{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## functionality to check OpenStreetMap crossings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To understand hydraulic behaviour around bridges culverts and other objects that define how streets and waterways cross, we want to know where the type of crossing structure is mapped, where there is no structure (i.e. to cross you'll need to jump or walk around) and where this is not clear because no passing structure was mapped. \n",
    "\n",
    "We need to do a few things to establish this:\n",
    "- filter out two sets of features (streets and waterways) from the Ramani Huria data. We use the agreed Ramani Huria data model to find these features. \n",
    "- locate where a feature in the set \"streets\" crosses with a feature in the set \"waterways\". Result is a list of pairs of features from \"streets\" and \"waterways\" that cross. \n",
    "- For each crossing, establish if a passing structure is mapped (e.g. tunnel=culvert or bridge=yes). \n",
    "- write the result to a shape file\n",
    "\n",
    "We're testing this for the OSM data across Kigogo ward. If you only want to browse through the results, please scroll all the way down to the interactive map.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from cartopy import crs\n",
    "import cartopy\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import patches\n",
    "from matplotlib.collections import PatchCollection\n",
    "\n",
    "import numpy as np\n",
    "import fiona\n",
    "import shapely\n",
    "from osm2dh import filter_features\n",
    "from DFlowFM_tools import create_feature, add_properties\n",
    "import logging\n",
    "import rtree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "below we collect all functions we need for this notebook. We refer to these later on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_line(ax, ob, **kwargs):\n",
    "    x, y = ob.xy\n",
    "    ax.plot(x, y, **kwargs) \n",
    "\n",
    "def plot_bbox(ax, bbox, **kwargs):\n",
    "    ax.plot(np.array(bbox)[[0, 2, 2, 0, 0]], np.array(bbox)[[1, 1, 3, 3, 1]], **kwargs)\n",
    "\n",
    "def pair_crossings(feats_1, feats_2, buffer=0.0001):\n",
    "    \"\"\"\n",
    "    Determines where features of one set cross with another, using spatial indexing\n",
    "    \"\"\"\n",
    "    crossings = []\n",
    "    all_feats = feats_1 + feats_2\n",
    "    end_idx_1 = len(feats_1)  # last index of first feature set\n",
    "    lines_bbox = [f['geometry'].buffer(buffer).bounds for f in all_feats]\n",
    "    tree_idx = rtree.index.Index()\n",
    "    for i, bbox in enumerate(lines_bbox):\n",
    "        tree_idx.insert(i, bbox)\n",
    "    # now go over each feature from feats_1 and check which features of feats_2 it intersects using spatial indexing\n",
    "    for idx_1 in range(end_idx_1):\n",
    "        feat_1 = all_feats[idx_1]\n",
    "        hits = np.array(list(tree_idx.intersection(lines_bbox[idx_1])))\n",
    "        hits_feats_2 = hits[hits >= end_idx_1]\n",
    "        for idx_2 in hits_feats_2:\n",
    "            intersections = [(feat_1, feat_2) for feat_2 in list(np.array(all_feats)[hits_feats_2]) if feat_2['geometry'].intersects(feat_1['geometry'])]\n",
    "        crossings += intersections\n",
    "    return crossings\n",
    "\n",
    "def check_dict(props, key, value):\n",
    "    \"\"\"\n",
    "    Checks if feature has a key value pair according to filter\n",
    "    Returns: True or False\n",
    "    \"\"\"\n",
    "    if key in props.keys():\n",
    "        f = props[key]\n",
    "    else:\n",
    "        return False\n",
    "    # filter on key/values\n",
    "\n",
    "    if isinstance(value, str):\n",
    "        # if value is empty strings, pass all objects of key (unless f return nothing)\n",
    "        if value == '':\n",
    "            if f in ['', None, '-1']:\n",
    "                return False  # next feat\n",
    "        # only matching key-value pairs\n",
    "        else:\n",
    "            if f != value:\n",
    "                return False\n",
    "    # check against multiple values\n",
    "    elif isinstance(value, list):\n",
    "        if f not in value:\n",
    "            return False\n",
    "    return True\n",
    "\n",
    "def flag_crossing(pass_1, pass_2, struct_1='bridge', struct_2='tunnel'):\n",
    "    if pass_1 & pass_2:\n",
    "        struct = '{:s} and {:s}'.format(struct_1, struct_2)\n",
    "        flag = 0\n",
    "    elif pass_1:\n",
    "        struct = struct_1\n",
    "        flag = 0\n",
    "    elif pass_2:\n",
    "        struct = struct_2\n",
    "        flag = 0\n",
    "    else:\n",
    "        struct = ''\n",
    "        flag = 1\n",
    "    return struct, flag\n",
    "\n",
    "def crossings_collection(crossings, key_1, key_2, values_1, values_2, name_1='highway', name_2='waterway'):\n",
    "    collection = []\n",
    "    for c in crossings:\n",
    "        ps = c[0]['geometry'].intersection(c[1]['geometry'])\n",
    "        if isinstance(ps, shapely.geometry.LineString):\n",
    "            ps = shapely.geometry.MultiPoint(zip(*ps.xy))\n",
    "        elif isinstance(ps, shapely.geometry.Point):\n",
    "            ps = [ps]\n",
    "        # get all properties together\n",
    "        props_1 = c[0]['properties']\n",
    "        props_2 = c[1]['properties']\n",
    "        pass_2 = check_dict(props_2, key_2, values_2)\n",
    "        pass_1 = check_dict(props_1, key_1, values_1)\n",
    "        struct, flag = flag_crossing(pass_1, pass_2)\n",
    "\n",
    "        props_cross = {'osm_id_{:s}'.format(name_1) : props_1['osm_id'],\n",
    "                       'osm_id_{:s}'.format(name_2) : props_2['osm_id'],\n",
    "                       'flag' : flag,\n",
    "                       'structure' : struct,\n",
    "                      }\n",
    "        for n, p in enumerate(ps):\n",
    "#             print n\n",
    "            collection.append(create_feature(p, **props_cross))\n",
