4AHaE+2TmoSMnrN2lq5kF53JTmzXHrufhkZ1uJomM8IfDA2wGJPGzZ+jccmN1IXrMM7V1EMhhBBCCCHOIQlzoqjybp4njjzBPa338GTHk7jKpTxQjqmbWLqFpVtj1z7Dx6qKVdzYeCP1JfU0lDRQH6mnNlSD77nvw+++CLVr4Q9/5jXkEEIIIYQQYh6TMCfOiON6rfZPVcdIB/e23st9++9jIDNAVbCKD1/4Yd6y7C00RhtP/oGyI3D/Z2DXT2HVm+Ct3/XayQshhBBCCDHPSZibh/JOniMjR+ge6aYn1UNPqofeVO/YeTAziKEZWIaFqZmTztM181BKkXEypO30+JFPk3Nzpz1OUzO5duG1vHXZW9lUvwlTP8X/HDt3wn99GAYPwnW3wTWfg//X3r3HyFWWcRz/Pruz2+5ur3TZQmntloolFSOXpYBBgzaNghKM/CGNCokhKIYo8S9I1GDAcAkawSaYBjSaKAKC2gaUYANRCFBoqUBbWm6FbkFotUBv2+7OPP5x3rXTy7bs7DvnMvP7JCdz5szMO+/727Nn5plz5kzLGE5GIiIiIiJSICrmCqTiFQaGBtg9tPv/BdX2ge288cEbvP7+68kJQD7YxJadWw75Meqp46YyvWs6PZ09zJs6D8cP+D7aYGWQofIQFQ7/W2hmxrS2aXSUOvZPbcllW0sbNsofaZ7QNoGFsxfS3dE9+iDc4ak74JEfJb85dtly6D139O2IiIiIiBSYirkRDFYGWbttLWveXcOe8p7RPdhhb3nvgXuxwjRQHhjxYZVK5bAn/hisDDIwNHDEx45vHc/sSbOZP20+5885n95JvcyYMIPpnUkB197aProx5NWubfDnK5MfA5/3RbhoSXJqfxERERGRJqNiLihXymzYvoGVb6/k6X8/zep3VrN7aHfN7ZWsdMAerM5SJx2lDrpKXSOe6t7MDjnpx/B8R6mD8aXxB+4ZK3Uwedxkeif10tPZM7bfO8uzSgWG9sCbTyWF3J734IJb4czL9ftsIiIiItK0Ui/mzOwLwG1AK3Cnu990pPtv3rGZq1Zcdcgeq+pT08fQv7OfHft2ADBn8hwunHshC45bQN9xfUwZN2XU7dWlsHKHyhCUB6G8L5mvlKEC7Nwa//k+dL/KoU+DUAl9Kw9BeW9SeO3aGqZt++cH3huhLU/aGdwF+3bDYJiGdc+Drz8Ax52SzthERERERHLK3D29JzNrBTYCi4B+4BlgsbuvG+kxU+dO8kU3nkWbOyWv0OYVSuUKrV4e5be0jmyalVjQMpEzWybQY21Vt3hSMJX3HVqwVA7//bKa+QjPUx4Kzzf6s0bmSvtE6OpOvufWMQVGKnhb26CtC9o7oa0zOTtlW2dyOOUpF+tslSIiIiLSVMxslbv3Hbw87T1zC4BX3P210Kk/ABcBIxZzc/fs4t51K/cvaJ+YFALtXRC1nCsDe4Fth97UWoKWNmhtD4XG+OR6S2vcPpiF52hPnrO1PTzv8DR8veq2lpa4faip3y37s2kpHTjfMTUp3rq6oa0j236KiIiIiDSQtIu5E4DNVdf7gbMOvpOZXQFcATB31vHw3cdh/BQYNykpZERERERERJpc2mfMONwupEOO83T3pe7e5+59U3pmwDEnJofYqZATEREREREB0i/m+oFZVddnAm+l3AcREREREZHCS7uYewY4yczmmFk7cAmwLOU+iIiIiIiIFF6qxw8olMsAAAfLSURBVC26+5CZXQU8TPLTBL9y97Vp9kFERERERKQRpP4lNHd/CHgo7ecVERERERFpJGkfZikiIiIiIiIRqJgTEREREREpIBVzIiIiIiIiBaRiTkREREREpIBUzImIiIiIiBSQijkREREREZECUjEnIiIiIiJSQCrmRERERERECkjFnIiIiIiISAGpmBMRERERESkgFXMiIiIiIiIFZO6edR+OyMy2Am+M8mHdwLaI3ZgMvJ/DturRXp6zi92esstHW6DsxqKZsovdnrKrnbKrnbIbm5j55X2syi4/7eXh/3a2ux97yFJ3b7gJeDZye0vz2Fad2sttdgX4Wyg7ZafsCtSeslN2yq6Q7UXLrwBjVXb5aS+3/7c6zPLDWZ7TturRXmx5Hq+yy0db9aDsapfn7OrRXkx5H6uyy097MeV9rMouP+3FlPex5jk7iNi/3B9mWQsze9bd+7LuRxEpu9opu9opu9opu9opu9opu9opu7FRfrVTdrXLc3aNumduadYdKDBlVztlVztlVztlVztlVztlVztlNzbKr3bKrna5za4h98yJiIiIiIg0ukbdMyciIiIiItLQVMyJiIiIiIgUUCGKOTObZWaPmtl6M1trZt8Ly48xs0fM7OVwOTUsnxbuv9PMlhzU1hlm9oKZvWJmt5uZZTGmtETO7idmttnMdmYxlrTFys7MOs3sQTN7KbRzU1ZjSkvk9e5vZvav0M4vzaw1izGlJWZ2VW0uM7MX0xxHFiKvd4+Z2QYzWxOmnizGlJbI2bWb2VIz2xi2exdnMaa0RHytmFi1vq0xs21m9vOsxpWWyOveYkve4z0fXju6sxhTWiJn99WQ21ozuyWL8aSphuwWmdmqsH6tMrPPVbWVbW0R8zcT6jUBxwOnh/mJwEZgPnALcE1Yfg1wc5jvAs4Fvg0sOaitlcA5gAF/Bc7PenwFyu7s0N7OrMdVpOyATuCzYb4d+KfWu1Gtd5PCpQH3A5dkPb6iZBdu/wrwe+DFrMdWpOyAx4C+rMdU0Ox+DNwQ5luA7qzHV5TsDmp3FfCZrMdXlPyAEvDu8PoWHn9d1uMrSHbTgDeBY8P13wALsx5fzrI7DZgR5k8BtlS1lWltUYg9c+7+truvDvM7gPXACcBFJCsc4fLL4T673P1xYKC6HTM7nuSN4ZOepP/b4cc0qljZhduecve3U+l4DsTKzt13u/ujYX4fsBqYmcogMhJ5vfsgzJZIiuGGPmtTzOzMbALwfeCGFLqeuZjZNZvI2X0TuDHcr+Lu2+rc/UzVY70zs5OAHpIP/xpaxPwsTF1hz8gk4K36jyA7EbM7Edjo7lvD9b8DDb1HvYbsnnP34fVpLTDezMblobYoRDFXzcx6Sarjp4Hpw8VFuDzaYTAnAP1V1/vDsqYwxuyaWqzszGwKcCGwIn4v8ylGdmb2MMknrjuAP9alozkUIbvrgZ8Cu+vUxdyK9D/763C42w9TP2wmQ2PJLmzjAK43s9Vmdp+ZTa9jd3Ml4uvsYuCe8OawaYwlP3cfBK4EXiAp4uYDd9Wxu7kyxnXvFeBkM+s1sxJJMTKrfr3Nlxqyuxh4zt33koPaolDFXPiU+X7g6qpP60fVxGGWNcWGMkJ2TStWdmEDeTdwu7u/Fqt/eRYrO3f/PMkhEeOAzx3l7g1hrNmZ2anAR939T9E7l3OR1ruvufsngE+H6Rux+pdnEbIrkRx58IS7nw48CdwasYu5Ffl19hKS14umEWGb10ZSzJ0GzACeB66N2smcGmt27r6dJLt7SPYGbwKGYvYxr0abnZl9HLgZ+NbwosPcLdXaojDFXPgnvR/4nbs/EBa/E3ZvDh9C+e5RmunnwMPbZtLgu+AhWnZNKXJ2S4GX3b3hv9AO8dc7dx8AlpEcAtHQImV3DnCGmW0CHgc+ZmaP1afH+RFrvXP3LeFyB8l3DhfUp8f5ESm7/5DsCR7+EOE+4PQ6dDdXYm7vzOyTQMndV9WlszkUKb9TAdz91bBH817gU3Xqcm5E3OYtd/ez3P0cYAPwcr36nBejzc7MZpJs2y5191fD4sxri0IUc+HwlruA9e7+s6qblgGXhfnLgL8cqZ2wu3SHmZ0d2rz0aI8puljZNaOY2ZnZDcBk4OrY/cyjWNmZ2YSqjWoJuAB4KX6P8yPi9u4Od5/h7r0kX3jf6O7nxe9xfkRc70oWzoIXXuy/BDT02UAjrncOLAfOC4sWAuuidjZn6vA6u5gm2isXMb8twHwzOzZcX0TyPaiGFfl9Sk+4nAp8B7gzbm/zZbTZhUPIHwSudfcnhu+ci9rCc3BGmaNNJG9EnGSX+ZowXUBy9p0VJJ8erACOqXrMJuC/wE6Sqnl+WN5H8qL8KrAEsKzHV6DsbgnXK+HyuqzHV4TsSD6lcZIXleF2Ls96fAXJbjrwTGhnLfALkk+sMx9j3rM7qM1emuNslrHWuy6SMwkOr3e3Aa1Zj68I2YXls4F/hLZWAB/JenxFyS7c9hpwctbjKmJ+JGdpXB/aWg5My3p8BcrubpIPXtbR4GeNriU74AfArqr7rgF6wm2Z1hYWOiEiIiIiIiIFUojDLEVERERERORAKuZEREREREQKSMWciIiIiIhIAamYExERERERKSAVcyIiIiIiIgWkYk5ERERERKSAVMyJiIiIiIgU0P8AItqJ6SHiissAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.level3(BBOXes,TIME_MONTHLY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Point of Interests\n",
    "As point of interest (POI) we consider objects containing the tags `name` and `amenity`. The amount of those can be of interest, to understand the amount of information besides geometries, facilities and critical infrastructure. A comparison to the development of roads and buildings indicates, that the mapping of POIs followed after the mapping of essential map features like buildings and roads. In particular the development for Kathmandu and Pokhara, who experienced short periods of highway and road mapping, showed a delayed evolution in regard to POIs. This might indicate that mapping buildins and roads, and mapping POIs are two separate processes. Manila and Heidelberg, are showing at least some form of correlation between the mapping of buildings and roads and mapping of POIS. For these cities this might indicate a simultaneous process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.pointsOfIntrest(BBOXes,TIME_MONTHLY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Level 4: Overall Information Richness\n",
    "## Temporal Evolution for Buildings and Roads\n",
    "Following the scheme above, the main characteristic of the fourth level is a high amount of stored information in the objects in the map. We will take a look at the number of additional tags per object.\n",