    "    return collection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, collect all waterways and streets following the Ramani Huria data model. We use the function \"filter_features\" from our set of quality control routines to check this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "osm_fn = r'd:\\test\\kigogo.osm'\n",
    "\n",
    "# define filter for waterways\n",
    "key_1 = 'waterway'\n",
    "values_1 = ['ditch', 'drain', 'stream', 'river']\n",
    "\n",
    "# define filter for streets\n",
    "key_2 = 'highway'\n",
    "values_2 = ['primary', 'secondary', 'tertiary', 'residential']\n",
    "\n",
    "# define filter for bridges\n",
    "key_bridge = 'bridge'\n",
    "values_bridge = ['yes', 'viaduct']\n",
    "\n",
    "\n",
    "# define filter for culverts\n",
    "key_culvert = 'tunnel'\n",
    "values_culvert = ['culvert']\n",
    "\n",
    "waterways = filter_features(osm_fn,\n",
    "                            key=key_1,\n",
    "                            value=values_1,\n",
    "                            layer_index=1,\n",
    "                            wgs2utm=False,\n",
    "                            logger=logging,\n",
    "                            bbox=None,\n",
    "                            )\n",
    "\n",
    "streets = filter_features(osm_fn,\n",
    "                          key=key_2,\n",
    "                          value=values_2,\n",
    "                          layer_index=1,\n",
    "                          wgs2utm=False,\n",
    "                          logger=logging,\n",
    "                          bbox=None,\n",
    "                          )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 1228 waterways and 445 streets across Kigogo ward\n",
      "Total features: 1673\n"
     ]
    }
   ],
   "source": [
    "print('We have {:d} waterways and {:d} streets across Kigogo ward'.format(len(waterways), len(streets)))\n",
    "\n",
    "all_features = streets + waterways\n",
    "print('Total features: {:d}'.format(len(all_features)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make a simple plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1442d128>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4L/AfhBA14MeAvyGlfLLY148Crwkh3iulfAYlnh4CPiKlbAIvCyF+DvinQoh/IOX9mKYD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xu8u9JSWi8JNT/HpcEXOf7UP1RiYH9dadk6r0JYY7U/yVq/CrpJPzK50azy1My+0XsxKrTVNRBh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78F9IKet7tqeB/0lK+asP4+CG+AmEMCD/gqoQVb4DkUPT03l/K89yNYWUmxwd/xZnH3mOdCp3\n7+e7AxbGUyQMbWAsvemFnJ3Pc2q6z6nXXYPq9+OUbdV+wjqipp4iB+rvALqqymi2WuBbHx5MhMJa\nTIIAIqj9iNHxY0wWbDbKbYJQJbp7gQqQFQJmRuxetUNPQ/Hn2Fn6fVreCOPZSZJ7ReEyImn4eKGG\nRCOhSdqBpdpTHWG3nu1lqMXHUm36mDoEe4okGTMAofPEZGyqp9kDI+d3RLhnYdb6zCBFIm7LHR57\n7QX2Yr3skEs2OBW7LM+OJLm0WsOPJK4fqhBcGZFM6GrSqr/gpwueOlpkcs/COVWwmR9Psbx977iX\nDlw/4p2bFW5ttzg3n38gR2UpJU03UJ9R/JmlTVeZIu6piAqhWqyjmQRL200cP2JuJMmJqQy6Lggj\niaGJ+yJlmiZ45vgIr14tDYiPS3WXy2t1hJ5ABmq7oYWxi7sE2ebUWJtivsxmw6IVJLtO05r28XoJ\n7a0GZWJH+SGGeBh4UCeq/xD4DaC+Z3sS+GVgSISGuDvseRj/Bah8h/dX2tyqpLldU5NGpXbAVv2H\nPHf2POOj986tOggJQ+e5kyO8Ft/x55Im+ZQyNhzwPGm+F4uIiaM2bDWt5cdj/95WbBjYFyyrZyH3\nqQPaeHtaJmET4a/x9JzOBdNmudSi5SqxrK4LckmTaiug6QYkEzquH/Htt3eIHGU6aVVCPjtzEVtu\nxDolQTPMEkSPIJDoWoShQyFtwcjPqqk2NDX+X/7mwKGMZBNMFpJsVdu0/AhTkzwzvcOj403mpxeY\nykxAVFSeQIdqa+2pnCSPK7PMyFEJ7+L+vlpMXePMbJYP7+KDc2OryfxYCjuhkzA0RjIJPlypkbIM\nWm6oLI2Sg3leadvgE3Eu3P5T8Hl8dI2cbnJlJ4MX9MhYIW2qUNimd6AxYbnh8WfvbWAZGqems5yY\nzqBr+9+3SEplJ7kn4y0IZc+oEkgaLujFAwmkEIIjYymOHDDirx3gsXUY6JrgEydGeON6mZ2ai+OF\n7HRIkZ4ha2n4QcB0wefTM+uUnQRTidsUM2p0f6dlzgaQkwAAIABJREFUxYRZvX4hbR7ob/SwsLVn\nbH5YDRriYeJ+DRVz9Gxis0KIfpquA38D2DrosUMMsQ96Gkb+Bv7y24Sy1wZpegbvrCW4tHWZZ47v\n8uL5Rx+oDfH4QoHNqjvgRLtTc5npj/bwd5UmoyM2TkyrSaoOorZyXu6vuIR1pY+Z+uXBFzSyakqr\n46kT1GDzX6Ibec6lxik+/TP8/qvrOH6IEZOxMAz5vR8uM5m32al7jCQ7X/ARrlNht1ZhJosSMJtF\nPlidIpQamiaRgCk85qem1Jh7Z9Q9qLAXcyNJokhjbjRFhlucH7vN0WKnalQGcRp0U2mg2pcBXREi\noStSI4x4W/zH21Ju20Sxc7VQ5BahyGUrfowMFTkyCqrteReCdGwyw8xIkvduVQ+MqvCDiDdulPnk\nqVEkUGl6CFR1oJPtZpsqANVO6MyNJDk1k90fTQGqGrPzh4iwxlEN5hafZtk9jeOFTBZsRjOJ7jVX\nbnhcWa93W0lSSnYbHtt1j3rb55Uru0wWbM4eyaEJVaXp/IkiiaELUpZB2tJJWwa6Lmi5Pgm3jBFU\nQUYkgg3QjoJ2Z33Pw4apazx/coSrGw3+/L2e35eUgnxujLRlMD9mMz9qMx+UQT8OjbfxQ7hdy4I9\n0X3M2MccsbHXcHQ4LTbEw8T9VoQq9GZZrxzwcwn8g496UEP8FEFonDp6lrK3jO2s4fjQ8nUqTgIJ\nbL1XxfXe4ovPPnXfZChhaIxlEwNaiK29REh6qhXWIULmRNxW6lSJTLXCmqOqUtSBu6Lcsvcu7GYR\n3JgIeRuKHJEHf5vZkSpHxlKUGl4cE+JTb/tdfxQhBMlEiqS9oPK+hEEmdwT62i9rdVMZDOqqx1W0\nalipTwwewwEJ8ZZhkE3G5+ToOMGeu/fWfRrCBxVwbvT+ryX62oJ3QNSCwufuuott6jx7YoRay2dp\nu8mtPW2rcsPjT95a5/hkGi+QjGQS7DY8CmmTxYk0X3hsgmKcN3fn43CU2WdflIjp3eD45DMH7l7M\nJHju5CibFYcPV2rc3mmxU/dw/Z7hYbXls1JqMZrZv0AHoaTW8rtj624QcnW9Srs5gUGefKLGVGmD\nTJTCtlpEUqoubUykoru0DTUhSFk6adsgYxtYhnZfvydCCE5NZ3nlSolWX6p72wt5bD7PmdkcaH2G\npPYil26u4dvZgSnP6eLHV6GRcjBiB8B8wErYEEMchPslQi+hqkHfBr4K9CsNPeCWlHLtIR3bgRBC\nfBn4+8DjgAN8V0r5t+6yfxr4R8DfBEaBm8A/lVL+L337/B3gl1DTcFmgIKWs7XmeJWC+b5ME/hsp\n5W8+hNP6qcZkwebTZxd5LZFkafUWFUfQ+d7zQp23lxrM5N/msUeevG8yNJG3B4jQds0dHM8WhhqR\nTx5X5oUC5absroJuq7gNPRlHW8RESM+qCoe7MjDqrH7W5/obORDFpEtKwtYKFlnOL+S4ttlGF5Kt\nmocfRGTtCNPQqTsBydwoaDbnZ9rdYMyNhsXtaoqtuo5OSIjSbZwdq4Ex6DTcbfV14G2RbH4bGjnl\n96PnkIcRRN8XDtEW8XfuvU+MXMrk8YUCJ6Yy/PByaUAo6/ghL18pMZm3GctaFFIm+ZTJ5x6buDsB\n8kuKYLav7PdoSkwN/LftBly98QbNxiaTE8c5On+WyYJN2w+5vdNC0wYl5abeM/u8Fzw/oumGIAWe\nTFByR1huzJJgHKLqvZ/gLjB0Qdo2SFsGhi7QNYGhxX/rGhnbYDS7nyiencvxo1YJP5SkLZ0TUxke\nO8Accaud5Up5lKYbYBkBKctgumiT+xj1OrX2/nwxy/z4zC+H+OnD/TpLfw9ACHEUuC3l3m/cjxdC\niK8C/ytKn/Rt1EznY/d42G8Dn0MRnVvAzwH/sxBiVUr5x/E+SeDr8Z9/eIfnkcB/C/wzet+BezVS\nQzwgRjIJPnd2hjfsBNH1Ja5s9Tz1qq7BN96vslZ9hy8+e/6+yNDeKRrHC6m3gy7BQM+oCpBRUGGr\nqUcgfYblqs31zRCceCJnMk3G/IPYNyf+tXGW9xOhjqNy5KkokaCiptHCKnroYHpHkRQwtCm1GKKE\nwtV2gG1KMkkdEDwybXIkpzxwqn6ON8rnuLjmslwKQEZMJivM5po8f+a4eqNk0Pvjl1SFK6ip8/PW\nmcrMsVSxke4qpE4xPZIBDpdLdSC0zth0vEDFk3ZhBF6oYeoSQ9tTyUieuu+XSVkGz54Y4XsXtrm+\n0YjjSQKKGZNCysQydUxD4+njIweTIBkofVfr0v64lw6MvDKfjLFZ2uKdC6/itdQ93c7uJtc2moyO\nn2Kt3GYkkyCfMqm2VRUI1DVyWOG0pomeuSUSjZB2aJMwDyFSvweCUFJt+ncMXAXVSjw1kx2IxJgb\nTTE/pq43IQS1dkAYyYG2oh9G/OjqLss7rW6FZm40yenZBx9quBeklFxdH/yaTdvGx+oCPsRPHx7U\nWfoWgBAihaqSJPb8/L2DHvdRIITQgd8Bfk1K+X/0/eheNf0XgH8upfx+/P9/JoT4j4FngT8GkFL+\n0/g1XrzHczWklNv32GeIB4Sd0HnhkQkShoGhL7Fccggj5VeyWk+xc6mNEO/xxWefOPRzpi2dpKXT\n7iv7b9fdHhHqj4LQTDCLvL6S4nsfqo9ZCPVlf3unxSMjJzhplXr3/d4BxU8tCa0r0LygWi8ioUiJ\nOY7QLY4VG1ze0UCO0vbU6LcmBH6gIi2jCD75yCij6c9B8yIgqTvHqLhVlkouQaQDOhvtIk9OLJEP\nlmH9/cFj8Heg9lpPu5OYZizj8cJciV0vYGxhnGLyS0rLE1R7OiB1BPEiHf8tg/h5wj6yFaqfZZ9R\n7T89A+lHuVEp8O0rOjUH5gohnz/hMZaRSgtmze6ruhwW+ZSJrglqbR/HD5WvpavEvbMjSU5OZ/eR\nkCgKePfKBS4sb5Iz23z+6DYHZe+ipWDkS6DZSCn58Pplbq5cA19VZsJIcKU6xe6GR/rWDU7Ojiud\njyYYSSf4zOkxxnKWIh6CgQqMrgk0TeD6EU03oOWG3b+v3A5pB+r6ShkOEoMflzVbwwl460aZTNLg\n9EyWqdipXWii5xIRSUp1t2ftgIoiWdpqDrSpiunEx5r+fnmtPhBVAzD2MY7pD/HTiQcdnx8Hfhf4\nt+6wy8dB158CZuLXfwuYAt4Bfl1KeeEuj3sZ+HkhxO9KKdeEEC8BJ4Fv3uUxd8JvCCH+O2AZ+JfA\nb0t5gCBjiAeGrgmeOTGCaWhklpa4tNqkJRX1cEOdt25WOD1zhfm5w1UXhBCMZy2W3Z7WZKfmcnyy\n004aXHxanuC1q72Or5Rq4UglDC5vp0hkUywW4ucKGyAlfigJpVT6DL+sWi/SiQlF35250Dg50iCT\nCAisE1TaEqRAGBoRKp/s/GKB0Vh46tqPc3W9Qd0JqDYH4wUCqSlTxYMyvfxKn05IglRtoNGUx2he\n0GUE2acP9R4ehCCM+OB2jfVym2zS5Gwxy9tb21S8Jmiw1hRcahT59Nz4A78GKF+fy6s1rqzVVXsk\nfgtcP8INIvJpk5N7QkgJ6qwtfYfvfpgllCbrmNRck186tzxomG0fhfwnQc8oErS0okiQlEjNouGE\nfLA7R8XLABoNP8Qyy5w5os7p+FSGY/F1dNfWUBLGGaxM6s511lYuEoQRgTSYS++QKZzDs1TbStcE\nQoAuxF2T3YNQtdkazv720b3QaAe8fm2XtG1wfqFAMZ2g3OiN029We0So4QS8uzSY15aydB6Zyex7\n3oeF1d02V9f3GIUKPpaA3CF+uvGgVP53gALwHPBd4CvAJKp19GsP5cj2Iw4z4h8Afw/V5vp14HtC\niJNSyv2jMgr/OaqdtiKECIAQ+DtSyh/e5+v/E+AtlC7qk8D/gCJjv36/JzLE3aEJwfnFAkIcpele\np7bmI7tkSOONy1dJJBJMTSwe6vnGc9ZAKGWp7hFFMm5RDLYQ3lvT2bvudMvwWoL1erJHhGTIxZUS\nN7Z9ov+fvTeLjSzL0/t+5+43VkZwZ5JM5l5ZuVR17dXbdDdaM6MZzQiDgSS3YI8heNOT4TEMCfM4\ngA0/WNb4zYLlF1sSGtAItixr1tZUT/d0d3VVZVVWZWVW7guTOxn7dvd7/HCCQQbJzMraa9z8ACKT\nwRu8ETeCcb7z/3//70slpqFx1Ghx5d4vU7LqPDfyc0xNktcFmj2LF2l0QhOJxXMnJnl3aZVQKnVN\n1tbVTldAN4jJWIr0Vfpjw4WsuasRJdFFysmRNog8SSrQd7eh9OGFYjOcZ229SNGJOHpk5lNRB11d\navHBUpPV/m79ymKDgrvzcRIn+wMyPwqklCxVPT5YbhHFKZahkesnqEdximloHJvI8sqp0WGikAZQ\n+yMaHUkid1o2Vc+mFRgUs7Zq0WVOI/UilVbAyuZ9Ks0GXncDpCRMBJvdEt2gQDfetrCEVAoanS4a\nJc7Mljkx+fEnvDTDwbUd1b4kYqEcc+x4AXIfzX9pcL0SH6/6Bl0voKOfwmeUeNf0WpIq76LOrgT6\nKElZq/t4YcK7iw0WxjJoQgzG4DcaPufnCgghuL3WprGr3SYEnJ7JMz/22Uy5NXsR7z3Y85Eu4MJc\nkZEDS3uHOMTHx8clQt8B/raU8pIQIkWJpH8ghGgBvwf80ZP+IiHE/wj848ccIoGz7Kgx/3sp5b/t\n3/cfAMvA30Fpdw7Cf40ibH8LVcn5JkojtCqlfO1JH6eU8n/Z9e1VIUQE/DMhxO9JeVA41CE+CYQQ\nXDxaJEmPEyd3Wa4FmHpKxkx42HDRr13jG4ZNufzhPkN7R22TVFLrhmrkN90puwexxlZXOT0vVXvE\nicQ2NfK2VIGrpARih3A0fZM7ldZgeiaIEv7vm0Xa3nkg4XL9HGdH1jAzM+idHEEUEUuTxfYU1d4K\nHT8BUixDpxPEdMOYSjPgh1c3efX06IAEgapMnSy3WWy4SCRHMnVOTQS8tTLPesclb0e8fKSGayaq\nBWVNQOrRTOZ4o/oCoEFLg/JJFj5hQHgYpyxVegONE+yMsquqlbpGqZR0/Pgjt046fsz7D5tDz3+i\naLO4lVBwDaJE8ktPj/Hq6TGEjKD3YKfFFzyEuMnxEZ2sGdON1LmLGZNV8U2KEyeAlMjb4NLtm1Qa\ndUjVn2+YCOq+TdNX1Z2JkSzV0KDlKasCISR5K+T5yRWmpub5JBCkaiKxL3SXWvyxYkkGv6/1UzLx\nHTImjItlmPieEvnvgpSSjaYyTdxq+qzUPKJ+5phMYbXuE0QpBddgvGDjhYqQZGyDa0vD0SOlrMVz\nx0qPrVZ9XFTaAe/cq++bFLswX9yJo3kUZKIsLxA7BqiHOMSH4OMSoSw7fkF1YBw1Tv8+qoX1UfBP\nUG22x+Ee/bYYcH37RillKIS4x/A01wBCCAf4H1Ck7U/7N18VQnwFVcl5YiJ0AN5AXb8F4PbjDvzd\n3/1disXh1ed73/se3/ve9z7B6f//j+3KUBgt4Ny/y1bbo+GbBIlG1bMQ4h2+9fzLFPKP30VbhkYh\nYw6lbnd8lUS/2yF5veMABla/2hDGKXOjLlvr7w2OS6myo5WXQ6PqUdilG2pqCg1JO3VISs8gzAwx\ngA3Vhs96u4MfKTGqqStdhuw/XyEEUjJUwQLoeR7t0GA6HyAElByTFevvs57GkNVoo3GfHE9PjagP\n/+i36G29zlv3BaApDZBzlEpXsHDANZJS0guSvg4nVS2bfiVhd/fQsXR6QUycpkRJihclhJH6t+XF\ngyujaYJ7G13+4v0Nfv256Q812/PDhFo3pNYOWaz09rV5HFPn5HSOctbi6dkCYxkfWj9VeqwD9iEZ\nK+Frc1tcq06gO9O4JqxXNjmbvQxxk+W6S6Wm/iZTqSpGdc9EojLgxnLQTkcp5xNsvUWaBszke8zk\nQiqNHlOfMGV9L39Q/HF/NtoTI96VEycjCFeUweUuCCGYLNoEUXKgT1OcpjR6IdV2wErNY7rkcOle\nnVOTWWq7WmZCKOf20scIhH0UUilZqXksV70hAryN+fHMwSQo9VWuXvBQxdLELYbesJqjdHt6Rv1r\nTii/LWPkyYKFD/G54fvf/z7f//73h25rNj/ZFOWT4uMSoZvAGeAB8B7wX/XHy/8hsPbou+2HlLIK\nVD/sOCHE20DQP+/P+reZKCKy+Ii7mf2vvc3zhCea930svoIym/lQA8k/+IM/4LnnPio/PATsaIbC\nOKFy4x7dSFOh54nGe2t57Pfe4pvPfw3XffzkyoGmelIOVYSW2y7qraFIydHxLEdHLbZWdkhJGEtV\nQdAsCnbMeEFnq+9LaNLCNlK8SE1+2YZqgeycTrJU7Q3M4aSEOJbEWoJAsNkMKGctMrbBZNFhuZ+c\nnkpJ1/cIE50w0SnaEVlbsOkXQd95/J1Ip9aTLFdbaMLl/ubLSDtF2BKEum4ClXNlGRptP2a94VHv\nRjR70VAi+ePQ8WNWah5emNAL4v716j9H1Dkylo6UsFT1+OG1Lb6yMHJgZe7Oeoflam/Iw+YgzJRd\nzh7Jk9F70PoxbN7nw8TFc6WUxfiomu7zunSAVrdNwU4HvthRIlhuuwSxjhAgkIy4gno8SZxKTEPn\n1JEy+eSWquIAsfjkGhVdN1QFqP8UEimG3osfGdoeH59dEStx1OP2/SvUuynVaEpl1vVDZGudkHon\nJO2/F21Do5ckhHFKoxvx7v0GVx822GyFWIaGY2oUXBWI+0my1nYjTpRR5lZzPwEC5eM0NMovpSJ6\nvRsqsPlxMs3tqJxtorjtEG+OqUxDZ+GQEH1JcFBx4J133uH55z++lvFJ8Uk0Qts9id8H/hT4j1Fe\nQv/pp/C49kFK2RZC/DPg94UQyyjy849QHyV/uH2cEOIG8I+llP9P/z4/Av6nvgv2ImqU/neA/2bX\nfSZRep9TqM/xi0KINvBQSlkXQryCaq/9EDUy/1XgnwL/Qkr5+VDWTwFtL+LeRhfL0Dg1nftMLfE/\nKVpexPXlFqlUYZkvnx7j9nqbtVZtkEtV9yx+dE/nTvUyv/Pd58lnHy3clHtM6TQh1Adg31W6FRjU\nejaYHTCUgdzcqMtYwcIxEvxYldgzZqiqQ1oZIeCV4xa3qnnurHcgrvP0WMCDZo5EwrGxDNqudkc3\nSIj7GWNysABKTMQg0bzaCXnxZJmZskuzF3FnvUOrF9H2YsJEw9BSvFgj5zrEyU6rYrtdtb3Tl0hu\nrrRVFazvBS+l5Ggzx0rNo+XFbDTVseWs9ZGcerO2zmheGRnGSYptavQClZ+WdVTchWWo56MLVe15\n/XaVE5M55kZdJEqw/s79urIycM3B8XvhWjoX5otMFm3oXoXaG49d+MJYUO0JgsSiyVG18KU7FaOa\npwjsXKHHra0sP19T7shFVzKRE7iOw2onSyIFpZzJaM5WJDo5AeEmGVvn+MK5J75Wj4KhG+zei8UJ\nn4wI7TX23OVscvX6z1jqk2q0DmTPAQJNCMbyNjNlNRXZ6EY4lo4XpqpCqQnCOGW9ERIlKV3ANjSS\nFK48bDCStSi6JoWMsjIwH/EaPg5SSt5bbD6SBI1kTV440Q/bjdvK9bx3a9j9/eMgqkD9z9Xfev4r\nKuz2E7QmD/HXGx93fP5f7fr/20KIo8BTKOLw5K5pHx3/HWoM5/9Eef+8AXxnDxk5BezuQ/09lDfQ\nvwTKKDL0e1LK/23XMf8QJcLeFjj8qH/7P+ifKwD+o/4xNsqU8X9GeRT9tUCSSn52szro89e7Ia+e\nHv3UdnWfNt590Bh4ofysE/LSyTK/+fwRVms+9U6PKFHCaS/W6UQG//K1y/yXv/YKun5wuX7vQM3g\naWefobv1U95YGe3/QBEeTROMFWx0XeP5eY1bGz66kDydeQCJC2bfbVdKTs/kOZm/S1B7gERgaimm\nLklLv8GGX+JhpUeUyP4YONzZ6NALEqRURnxBpF4TP0yYLNqDSaQTUzlurbW4dK9GGAlSdHQ0svkI\n3SySsw0W/R4rdY9qO0TT4NxcgZxtqhHzKKHlqxZcKiUF16TWCck5BtV2MCBjtW5IMWsOyNiHQfQX\n0LG8zUbTp9GNEEKZYGZtnfG8TRCn6JrY8XGScHe9w911NQXU7EWDIM1GN+LoeGb4/AKOTWR5aiav\n/IiaP1JmiHsgJQSxYNMvsdGM2GzLnWk6Ud93fNZMiBPBv7s5zU8eTpKkmhJiaw56JkuqC/KZmFLW\nGjwex9I5PjFLIXOMcs46uLr4EZFiDC28GvGeoNyPir2v3Q4R2mopryN1c6A0NP1pw/GiTRinTBad\nwfsjjFOSRNk69IJoqGCSSknG0un6CV3fY4Vt7yHlBTZRdJgo2uQd44k+W1brPqs1b9/tpqFxZibP\n0TEHLXgAresqIPnTthiIa1D/CzDeVhl57skvhhCF6+rLmvrYNhOH+Ph4YiIkhPinT3gcUsr/9uM/\npEejP6r+j/pfjzpG3/P9JvCffcjv/X1UZetRP7+M8iP6awsvTIbEjtW+FuNDxYdfELbJAShPk5/f\nUt3T3355lrfubPHugxpxqiFRBn7LDcHb7/+UFy58A03fL5Dcu3jV2iFzoxm24mNcXq8RxHXld2NN\nAgwtzOXyHK+Yb6o7dmJlljiAytLSOu/gmrv8RY0imjPNtCuYLinRahin/PDaJhfmRkikZKZo87Pb\nNTp+jB8lFF2TOEn5X//sDnEqsQxBkkKSyP6yJkgQbPUc7tVMUqPLw2qPejdSztUJrNZ8Tk0ZqvIk\nGVRrAMIoodmLWK17QxoVKRUJM11tMJ1l6trAC0eoUyMlKirCixSJErAwniEzq1p50yUHy1D36wbJ\nPsHzbrT9nSpNkkqCSCXHl7IWpZy141YsE6i/NhzngbI5+Iu7Jba8HGU36r++zmMb3jOFCJm9yL9f\nzPLORkAiYxIkYQItP8HSBd94epxLd4cJ1LMLI/uMOT8ppOYOCXmlTA7MiHtiaHsmqRJFOD2/ix/t\nJSQamiY4MZnFtXSuLKp9pGvpHCm7XDhaxNIF9za7xGlK3I0GE4uOqeOY+y+ylOozpdoOub4Mrq0z\nWXQYyZqD+ziWPkR2ozjl6tJwQd00NM7PFZgu6uj+Ldh6/8OrP0LvZ+3NKQ2Qke+3vXuK9CWe+jeu\nKTf4gwhn3IDGD6HzDuSeBffU5yO0Dreg/YZyst/G6K/v5AYe4nPBR6kIfeUJj/t8XMEO8ZGQ7ecR\ndf0dQeaNlTYTBZuM/dkZon1cTBbtfTlTAIsVj+9cmOHBlsdGM+iLW0EiuLnmY5mv88zZryL2JIGP\n5Yc9UpZrHmN5i3fuN8A4BrkFtnfNpZylMpa2oeeQEja6Fr3mKJaeEgcZwlRDj0Js4x4ZHzKGhm2k\naidc/Po+7YFlaHzn3ARbLWXoqAlYawZ0/BjHVGP7V5datLyIME4RAgqusU9YC4LNVsqxSbB0bafP\nhppcC+OURk+RFa0vvt6GlBI/TLANDYRQkQy2wfn5Iqen89jmh2dVJakk7I+0P6o6knMMXjlV5u5G\nlxsrLaIkpePFRIkkTlO6/k57S9cEE0Wbb++OyJCJ0oB0ryqn7D6iGB7WY/6vm6ep+YrEF5yI8+OP\ndskWQlLOZ7jdO8sb7/f9sIWq+slUfWBZhuDVM2O0vP2C5U+jArQXrpMbamd1Ike1aw7Kr3sSGHtc\nqfuamK3qHsmm0Dg3P8bMaBbH1Pnx9WF/WNfWefFEGcvQmC65GJpGtR2w1Qrwo4SpEfeJkt+9IOHB\n5n7CYZkq5sM1dR5We6zVPWxDp5QzMTSNi3M5ZuxbUHl3fwzKXpijkHlKVXH2aqRg39QcoFqG/j1o\nX1bEaC/iJjR+BO23lYYoc/qzIUSpr0xPezfYt2T6Dw6J0OeMJ/6Lk1J++7N8IIf4bCGE4MJ8cVBZ\nAbUje/NOja+dGftY/f3PEk/PFmj7MbU9XjRJKvGjlF997gh/dGmJlhdg6wkjTsRm1+b6chvbvMTZ\n0y8N3W9hIsvdjS5pqka6a52QrZa/KyRTLXaFjMlLJ8uDxa/nR6ystfjjd46w2s2CnMfRA1wjZsJp\nYrh3SeKIlfYRvMSlaEe8NJ+S7blstdYoZ03OzRfJ9VsFpqENhb6+dLLM2/fqSMlgsfHDhESqNDAv\nTMmaMVEiSBFoSITQcEwdgWCqZFNpB2oCzdCYKDqMFmyiROLaOn6cYOqCRIJj65QyFoYumCgqwazR\nz8g6UnZxnjC2QNfEE0UcCCE4PpGl0gq4stig29cRgcrEcvsVgoKrKko7JCiG6p8MOXcvN0z+zQcz\n1D2D0WxMPdipZLYDkzgVGJokTgQrbYco1XAMSc41mRyd5IOGOfDB8aIES9fwRIKuCSxD4/R0nm4Q\n7zfwQxkHftooZOwhM8x6kCWNm2hR5eO1RvQ9wwL9ilDXG34+EwWL41Pq2KVKb18Ux4W54kCv9bDS\nGxCi6ZLLeMHmhRMlWl5MqxfR9KJ+hfDJzRzDKKUWKXPQexsdUgldFHl/bi5hJvkxtB4ju9RsRXzc\nM0rw/FFb+0JT93dOgH9fVYCiA2Z1kg40fwydd5Xx6KfVMpMp9K5D+61HEz3ryCc/zyE+Er58pYBD\nfGYYL9gcGXVZqe705NtezKV7dV4+Wf5MPEE+Lgxd49XTo1xZbLK0d5Q8THjl1Cg5W+fNmyvUmmpX\nKxGsdRz0BxVs6zLHF3aKmI6pyv6X79cHRn9JqtLLd4dlvnp6lDBKeLi2xOrWBpv1JmvNlAetImnf\n1LEbu+QSD2SKEUY0A5d27GKKiFqs89N7CZUPbtOL1fRY2ZW8dMxkopQnny2Sdx0ytk7BNZkuubx8\nSuPKYqM/hZUM1B0CgZSSgu0hhEkQa4SJjm1qLEyoRTRrm8yPZdA1STmnqky3VprMlLNMFmwa3XAw\nmq/3x/NNQxvERAD9ytOnH5qphLANtloB0yV3kCKuaWI4F0yo4F1ALQ5r/xy/cYNYG0PYM/zhtQku\nrU+SSAMhJO04xTH68SGAY8Q4Rgp6huVeiZ5HAPXwAAAgAElEQVSw0EwTX9OYHskSSEEQ7byHDCFI\nNchYBqmUuJZO1tYfqZFyPoOAz1LOUtEkwoQ0Ikw0tpohkyOLpObk48NjD8LeuBehWmVJPCzA1nX1\nkf+w0uO9e6vgLwMS7Fkct8B4UW0MOn68zxBzfiyDoWuUcxbl3E4rLk5SKu2QzabPZjMYTEU+Dn6Y\n7NLtSQK/wdPuuxA/wkLAnFBZgO6xj1cx2wshVACxcwyCRVUhig4YAE5a/ZbZZUWInBMff8osqkLj\nxwefB1RrvvCKeo6H+FxxSIR+wXBhrkizFw05zFZaAX91o6L8WfLWl0ZArfWrWHuJkKkLbq21ub/Z\nQzezFPIJ7XYNCXRCnTdXS7y/2eFXmlf4+jMXB/ebG3X54dWdD6EwTvHCBNfU8cKYsUzIj95+g2an\nRduHTmgQJCZhMnw9dJEiRIomUhXH0NfPxOikCCpell6y86dV8wSXH3QY36piaindxCZIbEzdoJB1\nmB8vMZq3Gc2bPKwIklQNauuawDESskZAmkpyloYmoDQywzNHR8gYEVPmbd6JKzQ9AT0lCi9IHXo2\nm40xpFQ0zzJUS+L0dJae16HbrVCwVYArQmL0A0YJllRbxRxVu28Z94XHptJeZJ7er0c5AKmU3Fhp\nDywAQFWIDH1/u/CZhRHGc6hWQf01ri2u80fL36YSlEikRiJNYqkjEWgS4lRjPNNDAPmMzi9fGCMy\nznNt2Ud2e2hJP8w2lVTaAZNFB9vUBgu0ZWrouuD8bIalmkecgGkoovzB8v4WWy+IP/X2cdY2KOVd\n6j2hrreMubne492110gKMWNjp/rxFhIpE9JUjbN7UUzB0frXE0DD0lPGoruUnV1rtKliQLq94efj\nunnubXS4ttQE7/7OpJp3i+NzLw0I2N6/OcvQdsjqHhi6xtSIw9SIymtr+zGbzYBqW5EiP0qJdukT\nQW1mFCQkbY7kN8lZB5AgZwFyz4A5+dmMuQuhzmEfVfqhzjtKtLwXcaMvqr780afM0kgRqc577Bax\n7zwGUwm1cxc+HZJ3iI+Mw6v+CwbT0Hj5ZJmf3KgMCZJbvYif36oymrd4oa8R+DJA1wSTI85gLNyP\nEn78wRZhkjKatyllTeoUyJgp67UGdc9WniipxZ+932LUfYPTJ55H1w3KOYu8a9DoRiSJMg/cbHRw\njARBhCZS0lSQtewhXY6lSwqWTye00UTMpL1J1gwQmk6KgaZJwkQnTXV0LSGR5rYd0QBxKggSnW5k\n0PQN1AEJrZ7PWrVBLC0M0+rXOFTqt2vqZEWNak+jGVpoQjLiRHx9ocW5kQ2lL4gTLk6Y/NXiOAjJ\nTM5HCMlaOyGJGpC6jOctOkGKLtuI7n3sJKUX6aBsHslYMbQ3Id5SnjugdBEHkZ5wA8q/8tjXbL3h\n88Fya0iPthsLE0qk61o6E0UbM1qCrb+CpIsM1nlt/UVWvQmkFIoASb1vc7j9eiRcmIl49tQpxkaP\nUe9G/OSmGla1DG3Ik2jbOTnvqNd9JGMyXrBZqvbwY8nxiRxRIvnmU2M4ls7pmTy3VrfFuRJSj62N\naxzNrSuRvDUJuYsHa1I+AlIpiRILojWQEVJKbrUWmHRqBJU3uL15lVtCRxpjSM2hGRg0PFsJlo2E\nshsipaqCGmkTi4hnx1Y4P5tVE425CyAlXc9jt4K8lxS4t9QnR7uMKI8W2xyz3gT5a6QSlqrDRGh2\n1H0irZQQgoJrUnBNTu7KgEtSSS+I6QYJjW5IvRuqTVfSwJVbnB3bQ0CtSSh8VTmkfx4QApw5pc0J\nV6B9Sb3X92IwZXapP2V24tHkZVvn1n5HCbcPgntCVYH0zy6z7RAfjkMi9AuIjG3w4skyr9+s7rOx\nr7ZDXr9V5ZVTZezPoCXwcTA76g6I0GbTZ73hk3NM1us+5qjL3KhLzi0QxgnLLbX4SgndyODSnXXu\nPPxDpH2E8sgUecPjZjOi7Ulkn3a0EOjCImvF6EJiJUr0vA1dSI7k24xYWxTNOkWzjmnmSPUCYdQh\nliZZbjDrLHK7d4E3t56mW7dI+wuQjlTRF8DepaQb6USJhtowhxiaJJU6rq1RzkA2rVPzJ7D1mERq\naEJyyn0bujuv24gT8bdOr/ZbYH2n5GIPXUt42AzphCaGBTNuD0HMwoiHbSTcreUx9JSzYy212Y53\nTefIRH147yNCj/dLbXkRl+7WhgTa2zgxleOpmfxOCzYNlDnirrH42Dyixt/75keaUHvobZ3UibGQ\nv/vSFJNTr4AQpKnk+kproDcdzVl0/RjH0sm7BmdnVLtHE/D+UouwT/7HCja1TkjeNTg1nSNF8mCj\nAWGFsNfAEl01XSQTCtEWbE+5hatKbDv2W30H8SdDGKfUOyH1dotGq06ltobfuIFMNOw+TzG1iGpQ\npBKOA7panIUEw6HpKx0UgBfp6uoI1OsUC2CEH65kSJIrnD2awdJzpEkHP955x3mxxv2agWujrq9R\nhmiLk+U2T421EWET2m+ymZwf2iTBJw861TVB3jXJuyZdX9kTkPrQWwEpmStuEwUBhVdVG+yLqEwL\nociQdURVR9tvKRH7XsRNaPwlNH/Sn1g7ogTrUip9UdIE796jJ96MIhS/oe53iC8ch0ToFxSlrMVz\nx0u8fa++T+jY6kX87GaVV06PPpEo9rPGVNHBNDSiOO3HP0j8KCFrG9S7ES+cLLMwniWMEzbbD1hv\npkgJlhbz/kaJXjyJIRJSqiSpIEZpd7YhEaRSDkbCdU1iaCk5WyOfyVEqjjBnbDCb98ilK4i4Apkz\noEeoP6EYGAVGmcDh6Jlz/OX1La6vBkhSZgsRZTcmiiKCREMiaQUmSaoRpxpxqoTQAGEKOglJHNP2\nJInI9FtxoImEsUyCpe9nGcoVWUETMJ4N+dpclYKd0A11TpQ6HCv1kKB8eYDTo0pIu/29Mpfsj44L\nHbQDrBWchce+Vvc2ugeSoKfnCpyY3Nn1ht4W1278jG4Qc2zE5UhBtdAMq8Cp8YRG5FEP8uhCMJfr\ncH465sUzRxkfPz1YIOMk5e179SEti6FrvHCizJGyS84xGN3V6tU0jbfu1PrXSGAZoKUtFpeXWVzs\nDGJUbCGZLfRIUo2ZvEfJ3RPhETeVqV/uwr7nKaUkiFOCKKXRbrO68YBrqxEdPyFj+Jgiwot1PK+J\nTMtAEVsLmHFXeL70Nj/Y+GV27MzEgODpWkqc6v3/9ym8jPu5WuogW4t42Jlkc3GKl8W/J8mcI+mT\npyQVrHUyzBd2EVt7hrPlFRXeu43Ouzxc24L0rIqkQOmZ8p+ShiyIEu5udNRjDpZASiZzvmrTAox8\nS01qfdEQApx5NZLvP1AVooOmzGSsfu4/eMJfrKnx/PxXDttgXyIcvhK/wJgacfjW0+M82OryYGs4\n36njx/zsZoVvnB3/wttkmiYo5yw2Gv5gk+iHCaaukaSShfEsuiZ4+eQoMpXcXFpms9Gi0dPwEqUv\niaWG/JBUlawZM5aTTBRzlIplZsbKTI04lNwEbbM/ybKtPe2LUbFnldhy+7HiMz8q+Z3vnAf64+pR\nSjeI6XoB7U6DdrfJZqPDVtPndtUmSnYvMkof1IsFQZzQ1ooYeowrQvJOym89tctvpH9GMqche7Ff\nvRGDnWzO6tIMDG5W8mx2bcpuSDkTkaQCnxJZN7tT1ZCp0kk4J9RO3ZkbOGyTNNWHtjmhBKao1o4X\nqOm27emvXhDv05Yg4MUT5aGRa7+3xRtXXqflaYBF3bMouSEZM0E4cxw78SxxLsT31QI9kp/guxeP\nou0SM/thwqV79SFLBFCVh+ePl/ZNwEkplT5JRmzU6jS6PqQBUSdituDtOVaQNRNOjT5meinaGTuP\nk5RqJ2R5q06lUSPw24RBl3q7zr1mmSCxMDSBrjmUXA0NqSoHQhGdILUIEosTuXvc7dxlqXcUKTQ0\nzUDoedBjXCPutzMFOSvCFN6AuCVJjCUCSnYDjBH8xOFnD1LG7NeBUVKpsdpxEJo55CZ/fKrIyYmX\nofrHbJMpL9LYaKcg7qrRdGF84mrQNvwo4ee3qqraNMgFg1PlPhHLnv9ykKDdEEKJl50FRXY67xxc\nIXoS2PNQeHnHjPUQXxocEqFfcGQdg3NzRRYmsrx+q4q3S1/RCxJurLS4eHTkMb/hs0eaSmZHXdbr\nHkZ/6skLldYg7xq8c6/OSNZkNG/z6qkCORnyftyh5eX7DRY5qLgMe3YoByINGM9pnJiZ4oWTE0yX\nXAquQS9M6foxG7Uq5Xi7XdZv22zv5nQXjNJw6GXcGIxACyEGepixvA0TBR5sdqkEDfJawhnX4+56\nh0YvIZFiEPoJkCKIUp0EQdGW/CdfLzGZy0LU35laE5A5p0TMu5E5A84xfvreNX6+HBLEKZtdhwSH\nX3smz1vrY6RYTI04vHCi9FhxfNK3G+j4MZ1uTGe9TccL6PjpkFu3rosDs8r+xsXJoamr0K/x+ns/\np+MPn9OLHTLjL4B7hhk35s7WFm5GuX0HCSzX/cGC3OpFvHGnhr9nOknTBM8sjAyRoFRKHm51uLP0\nAK9bIYk6NNs5tutnXnxAxVNIxrO7Rpv1AqTdQbRHL9Kp9jpsVJZ541aFtXqIpUdMZbskUsOPdYJY\nUO1N0Iutvo4nxTUVyVJvIQtkqN6bUrDmH+HfLP82vz71RzzwKrTtryOKz6PpylZAaLqa+ks76ME9\ntLiHoalKYTcQVNo6STqiRspRGWrvb2TJGm1WvRliqVEu7JDRcr7vlaUVlUal9ToAS62MMlmSAfQ+\nwMg9xUzpk+mhQJGg129V1ZBG2lPCZGA866uKm56F/Iuf+DyfGXYTouAhdK7028RPYBtgTUL+JbBn\nPvzYQ3whOCRChwDUFMvXzozx+q3qkMh1qepxajr/hbXIOn7Mm3dqdPyItYZPoxcR9eMbAOqdkDfu\nVJktOVQbW6RRnV+aX+NXTsXE0uBWVSdMUqJEI5U7soMxu4Vul/FTi9Gcw9HxLJahUcpaVNshl+83\n6Gxfh6iOCCZ5dbbKqN5Pl9+eGJHRfuHsY7Kw0lRyY7UNCDK2QcbO87Wz0yxXu7x7d5WVekSUQJgK\nNAQSSZwabHQ1/vlPJf/5d59j5kl26JrFjUqBVrgjQn3QKvBeZZy0r+Reb/hsttRU1V74oWphLFZ6\nuwiOBH9RjQFrtqoO9b1wDiJBs6PuEAmScY93P3idzp5IrazrUpr/FpiK0BUzJqXcsAHm9eUWs2WX\nWifk7fv1gdYHGEwqTZdcNps+vSDm2ISqEl6+u87q6vWBm7DWb31u621MbZcWRkhmCwHHxm1GCmfB\nmkCaE7Qjh0rlITduX2atY6ET4GhNFru3WW5niKUG0qLp60zlVNUySjTCxOhbLggSNEw9Im9FOCbY\nZpE08dhoSUTSRAIb/jTvtV/h27P3YTSEyf5kkpRq8W2/dbDnDeAbJ3l76yS1yk1IA/wg4GZtkjjV\nyVoJORtcR11f29R4/lhpR6uVuwhGAdn4CQ+bu95bacSM/QBDXzjwnE+COEm5v9nl7kZXTY7JSGln\npMQ1Y56Z7Ffdit94omnELxxCgHNUfaW++nsIVtRGKG6p10vPgZ5XmiF7RumNviSTuIc4GIdE6BAD\nuJbOq6dHee3q5qBNlqaSuxud4fTnzxF31zt0/RiBYLrkkKSS1ZpHkqaAJIolvh+xvLbKStsE6bLY\nWODXT63xd88tU/dNHrbHiOynWVm/TdMXTOd8Lkw0KU2f4K3l3GC0txfE/PG764zn94hgUx8pBQ8a\nWUZHtWHiI3f8bHbd+MjnI2EoLBXg1mqH716c5Nvnp3j9xiaXbt6l0aqwFYyRbifGCI16J+APf3qL\n3/nO00ps+hj4YYIXJjvaJ6DeC3njVpXJEYeCa+DaOvVOyGTRIZWSRjei0lIuwvVuuF/rk3R3FuI0\nUFM1jvI8SaWqHCWpJO8YGIY2yEwDiL01rty4xMaeblPGzfDyxa+imcMuwKenc7xxu0aUpNQ6AUGU\n0uxFBxLyRi/q51/FAxJ/Y6XNiUmX1ZVrfR1N/zIKmM17VHo2GSvm/HiLUiHHSHGSkeIUoTZGrZuy\n1g5otGrUW7dpdxrc2gjZ8qYwRIpjxGTNgG5s9mNe+vquRCNKNCwjZbsDpQul98kYIS8d1ckXjuN5\nLXpeA6HFWJZLGI/1heox68FR6kmHknev7zA8o0S5/iKPRP5FnNxXeGUMfnxNo1O9ykrLIUVN3XUj\nMA1JxsmCgBdOlPebZzoLVKwMXnyJ3SOP86Xh1uOTIk5SHmz1uLve2Yn2kXE/BDcgY8a8OldVQwS5\nZxSx+OsGzVHV18yZL/qRHOIT4pAIHWIIrqUzN+oOxVs83Opxair3hUyR6bt8Z4RMmcw06XV8Gp4S\ngOoixZYB7dAY8I8k1bi2VaTiuUyOTnH27NOU8xk4cmXYI8TxeHp2hnfv11mpeXT7bcGcbQwvuH2v\nlYwZA3JPBUjb7yciD/AK2X4+mmB2NLNPS9PxY1zL5mtnJ3np9Dgf3H6f9268y5XaAkFqo/VDTWut\nDj99/ybffOapx5ogtryIMFFtv3QgpBZ4UUyzF7HR8IlSyf3NHvVOSKMXER9Q1RnC3nT0Xd9XWoHK\nPBNqQupXnp2imDFBSiob7/Punft40fB10k2Hly68SjazPwphNGfR8WNur7Wp9UnZ/c0ezx0bGRLu\nlnMWtqntm3KSUvLz6/cZN4f1Pzkr4ux4xPSYTSa/QE/MUu1pLLZ9Lq/XaLau4ns1PK+OHxt4aY7N\nrkMzzCMRBEhiGeEaEY6RoAlJIlU70zYSRrMRY3mTWGYxtSbtQBGhEdtnxIB2s0ea+NgAOhzJeyw2\ns6SagyZ7ZPU212uzfNW6ARv/SvkBPaqaoGeh8LWBAZ8u4Jljk/zM6wE30YXE0UNF1KSk3unwa88v\nDJkh7sbDhql0QcEyJC0Krs7I+JMmK+2g2g64fL8xbKwoI0WCkh5ZK+bV2T4Jsia/3C2xQ/xC4JAI\nHWIfTk7leFjpDSoCyg6/y9nZwuPv+Fk8lskcjY5HvbEOwRqWjJkvaJQdAwlMZX3GswHvbYzQCtQC\naeiSjO1C5iQbgcPGzQalXI/jboEpY33HIyhpc6Ts8sbt6oAEAdQ6IUf6MRiGLsiYLUbzHTVlFTGY\npgHUoqHZqiwuI0WCHuUZ0sfFo/tNIl+/VeG7FyYHwuOLZy5iZY9g3fqAK6sJvcjA1FIMkfL67Ra3\nN6/x93/pDJPFYRIhpWRxq8fVpSZHSg6VdkAQJv3ATI2CaxLGSrwNsF73uL1ufmiFybV0cq5Fzu2Q\ns2LyVkzOtTCmv4MXJrx2dZN8xsQ2NDQhMPoXeWv9bd68udofid+B0C2efeo58tn9bb5uEPPegwa6\nJugE8eB9GCUpaw1/QIRKOYuXTpa5vSvVfhu9MKHZ6TFe2rntwnTAzJGvsBlMcKsVUlnZoF7/Ob0w\nIYg1llsu7dDEwGXUiTD1hChNCJJtUqweSCI1HD0i62o4hqAROhi6zpmZMqemTtDurtNubjDlVhEy\nC2lAEiWsbW6QyY6ptkkfli4ZdUOqPZM5p4ogpeqZVNo+XmuDyCoyN+pg7p4U1HPKfyb33L52Ujln\ncX5hFq+zSWM1IEgMBBrdSMfvriPTGWB/KzSMU9YbviL57kkgZX6uiLDy+459FFIpub3W4dZae7go\nKkPo3YbUZyrvcWGi2XcCz0Ppu59PuOkhDvEYHBKhQ+xDxjb2VS3ub3U5MZX7fCbI4paafIpqOGmX\nrxVXaNmCMNFwzZiMmewLIn1+us4P7k1yszZKuVAmXygN/bzeCXm7miMjJzgz1uZI3kPEarGdH8sM\nVcA6fjxwPJ7MS8TGrkktoQ8TIRlC987QFBGb/1pNYNnTBz693fEJEkmlFdLsRdxZu8vCZBZTUy7Q\nS9UeoTzCmclNOr023chgpeUSp4JWGPB/vHaL3/3NC4NoiDSVvL/U5GH/ueRdk1dOlrm+0kZKiW1q\njBcc7u8Kw7RMbZ/r7+BxaoK5UZcTUzmytgGRAVu7je9CICDnqFbb7pdkre4zlYu4cvcBaar3Fzt1\nhG5meP7p55gsD79GYZxy9WGTlboHUpEv2xiu9timhmloPDWTZ34sg6YJzh7JM5IxefvejmDdC2My\nht+/xmBoKTVxjqtXW9RaqzyoSGq+RpRmMYTENSL81ERKiNBohhnG3Da6SDBEiug3wASSsuNxZm6K\nfH6c6fIII1kT3w/4s/cW+X8v1cgYIcdLfcPDNKUbOYSphePHzBoNjMwOuSi4klOjFe7VcySBDbEO\nicdfrr+IrUWgW9xrj/LqXJ2sY/UjGB6fe3V0PEP41DOkXOVhNSAlQaAcnt+8+i7ffuFVcnuqiUvV\n4alRTdM5MnqAfcIj0AtiLt9vUNszxUfSAv8Bk5k2Z0bbFJ2+FYGeVSnrh0aCh/gS4JAIHeJAnJzK\nKXfZ7apQIrm/2eXMzJPvED8yvPtQ/4HSoug7lQIBHKDnHYJuj/GrL17g68xzc63DcrXHVitAE2r0\nXtcEaA493+DyWonllssLM6sYSZdnj43wwXKLRjdCCCXWPVLup2wHe8bVhbVfHG0UholQ0oHan8LU\n7zxyt7stBvbDlFonJO3ncFWaAZom+MmN9iCSopwtc2Zc49pKDz/pT60lsFz1ePfuBi+cmiKIUy7d\n3T9ObugaX31qlHLWYiRrEUQJtW7IZkMFjmYsYyhjLu8ajBVsJgo2o3l72E3YGFHPZ7cYPFhGOido\n705tlzFrG7cZ6V5lseKoqSmRkrVhamKeZ8++TM4drmT0gpg37tSGol+AfqVKGScWMgbPHy/x4ony\n0Bi4EIKZsks5b/HzW1XantKU5a2IG9UsDc/A1T0mGvdpRy7LTRc/0fuThJJUpqQRaP1fKQBDSyjb\nHRwjZSwrWWrlSdEYcSLGspJvXDxPy4v4q6uL3F7v0gkkYaLhGBAnJittl+MFj42uGo/PGR5BatMI\nc4xlYK6sc2rhKbKFeeh+gLV4hWsbBVVNTD1WehMccbewhYfnd3h9bZ5vPvcKlv3hVVkhBKdnCoTx\nU/jhFbb6xbI41VisRrx57Qrf+MpXBgR6u4q4G9MjzhNterbv+8FKa49gPoVgnVFjkafnmow4u7yY\n9LwiQcYXozs8xCH24pAIHeJA5ByDIyWXldqOxuL+ZpfjE9nPJqneX4Slf7Jj+++e3j8Wvg1nAbLn\n+iPqOiAHO+Qc8NyxEaqtAE3ASs1jsdJlsugwPVLAEBrIlK2uw/WthAsjt7Fzz/LyqVHurLUHo+SN\nXv9x7NXFOEf7yd67qij6iPpw33aR1WwlJvbv99sM+/HM0SJ/eW1rQICaPRWzEMYpYZQSxCmGJhBo\nxKnk+NGnWGtd515jp+sQpTrX7t5CM0xqnWTfODnAyekcZ2byQ1WoXzobc2+zgx+l+GHCZNHh4tEi\nYwX7QwJGxf6JuGCZyDw++FZGVeqNDVq+IMza1IKd13DL15krraLX/wNY3