    "\n",
    "We can clearly see, that for roads and buildings the amount of additional tag information in Heidelberg is very high. For instance, more than 50% of the buildings contain five or more tags. Manila, Kathmandu and Pokhara have a significant lower portion of buildings and street containing further information. An exception is the road network of Manila, which shows comparable results to the ones in Heidelberg."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " finished 2 out of 3 filter for 4 out of  4 locations | 17115 / 17116 Objectsts"
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     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " x = plots.plotTagcompletness(BBOXes,FILTER,TIME_MONTHLY,[3,5,10]) #this step might take a few minutes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Distribution for Buildings and Roads\n",
    "Exploring the spatio-temporal domain using the leaflet map below, shows that Manila and Heidelberg both showed alternating pattern of activity over a longer stretch of time.Pokhara and Kathmandu instead showed region wide morex extensive activity over short periods. \n",
    "\n",
    "This suggests, that Heidelberg and Manila, both had a variety of spatially separated processes, while Kathmandu and Pokhara, were affected events covering the whole cities."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "model_id": "ec5c4e95673245c096124bd5d8bb6264",
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[49.40995, 8.6903], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zo…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.map import ChoroplethMap\n",
    "BBOXes = {\n",
    "    \"Heidelberg\" : \"8.6581,49.3836,8.7225,49.4363\",\n",
    "    \"Pokhara\":\"83.9142,28.1693,84.0775,28.2687\",\n",
    "    \"Kathmandu\" : \"85.26810609,27.66794937,85.3755574,27.75133958\",\n",
    "    \"Manila\":\"120.94169186,14.55699989, 121.0261672,14.63900265\"}\n",
    "TIME_MONTHLY = \"2009-11-01/2020-06-01/P1M\"\n",
    "FILTER = [\"building=*\",\"highway=*\",\"amenity=* and name=*\"]\n",
    "path_grid = r\"./data/map_stored.json\"\n",
    "path_style = r\"./data/style_stored.json\"\n",
    "m = ChoroplethMap()\n",
    "m.loadJSON(path_style,path_grid,BBOXes)\n",
    "m.renderMap()\n",
    "m.getMap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "Kathmandu and Pokhara showed clear differences to Heidelberg, both in temporal development of buildings and roads and the amount of tags. This indicates, that a lower amount of local knowledge is contained in the data of the two cities. Manila showed at least some resemblance in comparison to the development of Heidelberg, but also contains overall less information yet and the buildings and road network are still undergoing constant mapping.\n",
    "\n",
    "In case you are interested to learn more about OHSOME take a look at the [How to become OHSOME](http://k1z.blog.uni-heidelberg.de/?s=%22become+ohsome%22) series. Or take a look at the literature below. In case you want to take a look at a region of your choice, just add your bounding box in the cell below and rerun the cells."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Links\n",
    "[OSHDB](https://github.com/GIScience/oshdb) and [ohsome API](https://github.com/GIScience/ohsome-api) git repositorys\n",
    "\n",
    "[Humanitarian OSM Stats](https://humstats.heigit.org/index.html?org=all) Global statistics for Humanitarian Open Street Map Team projects\n",
    "\n",
    "[ohsome HeX- Open Street Map History Explorer](http://k1z.blog.uni-heidelberg.de/2019/02/18/openstreetmap-history-explorer-ohsomehex/)\n",
    "\n",
    "\n",
    "### Literature\n",
    "\n",
    "Raifer, M., Troilo, R., Kowatsch, F., Auer, M., Loos, L., Marx, S., Przybill, K., Fendrich, S., Mocnik, F.-B.& Zipf, A. (2019): OSHDB: a framework for spatio-temporal analysis of OpenStreetMap history data.Open Geospatial Data, Software and Standards 2019 4:3. https://doi.org/10.1186/s40965-019-0061-3\n",
    "\n",
    "Auer, M.; Eckle, M.; Fendrich, S.; Griesbaum, L.; Kowatsch, F.; Marx, S.; Raifer, M.; Schott, M.; Troilo, R.; Zipf, A. (2018): Towards Using the Potential of OpenStreetMap History for Disaster Activation Monitoring. ISCRAM 2018. Rochester. NY. US.\n",
    "\n",
    "Ludwig, C. ; Zipf, A. (2019): Exploring regional differences in the representation of urban green spaces in OpenStreetMap. Proceedings of the GeoCultGIS - Geographic and Cultural Aspects of Geo-Information: Issues and Solutions, Limassol (Cyprus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bc4e1868465b496aa59781355fe5ccc3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[49.40995, 8.6903], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zo…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import src.TagSteps as plots\n",
    "from src.map import ChoroplethMap\n",
    "BBOXes = {\n",
    "    \"Heidelberg\" : \"8.6581,49.3836,8.7225,49.4363\",\n",
    "    \"Pokhara\":\"83.9142,28.1693,84.0775,28.2687\",\n",
    "    \"Kathmandu\" : \"85.26810609,27.66794937,85.3755574,27.75133958\",\n",
    "    \"Manila\":\"120.94169186,14.55699989, 121.0261672,14.63900265\"}\n",
    "\n",
    "TIME_MONTHLY = \"2009-11-01/2020-06-01/P1M\"\n",
    "FILTER = [\"building=*\",\"highway=*\",\"amenity=* and name=*\"]\n",
    "path_grid = r\"./data/map_stored.json\"\n",
    "path_style = r\"./data/style_stored.json\"\n",
    "m = ChoroplethMap()\n",
    "m.getTimeChoroplethMap(BBOXes,FILTER,TIME_MONTHLY,size=1,tags=False) #tags=True will increase computiation time significantly\n",
    "m.renderMap()\n",
    "leaflet_m = m.getMap()\n",
    "leaflet_m"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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