wQ9h5SS5ZrH1YfNAzVK\n+YwKps052x9VYogE7YZj6nzj7DhtL+LKnXv84IpN3c8QSx1waQQBI05KLMVA4LztYK1rkpLr48U2\nrpHw0tQWC+WYciahUBC8dqNFnAoavkkngB+89RZX13S6oYYX6+giJZGCKBUYmkRKgWlZnJkM2Wx0\nCRKBEFDKanzt3ALl8bM7FgyZpzhaepdbVY0oHYG0R0brsemXmc2uI9IYjyPcWE+5eFQFpt7f7JJz\nDC7MFx9JWJ6eLdHsnMS/e4t2oI7xY527azVymdu8cPY0mhBsNIN9cShHxz98MrHjqxbmcBVIQlxH\nhKs8Vd7ieKkzXL01Rg4rQYf40uGQCB3ikTg5nRsiQlGccm25xbMLn4GvUOfKUPYR4QroZ3YJRTVl\n8pd95oCWk6DZi1ire7T9mGY34uZam2YvQhMSQ9NodiNsQ2PCLg0mnx62Mpxp38bKPsN4wR7SmTS6\nIVGcYppjKhRx+7HlLqgP8+brahpJaKSpRMueU2ZrWka50QoB9deUONtZUOaEu6pceUfjV89b3N/S\nWG/4SKlS2W1Do+vHRHGK1iclIxkT1zb47nNPc2X1hlpUkegi4X4lZqNzndmpOQq7qiy6Jnh2YYSZ\n8n4hsgRsQ8c2dIquyYmpHLOjTzCSf5B7rowxdUE5Z1KpPmStWqMXGUznPAxNkDc92qGqoEmh8YM7\nI7x2N+FXjv3vnLvw27y7lmGzGez7tboumCo6XJgv8v7DnVGzvZEww49FooeL1Jev8eaNlKo3QbLt\n+4TEjw2iNMIQkrhPJwUqu+xosctvvDhHsXSckryB0f1g+1dS63ncrY5wp5EnTcE1QtqBT5Rkd51a\nkSlQWWBfXfD5ypmLXH3YQIilwXEnJy3KE3scqTULfeQljpfe5mYlD3qRcbfFkjdPK52gSADBQxa3\nFFl9b1Gx4VafrD9/fLjFOPi1muDF0zP0/C43FpcHWqdmYHJraZFifoTj0+MqgHUX8q7xSEE1KE+g\nextd7m92h13pkzYEK2S0Js8dqe935LZnYeQ7ynvrEIf4EuGQCB3ikSi4JtMlh7X6TlVkqdJjvGAP\nxMSfGvaajaW+EoJmzijDQvf4gUGXtU7I7bX2vsV09yg1QoVuLkxk6fVGB0QoTQWbTY/ZsRqlbAmN\nkDRqgxBIvchaw2d+rKh2sN495QjrnlLVp4m/Q6sXceleHT9MODmV4/TUM8qKfwAJ3WvqC1SiuznR\nN5Rbw5Qhp3XIXHyRN1bG1cIi1ehxKhXxzNg6paxJxtKZKGb51tkxfnxjiySRGJoS8sZexOrWFvb0\nFLap49o6L54oq6mtA7A3PPNRGqEh+A9U23IIGmSeQgDPjd7hB2tb5CyTqZyPLgCZYdpdJadrRKnN\ng84RglQtsP/2znneq15mtHQEYU+x24Ig5xi8fKpMxjYGHkEPNrsDbdA+JB5p9yZv317i8qpNy7dZ\n6rj91pciQQKpQmvdmLPTGistm1bPY9mVjaEAACAASURBVCLTYybnY+iSyVxMvmBDOAVdqPZM/uTm\nCPWe5EHb2cn6ii16UawqP6TEqUATkqm8z7dOpjx74ih2/jgIgR++MfRQHfsRBMOa5kSpy8NmFi8d\nQU99jmQrLHUnyBghZlSBYI3ry+aQEHmt7hHGj64KWYbGy2eP0/W63F9vkkj1HDY7Jtfu3ubWxv4q\n4omp3IEmmx0/5mGlx4PN7jAhTdrKXDBuMz/S5emx1rC4Gw0KL6pNzKGfziG+hDgkQod4LM4eKbDZ\nCob6/1cWG4xkTLLOp/j2yV5QX+G6EiObo0Cqcnn0/aLNeifkxmqbSmt/NQEg4xi0vBipIroJopRC\nxiTvjLLhWypJHNjs2sx6dzGSFqNpgy2/7yEkDK4vnmaiuIBjTaox3z14536drh/TC2L+3aVVjk2M\ncyY3x7nSkkpPkFDzLEw9VVlKUfVAQ7wjxvucnv7bbLYClio94lSiCYGuQRynbLbDwTj/b716jGJG\n8uaNuzR8C0FKmqb4vQrtjsmRo3M8f7z0WH2HbQ7/LPgwIuQ/hNqf7b89ex6sKfyt13jrbgOBRXE7\nM4oUiJgojTBrwFId7nZ22m5ebLHZFZj6FsVsS7UcNYfZUZfzc8VB+1UIwYX5Imdm8uia2CFxMoVg\niWbtJn/yfsTl9RG60SSWnoKUJKlApbolgMQ1EmZKDr/8/EmOTZbI2AZ//vOfEHg7Fc92t0N+FDAn\nkFqWf/HeOBsdu09OtT6l6l9DPeFEuUHdt5jIa3zzbJny2AWEMfxe7fnDmi3HOmADISW03kDXJOcn\nGry1MgrGCKYMKVgea90Sc7kKInhIoz1CLG0ytjG4a60TMlm0afYiukFCkkrSVCqD0JxFwTV58amn\nCILLLNfCfraeoNL2mHbbQ1NsxazJ7K5NThSnLNc8VmvefiF06qmhhrhNxoy5ONtgPLvnmM87Rf4Q\nh/gYOCRCh3gsso7Bxfkil+83BrfFiZpOeuXU6Kd3Is2Csd8YXnBlAp3LUPz60KGLW13ef9g8MNxz\nGxlLZyRrEkQJQgiOjWdYr/uUsqb64E8VIal5tjoHMF902OpuZ2/FhJ27vHMvzyunxocExaBGudte\nTKMb8rAvKo8TuO9doJAtMe9c49JKgfWOWlROj7Y5Pdo+cEMciyxxKik4Jlnb6E9JpSpuQwiSJOX9\nh81BC6SYK1HIlgijKn4/IiJOYV78JS8v/BdoH6Lhsvf8PIiSwXMm6aoFLo36dgCJMvQb5CttR4wI\nCFa4//Yf89PVEzh2BttCHZ900A2Dl+Y9xjJqYTw/qdEIfW5UcmgiIWfGaJpO1bMo2B2c8CoX5keY\nnjjad500lDBbGCAMRezSELwVkt4DNmub3K/p/Id7E2x1R4hTFUwipY5jxEhUcK4uIGOl/L1vnOP8\nfBFNU63MrUabexXJZtPF0QNOjFTodPsvjhA09XNsdVXLSImnUyzhE6Ym426Lv3mmxZn54ziFE2z1\nXBpeDJ7B6K6CVZSkBNEwUc9n9le00vY7rG+tAQ7TOZ+ZvMeqfwzCCiV7k2aQoRM55LUmcW+Z9eAI\nR/v5egCrdY8Pllv7dD7bcC2dcs6iVJ6n2b1Fy1cRGu1eylj3HkbhIlGiyNPRTIarSy06fky9Gx7o\nGI6M1YYl3ESIlOPlLmdG24PWIKCE0PmXlOHmYRXoEF9yHBKhQ3woZkczVNrh0Dj9VjOg1gkfqyX4\nyHAWlL4m2NFUEG4O/ptKyc3VNnfWOvvvixoFP1J2yTsGHT/L+w+b1DshI1lrILbdbAWkMouNIkJe\npBP0c8Smcz5TOY/1jqNaczKkWq9wc81RuUy70PbUYvuw2htMOi3XPKaKDr5znm7xadbv3QS9A6nH\nrWqemmfx7FQd19ypwDTTad7eukA38si7BqN5mziV1LshGoKcYzBecKi2Q/78vY3+vSRThYTQizBE\nQJRaPFO6zncmf4ZozsPYbz422XqwXMkQGbcJWh0qD36K57fp9cW/QawRpRpRKiCICOIRBOAYIaaW\nIsxRVqrrXKr+EgIw9ZRz420yoo5tZ3hpvjc0KWRqKS/PNXFNRdoMTbLRdUmkYLbQ49xEC9tYg9r1\nAx/zajvLjfWYrU5KO8yQd3RikaUXGcOWNYAQGlkzwtKVcDlvR4zldTbrDe6vLHF9tU29E7LUcpFS\n5/9j782DJDnv88zny7Puo6vP6e65B3NicBEAQYLiIYqSSIq0pZUVkGLlVXgd+mftEC2tDlsKr3bt\n0K7tCGodWq8kasM6HAvvOsIrx5IyQUlc0SQB8MBFYGaAmcEcPdPTd3fdVXl++8dXXV3Vx0zPYK7G\nfA+j2OiszKzMrJrOX/2O94UUdd9lT/5cdz+h+xAJ6yWagYUQkHXa/K0jcxwYG4D0Uc4t5/nGFR/L\n9Gl5a1mlpw4OMNIxmPWCuJt5XCWZWjf1Ffu8evYiF1YGsQ2JZUhOjjVZsXbTaqUx4zoDiToL7Txp\ne56EmCWOCsxVTFKuSa0Vslj1GMytU0PvoeVHTC+3iGKDWlSg6a8QxjYCODfnYdXLpFyX4Xxiw/RY\nHzJQAbE/hyBkIt/i0ECNtNNTXjPTkHmsY9iq9YE0OwMdCGm2xYnJHPOVdp+my9vTVT50ePD2vpAz\n2h8Idaazaq2A1y+VKTeCDZskHJMDI+m+b8kAxyfzTC02u82lAJYhuNJwmHDoTrNUPJthy0MIODlc\nplyVzDdd6n6CuD7LSjvF3qEUSWftn0vDC2n7cXfSSQiBlDBTVv1UrptFJCZYqHoEUUzBabEY1Hhx\nbpRnD5g4iRKXayVOzfrdhlMhBLuKCTIJi7YfYlsGmYS9sczlzeDEC+wZgGZjmWO50zxWegfhTqox\n/pX/D4qf2HgjiprE3jSNpXkWFzzafkw7NHGtiHrdADYfZw68FJcqA0hgX24e28kReT6vLh+mFSZw\njAAQLDUkg0Npnt7dINNzc4wl/KD8MFeaRZKFhJqqi2rscS6xJ7fCI6PXcXkHTs1neeHdMWqtED82\nKThNKn7MeCHCNiSuGeNhIBCM5B0e3VvgwpXztEJL+baFIV/77veZqxnKfFbaGMIkik0gJpaCsp/i\ncjnByNV3WKq1mFmps7foM1cLMIiYyHkcP/Yxzi5lufhuA1Dvc7AuCTNXaXcDoSgK+qbshJCYVv+0\nlN9e4eWrBdqhhSkk49kmPyifxEnaROYgpj1MwZ2iHiRYaGUYSSySkVeZWtpDwrZwbZMolgyydSC0\nimkIEokscXsOXwgiaZC1W4wWPezkZg3XUk0/RnWl7RWVcc2Q8UKL3fkmWbfn5M20KmN3HOs1mp2E\n/sRqtoVlGhway/JWzwTPUs1nZqXFWPE2Nk6nHoLaK6wGQLEzwcXZOm9fq/VPqHQ4OJrhoU7/yGbs\nHkxRb4fdiTAVsFhcbQwzmlzEMWPaoYFq/D1E7EW8W17k7fIEIMk7bbK0+Pbbi3zy5Gh3v7WWcmRP\nuSaCtT6b4bxLFEss00B2rhFAo+2wd2iSpmFwppYkLMu+JvRVHNvkw3sK7BlKdV3W/SBWN6NgXmWq\nIpWBSDkxT4/HjBt1sI6s+TW1L8CyB5nHiKMmlcocS+Vllmoey22Hpm+x1EircwZc8/o9QiGpTuOx\n0qKxESw3TVbdT0JpYgGjeZNn967gWmv7i+zdfH/xIeZbyf6/NmaWA/s/wNHsWWifuq5R7ZvzBdWn\nIw1iaeDHJq4pEdLn8HDIXDNFIZvhU4+MMTmY4fJ8g3NT51homPiRgSEsJD5V3+k2PEexMuGNpdHx\n5BJ8a/oAYfRNUrYEu0QhYZN3VWXHNGwuLRtcnG8gpaQdxBiCDbYzvZkZ3+vPrliG7JscBJivtFht\nFI+koOInSFp5vCCi3AgoJHZjhhVGEwtcrhYIghQzbYtG2MSzk5SyAr8nHkk4JgnbQAhBvTN92IsQ\nBsJK4YZlkDFFt9Yxnl0NelZLoy2ImqoMBrhWxJGRKhO5Vv84vDBVE3T2MR0AaXYs+pOr2Ta7B1Oc\nn6336dW8daXKYNa9fdpCZgZKPw6N0zSiPK/P7GW5Xt24noCHd+fZO3Rj9dvDu7LMVdrdElYkIZB5\nLjWSZB2fnLcH056gUrc4d3WeqbqBKSLC2KDmO2SCCpcWXJpe2G1S9YKIphciUErc6QQ8NJbFMNTY\nNwCS7tRdFEuaXkTCgTcuVTYtKRbSNo/vLyoVZ6CQdvjosSHefPciszPv9K27K9vi+HCFhAVk/9uO\n/MBaGebstQpTle/iRSZxvDo9pY7LMWNGMy0qbQfHjBlMrWs4F0Ynm6R81BLJFMl2BDLCTZRoek1W\n/BxZJ1DqyRgcG27xt47Or90krQJR4VO8fFEJOK5/705M5tk3nAaegegktM4jW5dZqVVZaYEXGqy0\nHdqBScNXqtSrWkgSg4RtkEgO8MzxJxkrJrrigACuY1JrQyu0ValMQjtU79VqE7thQNoI8aOIVuQC\ngnbscqk2xLGBWZUBsUvd9pZs0uGdOWVgO7PSptbpxxnOuRQzDinX5NhEru9LQdurqsAiqoOwcJ2s\nEuTsodqoMpxqc62eJIwNYml1LpEgk7SYqcaMJ3cRNBZohgkuNSZxDA9JhB+GND2T4byNYxscn8gx\nPpDsTnytTtwt131W6j7LdZ9c0qZZtwEDxwxJmzVonoJgHtsISNshmURI2gnJdB5pO+rv/1kleVD5\nhFl333pHo7md6EBIs21MQ3BsIserPVYGbT/izHSVk3tun7aQdMaZqhY5daVKFG/MFKQTFo/tLVDc\nZn+SaQiePDDAN88sEIRxx/1d0AotFhuC+abJ2cUyI3mXkASGaWNLn0g6CCEQcY1ccpzXL5UZySdY\nqHlcmm8wU24TS4kQAscUuLbBkwcGKGac7nhxyjXxw5gwjpmresSxJO2aGwKh/SNpjo7nNjRlJ2yT\nJ0evUnXnqbRtIikoJnzyiU4aIPsByD6hpnOWXwAZstBweGfx+jenvBuqCS9hgpnHdjI4bpZ0Kkcq\nkSBhGziWgWUaqmQYRJy5NMXc0gyXKwMYQNKKKCSa7M7V+MzR2loQZA/BwI/xysU2y7X+IMg0BI/v\nLyrV7u7CNHXrOG8sj3fWl1xZbND01cSXbUhKBRC1BvV2m9EMDKZiTFqM5t2+IKjlh7z0zjyVdoJY\nrs15+ZFB1g3VWLew2D/sMlYa4KuvXmHNklZS9TuBtfSBGNuEsaLLXHgEIkEUx90gCFRL+1OHBhjK\nuX2ilQBeqwJRJ4MqI9UctW6dc9eqnFvJ0vBNLCERhkHDC0m7Fq5lkkmYnF8psFw+TBRFxFLQjhKk\nLI8Qg3wqxSdPDrN/JNN3HUBlP3NJm1zS7n5haAcRl86+xcLMaxTsFXJ2g0wqRXrgBK4Z37ivWZgq\nAEqfAPs2l8U1mnuEDoQ0N8WuYoIreZeFHt2eywtNSlmXXUV1c2v5EeVmgBfEJGxDZUxcc0tF4F6i\nWPLWVIWpxU2aNgXsH05zZDy3ZSlsKzIJi6cODvC9d5cxhKDW8llpBlimwDFtKs2AfMom6ZjsGUoy\nPd/CNj0mMwsMpk1sW5W5VktdcWdEGdQ37wBlE/G9d5e7IobLDZ+Fikc7UCPNSTtWU2A9X65ty+DR\nvYX+wGDDRWmTs9vkHL/fYyp9XDWmApE9znn/k7SWXyVpXqfhVZhgZsimswwNDFLMDlDIuCQdc4N2\nTBRLppdqTM1Ms7A8y3w15HIl3Z3WiyXsKbic2G2RTrTBHFC6T6kjXF5sM1feWPp75qHShgB2sebx\n/XdXumWcMJI0fclq6S6IIZ1KUcgkWVw8z3DKV5mdOGSpPM/I4CjnrlX4L6eucuZak5ZvEHd6Zlb9\nwVzT54cfniSTzuO3l3lneoVzl5cxhEWvhlHCbDKWqVNKRQyMHiI3+CjSyDP12mzfMRfSNiOdzN+5\nmTpDWbd3NwBkkv19O3XPwG9XcBKqF+vytaucnomod8yCAylIuBaz5TYDGQfbNFiq+ZRbEW2ZwxY1\nXMPHi11METLkTvNzRy4ysuvo1u/3OhK2yZGRiCPx66r5WRjKF8+6TnnUSIIzpgRNE3s31fPSaHYy\nOhDS3BRCCE7uVvYQvaJqr15Y4Z2ERRDG+Fvo0jiWsUnGw6CUdRnMqizK2Zl6VzG3l5Rr8ujeAqXs\njZtCt6KYdjg4muH0lSozFQ8plbt8O4i6JS+A0dIIjxfe4lDuIt+aOUwkXNWb06NnZBrq23ajUyYc\nzDqYhjIIvTinTE2LKRvbEORTNuWG3w00Vm/4uZTNkweKfa/dR+sC1L4HK3/dWSBUM7m7C4af65Yk\npJS8cmGFubIN8gmM1hzZxAI1L1aq2EaSTCpDqTBAqTBEKZsg4Ww+0SOlpFxvcW1+iumFBZarDaYq\nCRYbCWVxFgul1QMkHTh28AhHDu4CQ+AFEfMVj5mZCjMrLaTsF288OJbZEARdXWryxuVKX//XZurR\nliHYO1JkxPBZqIFK6km++uol6t5lzi+orE/cF41IDJRp6oBd5Z0rs7T8Ka5WE9Q8G0kaQYwtAmJp\nYImQA9kZTu7OqXNMJcAugpSUsg5LNb+rZVTKrp3HSt3npXNLfHjd4MDA4EGE+Soyqqv3zszwwvde\n4yee/Sj1Vou3zp8ilGulNENAwskxkHI5fbWGYwiSrkUmYdHyYyRpbGqMJK/wuV0vcCh7ASN+CPxP\n3pxOT1hXWTsZqL6e3gZuM60yPVZJnbs9rOQmbmUEviOloBqtK+AvqKkzw4bcM5tqc2k09wIdCGlu\nmpRrcXg8y+kr/b07W+mYrLJZgNT2VVPou7ObbNBhz1CKYxO5bWWUNmO57vOtMwuUmwG5pEmlFWCb\ngtX7bTuIGCkmGC0mKKRs9g6nyVUdiMY4Gke8NS82BEJJx2Qg62C3QixTbKq0LYQgm7TJJCyiWFLv\nXJ9cyma8lOSRPYWtM1txW+n39NqOIJWCrz3U96382kpP9kVYxM44jxw5iWkaRJEk5Zobmnp7kVJS\nazSZXZhiZnGe+UqDumdS8y2WmhlqvkUUi757YTYhOLl/Dx84tEv5VZXbvHJxhWY7ZLHmU2+HGAKG\n84muwvV6VeiX3l7kpXNLuLbBaDGJ03l/s0mbfMpGonpyDAEP785Rb/u8Ppvl3IKlep+6+R71UykJ\nrZa5BKBKPREGF+vDZPyYrGtT9+3u5QyliSlCTCMiYQa04xTVtsdgGgjmuu/jBw4McPZajcWax8dP\nDPdJSQD9prMdHNtmcGg/C0tznUyegLDGpam3uDi3TBz57MrAhZUMsRRkkg7JZJJzMw3afkQ9kgyZ\nqkQ5lHPJuAnGxZv8yMD/Tcpqq/1FDSh/A4Z+6rqO9F2iOsR1SO7piHsKFZSkHwZn6OY8wGQIYUUp\nS4c19TOqdRqum6rZmk16i0CplA//nNYY0twX6EBIc0vsG06zXPOZ3aT8cbu4nl/Wdmh6IWeuVvnK\nazO0PJW5Gcq7uJYqAxmdP9K7BlL83LN7eow9gVYRoir7ig2EkJyutIhQpazRQoJSxuEZxySMYpp+\nxGx5Yz/MKpZp8PDufNfqY99wmmxyc/uLLlKuBUFmqnNTgW79pXPTi2O5wSsq4ZjkU86G7NsqcUen\nqFxvUC7PsFxZZKXWoOaZNAMLL1qbbAri/n3kEyF7hzIc3zvBBw4OqCzebI2zMzVmy22qzZ7+GQkL\nVY9cyuIjR4f6Sm8vnb7Mn7+y3M3sTC3USDmQcSVhBLO1GD+CpCUZSYf80V/N0/RN/DjFhhqUumBI\n1HtqGjEJKyZnlVls5zuXU1D3LbKOhyEkkVSBnW3E2CLCEJBzI9pxklq7pQKhaE2vyrEMTuzOd85L\nknJM3pmpde/zaXfzQPPw/hMslCtKoBK1+tden2I0GyKEwXDaJ22XEVaKQmkPb1yu0fJCrM57V28H\nDGRc9g6n+bFHR8n5CzA9qGQSzIzytmuegeZp1bdzI5pvq6OwB9VDOFD69PYmvqIWhEvgXQP/msrw\ncP2Jwy2J20CEvgVp7gf0p1BzSxhC8MSBItPLLc7P1LvZjlVsyyDtml2H85slk7B4Yn+R3BZ+WTei\n3g755pkFqs2gGwRFUjJbbjOYdUk4Bm0/JumYPDSa7g+CQJmkcpkgEgwkfR5LLtFIHgWpRtxHCok+\nfZ8DIxkqzYCpxSb1tppQyqdtRjsZka2Cki0xk+pbeuNNcMbVSDyo/85/sHvjmi33azsBHJ/c2HTt\nhzHzlTZz5RoLS3P47RWWa23mGi4136LulxBA2gn7hBAdU42JR9LCtiyeOjTOx06MkHQtzl6rcWG+\nQRRJyo2gLwhaxRBgGgbFtColSSn57ukf8O9fbuNHqhF71f+q3pbMy1VTDGVp0YjgamgSSdFpft76\nOtpGzHjW4+mDKcaHxqjOXeFP38gTxQaGkJgiJhawK9um4iVIuTYHR3MsLU9T9cBA0I5sFusGpYyg\n4kkiKgzm+z8fhhA8tCvLYM7l/Gwd2xQcGtvEAw0oZrPki/upLKmpP88PqLZt8m5IquM7lnYFH338\nUV69EvRNX1qGYCjn8unHd/HQWMf/K/Ehpepc/qYacQcVlJS/rVScN7Gj6SKjTiDUQ+qQ+izFvgpO\n4qYKeOJmZ4S+M/UWLKtltwUBmcf1uL3mvkF/EjW3jCEEk6UU4wNJFqoe9XZI0jbJd0xCVzMAanQ8\npB3EyvurQyyh0gxYqHqUGz5SKufrQ2NZxoqJDVM4N8PZazXCSJKwDWxL9e54QYxtCdp+hGMauCn1\nLf71yxXyaYekY+JYBq5t0KoXmJsZWiujCAmZWnf/F5IWzx4Z7CvX5VO2yvzcLvIfUiJ1cUt5a4UV\nsAvdaR0pJefn+lW2ixmHsZ7G66Wax8W5MjMLM3jtClZcQwKXyimuVPOEsUEQKed0U0iagUnGCUla\nypttTyqD5RQYyqc4uadALqVu3udmapzrUfheH4yBCoY/sL/IUwcHustefGeRv3itiR9ZqrS1JnPd\n+f9eR681este6zGEZCRj8MSBAsfHkywtX+H8xTeIQoOSW2bZywOCjNXksd2DHJjcSyLhMrPSYq7c\nYq5uM1dXx2OSJI4ls7UlkC249nXs9CQfeeTRDd56Axmn79y24tkTh/j6d6dpNRYIgxYwwGLDZNJR\nE4dG6gAvvtsmiCT7hlL4QUy9HZCwTX700VEO95YUhQH5j0DrMrQ6kgoyhvZFqL4ExU9ufSDty52A\nphNASamCnLnnIdpEouJ2Ybhg5pXthjOsXOit2zdlqtG8V3QgpHnPGEIwkk8wskUMYBqqVya7SYVr\ntJDg8K4sQRQThPGm00s3QxTH/PWb85ybqRPFEiFUgLJY85QJZdpGSknLl6zecL1AWRCsjh83vZAr\niwGDdppScrXc1RGd69yMa62Qi/ONLTMBtw0ztSbC5wz1PTVX8aisU9reP5wmljC73OTS7AzzS7Oq\nBNZSo/eWkSJlh1Q9m6in7BVLgW0oo87xwQJjpRJjA1lGOmXA3vdESrnBiiGTsLqTdyN51dB+aCzL\n0Ym1Mf5aK+DCXAOBiSFkXxAkhFDKy4YkjgWhVNfaMmMGkj7NwMSL1ERZJEUnaInJuQE/9thukqLM\nYvkSp86uHZcwHMbSDSwBFT9FLA1eudRkvvo21yqShbpJJCWt0GH1fQ1xOF8d41BhXh1j3CZozrBQ\nniA9uiaoeTMYhmDv6Ahnzl4mafq0Q5uqn0QaEYXcIHNzMFpQGj+mYXBsIocQyq5jOL/JhJYzArkn\nIFxcM/ENl6H2OiQPq+muzVj6MjTeWvvdTKvg6L1iplVDdfeR6XxuO8uNWx9w0GjuBjoQ0twX2Kax\nQQflVjgzXeMHlzdaNhwey1JpKaVdKSW2JQnCGMcy2FVM9r22H8YgTFa8DAPJZXWLNLOsz0icm60z\nWUptOYF1J/HDmLfW9QYlXZOm5/NXr5ynXptnpRFR9W1iuTbhFMYGdc/CMWNMQyKQGMLANE0yrssj\n+wZ46uCAkj5wTNKu1Q2CvCDi0kKTi/ONDYrF46UkAxkbP1zL5pyfrVPKOt2b+bWVNinXIpfJ0A4b\n+FFMygrJ2CGN0KaYiigkYgzDREpDeYa5JqlECsdySCZSuE6Cl06d7TS6R6StBrXFeWpiM00pQdqJ\nOV9O0Y4cjBhaDTCEz3LLIYyVsvR6JCbLrSSDqbWgaiD13j6beycOcebdUzTaBo4R0AgSzDYzTDdt\nBrKSxapHJmFhCCWk+NTBga6w5qZkn4bmOQjLa6rc3hWofAvcn95Ydoqa0DjVv8zunzRbajpcrSXJ\nOSF7Cg02reYKU2UknTFwx9U+jI3XPpYdAVHD0DcZzX3PjvyMCiE+A/wWcBJl+vM3UsqfvM76aeB/\nAT4PlICLwL+WUv5B5/ki8NvAp4BJYBH4c+C3pJTVnv1MAr8PfAyoAX8K/LqU8hY7BjW3m6a3sR9J\nCDWJVEg71NshUSyZKBnYpsC2jA0luHTCwq4bBAwg3AQgsJMjBOt2HUWSC/MNjk3cfWXdczO1bu+T\nIiYn5nnl1AIrTdUYDP0BmhCStB1xuFQntga4UksyXbUoZlwOjWRAqLLhaxfLG17PsQ1l9bEZAj5y\nZJByM+BbZxb7nrqy1OwGQuWGj2MZHBjLMVxIYgjBhx4q4ZiCbEJiCg9bBJhOAWG4SFSfTG+/UxxL\n3r1yVjXpy5C8VYbYBnPjzdgwJAcHI36w0PGV61Ti/MjAMiR+tFXJTdIIk0xYVQpZ2D85RC53E+Pp\nm7BUj1jgEc6Wl/BCMAwTI3KxTCg3AoppBy+I2TOU4vH9xRt/KTCTkH9G2a6sZnXiFrTOQ/11JbTZ\nizelpBS66uMmWGv+Yg3f5OXpkgoMhU1kDXBwyFRZHSOpSll2CczcdafTGu2Q87N1ZsptgjDGtgye\neajUnRzUaO5HdlwgJIT4KeAPgV8Hvg7YwI3GJb6ICl5+FrgM/Cjwb4QQ01LKLwO7gDHgHwFngD3A\nH3SW/Z3O6xrAXwDXgA92tvkz5pmv9AAAIABJREFUwAd+87adoOY9cWwix5uXy6w0AgyhGpsH0mvG\npcWMQy5p4VgG2aRa3g4iDCGoNAMWqx62abBnKE07iHjq2F4Gc4numPvrl8pro9Nxm6k5j4MjaUzT\nuGmRx/dCezUokQGydRkzWuHdJZvpWmrDupYRM5AMyKXT7B7ZxckD+yg3JdbVKqVC0L+/LdgyCAIe\n2VNgoeqxWPO5vNig5UUEUUws4d05i+V6wO7BJNOLywTNGZKmR8kwOTFSZ59RhbAF9d79Cxj4lBLv\nW4dhCD5xqM03Ts3hGBGOGfa1FBlCUsrArqERxob3Y8sq37r0JlfrQ0ipgmLbDEnZEa5lEsXKqX6m\n6tCWNgawdyBmfGicg/sfYd/45G0REAyimEuLPrGRIpARMoRcCmXx1SnhPrQry8k9+e33xqWOQfKM\n0uaJlHYV/jWofk+pP/f24bSvQHI/M8s1vj+7i0JK8FTKxk1kIbGHansXcSroWKsIpgKLgwPbD/78\nMObstRqXF5t9mlBBGPPuXJ3H921m6qrR3B/sqEBICGECvwv8spTyj3ueenvzLbo8A/yJlPKbnd+/\nJIT4ReAp4MtSylPAT/esf1EI8U+APxNCGJ2Mz48CR4CPSykXgTeFEL8F/M9CiP9BSnl9ER3NXSGT\nsPj5j+5loeZ1rTRWAxTHMiik7C190eJY8pVXZwDV15R2LVKu1RfgHBrNcGWpCd4MjfocCw2XpfIi\nufw4uZTNE/uLGyfQ7gB7BlPMLsxQW3qDuicYSNQxRAEhksjOFFbKDikkBblMkcnRCfaPFfGCmP/y\ndvmGmk/bwQ9jXNvgrakyQSQ5N1Pj6lILibrWlqFG1N+4VFaGr0vXaPqS4XREMdFGRJUeWYBepMpq\nbBIIAYwOTjCefpuKr4I+QxgMZXx2lYqMjBygEg4zM3cBMfXXjKcrPDNa5lsz4IUOA26V8cEio4PD\n+JFNjCRhwVA64PScibCK3bLSW3Owe9zldhQ+V7NiYVdWXGIbBqZhECP55MMjPLL3JhuIhQH5Z8Gb\nViP0SFUmWy2RDXxmzVzNn2ahXeQPTz9Jw7PwpcPXrrl88NAA+0cy5BIWiLVMYNMLiaW8YVAmpeTy\nYpO3p2sbyqWruLfLh1CjuUPsqEAIeByViUEI8SowCrwO/IqU8vR1tnsR+JwQ4t9KKa8JIT4OHAJe\nuM42BaDaU/b6IPBmJwha5QXgfweOA2/cyglpbj92p+/nZtlM0Xh943Y6YTGYdTg7N8/ZpRyGgDiu\nksuWqDbhzNUqT25jkug9EbfJeN8mG85Ri32Gk57KdLDM3pyDF9u4ToJ0dpw9o7vYN5wh4SjPs785\ntfDeXluoQlK1FWAIgWMZRFKVvZbqSj1bSokfxliO2dXDkVKStHyavk3dsygmgr4x/Q1cJwtjZE7w\n4SOnmZ49h2FlGZ74AE7+OBgJqs2A75yfJa5dAplGjgbsyi5ytD1HHBuYogVBjcXlgFWvkDqwuCRJ\nWyHNoKBsQjrlsqYX3ljzaRs4lsFkKcmpq1UsU5ByLCIJpYzDTz49zmRpYyZvW7hjkHlY6fv4SgCS\nYBGaZyF1RGWGojrEHueWSrR8Ez82kELQbIecvaaGCoyOW71rq169UrbfOy2IYqrNgAvzdS7ONcgk\nLNIJm5YfbRkAAYx0hiE0mvuZnRYI7Uf9hfqnwBdQZa5fAb4hhDgkpdzY3KD4B6hy2lUhRIhS8vr7\nUspvb7ayEGIQVe76g57Fo8DculXnep7TgdAOp72+CQhlAdJLLCXX5i7z9mKeZmAiBASxwVB9hWxu\njPmqykTdqgr2jZDNC1yZ+h5fPTdA1RvDlhV2pZdJmAGgpr7yhYMcGN/FZCnZdxyvXlzZdJ8p12Q4\nnyDlmNiWgWUKsgmLhG0yvdKi3g4pZRxc28S1BN+/UEauixlF53+2KfBDqfp7LJWNyyQs0q5FMjdA\nFC+RTwQ8Mlom724SCAlbWYjkPrT1RRACc+xn2D228alyM1B6Q53vL1cqSR4uGohFMKlB1FaaOVHH\nZsLKAgZIQcYJaTYaKqvSyQpdWmhyYjL3niYZAS4vNBjMukyWUt3AI50w+dln97z3/pncB5UdS7C8\nJsLpTUH5RXAnu8av+wdqWEYMkSp/dTOjnQG+pGNSbgakXROB5AeXy3hBTN0LqbdDynWf09M16BgN\nHx3PUkhv1psl2DecZt9wmuQ9GCTQaG6W+yIQEkL8DvBr11lFAkdZdWGEfyal/PPOtr8AXEWVtr60\nxfb/EHga+CwwBfwQqkfompTy6+uOJQt8BXgL1UC9HbbQkdfsJJKOyXoZm6YfkUuuBRNX5xcoV5Yw\nRBrHjPEjgygWVFsB2dyqanPAUO72jwxHtbd45e0znF3KUe0adbostbOMZxqkk0keGovYtX8fhtH/\nT7vlR31Guascncixbzi9ZX/Tqmv5Kq9fKm/qBZdN2QzlHJq+srVwTIPxosvEYLpr72GIfZzcP86e\nfA2TTj+KkVQPM6myQO9RZM+1DcBQWjX+NDXfJpvbRdqNaDRipaQMHR+sGkgPrEEQBnsLTdoyR1Ws\n3bwvzTdYrvs8vDvPQGazybQbs9LweetKFcs0mCylWKx5mIbgxx8buz1NxGYack+pQKj9rloWNcGf\nUl51VgmA0YzPf/3IJf7i/B6WgzT5pMVQ3u0GeaYhKHXOcaHqo9of11iq+90smpSS5Ya/IRAaKyY4\nNpHb2j9Po7kPuV8+rf8K+Lc3WOcCnbIYqqEZACmlL4S4AOzebCMhRAL458DnpZRf7Sx+SwjxGCqb\n9PWedTOoclcZ+EkpZW+KYBZ4ct3uV10D12eK+vjCF75APt8vsvPcc8/x3HPPXW8zzV3GMg0c0+jz\nRPOCGHqqbJXKDK4VkbIjYikwjQikJJNcCxjmKu3bHwiFZU69e5q5erJ/rFnYtGWWh3e12V0sq+fm\n/lgJ6/X02Fycb2zY5ZMHB67vet9DHKsJufUeW5apRDX3j6Q5M53i2nKr+9x4KblFk+yt6fFsh245\nxxkBZ5hAxoixST6Qmual7/0/+N6qJ5uBZcTknDLpVMj4yG4GC0eopPZTne3vn6o2A14+u8SzRwfJ\n3WSZzA9jXnl3pdtAnHRMJkspnthfvGXrmE1Jn4DG20pbKOzIKnjXoP4DSB7ornZ4sMHhiRZB/sMs\n1TwWqj5T6xqctyKfspmreN1gqNATxGWTFscmcpvrHmk02+D555/n+eef71tWqWyUQrkT3BeBkJRy\nCVi60XpCiFcADziM6vtBCGEDe1Flss2wO4/1/9Ij1jJMq5mgF4AW8Dkp5XrjqJeAfyyEGOzpE/oU\nUAGu15/EF7/4RR5//PHrnpvm/mC1l2aV1jp7kIJdJueGTOabLLUcUnbI/tESbbEmdrhQ3Zh5ea8s\nzrzC5RV140xYnWMyXFLJIUbti4zm2msBkoyg+t1uIFRu+Lw7269APVFKbjsIml5u8fql8oabpWkK\nfujoUFdxObXeb+se5En7+1UECJNYSnL5cT7xzOdZOP+nhEGdbCpHPmNgmCmVBSw9Au4uDmQlVW+F\nmZV+D70olrx5ucKHDpduqkz25lRlw2do/0j69gZBoLJrhQ8ro9iwBsTKFNWbVmKL1uCawamVwzYN\nRgtJRgtJDoykOT9b5+pyiyja+k0byrm4lkG1FbB/JM2R8RyubZJNWO9ZCFWj2Sw58Oqrr/LEE0/c\n8de+LwKh7SKlrAkhfh/4bSHEVVTw86uoP7n/YXU9IcTbwK9JKf9TZ5tvAP9SCNHubPMx4OeBX+qs\nnwH+EkgAPwcUev5RL3Qapr+GCnj+TAjxa6jR+v8J+D0p5XW6PjU7iWzS6iv9WGb/H/eJ9DJytMZy\ny6WU8picfJwV+RDfenuth77eCvnaG7MUMw7Hb0eZIKxy9loZUGUIQ0gMK8VIaZhswka0M91JsS5i\n7dv6S2c3fsd46CYUsc9crW6aMXhkT6HPdmJ9ec27ThPtnSLc5DgrjYBixsFOT7Lr5D9W2jtLX1nr\npwGofBuG/itMQ/DE/iIz5Tanr1b7tJqW6z7Tyy0mttnYPFtu92XIAEpZp09t+7biTkDqKAQr4E+r\nZcEChLbK4jidcXiz/71PuRYn9xQ4MZlnqe6zXPdpBxF+oKYCcymbjGtRSNt3rPdNo7mX7KhAqMOv\nAAFKzDAJfAf4hJSyN4d2COitRf0M8DvAvwOUmyb8hpTyDzvPP8Fa2et85+dqt8g+YEpKGQshPoua\nEnsRaAB/jGrc1rxPODCSYaHi4YcxhbTNULanxCVjRFRmd95nd75zgzPz5B27O6W8ihfEzK608YOY\nDx8ZfE/H5JdfY6m51oshMRkslMglO8sSezETdYg6Nz97UI1VozIZ4fpv+YINvllbIaXc1DB273Ca\n8XVZjfVlI+UfJ+9qpuDUlY2p9F5zXNXANKJ6aio9sxLhMnhXITGJEIJdxSTDOZdvnF7oE+k8M11j\nrJi8oWZUEMa8OdV/LLZl8Pi+4nvy0Lsh+WeUwGK41HF4R51bHCkBRcPuE1LsxeiYvN6J/jaN5n5m\nxwVCnb6dX+08tlrHXPf7PPD3rrP+N1gvw7v5eldQDdea9yn5lM0nTgzTCiLS6zSE8K/1KPN2sIsY\nhiCdsKi3NmrzLNd9/I6Vxy0Rlomb50EMQSfrE5slcsmespZwMIc+g2puFYTS4tJCk9nyIuXG+gov\n7L6JUW0hBI/syfPG5QqNznj1/pEMB0Y2upwX1jX+hpGk3r494+fboeGF2w/6UsegcRrCnkm6xpt9\nPl2WaXB8Ms/3zi93l7X9iCtLzQ1N5Os5PV2lva4kdnwyd+ftWMwMZB9X1huts52FFsQNlSXKPaPs\nMTQaTRed59Ro1mFbRscAc90392hdw/GqwSTKy2wrKptMWW2b6sskrJCDxU6PjzAYG57sOzbb6qha\nGy4RNi+eXeLM1SordX/DmDvAaPHmGlpLWZePHx/i04+P8SMnRzg4mtk0y5NwzA3j0uX3cu43yfS6\nMhTAicktnICFAemH+5d5V5QGTw8jeZfBdRmSC3MN5GYXtsOVpSZT60xph/IuE7e7L2grMichMdGd\nFsNMqskyqwTZD671Cmk0GkAHQhrN9tngor12M9w1kOSZwyUe2kQ87pYDodbFro/U0aEaH907z0eP\nDTI51K9A3Bt8XFlqbnCk72V8QJV8bhYhlCbQjcpcuXVZoduhYL1d1vvMCcH1g4/UoY3vaflv+mqc\nQggOjmb6Vmm0Q5ZqGzNtANdWVGN5L6YpOLk7f/dKhMJSmR93nLVEd6y8yGrfYdPoWKN5gNlxpTGN\n5p5hrCuHxC26BlbAYNallHE4O1Prm5jazmjyBvx5KPdJXKmeoMHHKC/3Bxer91cpJZc2GZNHKJuD\n0UKC45N39oacXjc51tjEBBeUMOV8xWOl7lNvK8E+P4rJp2wOjGQYzDo3fZzrlcEnSqkt7VQAFTCk\njkP91bVlwZLKCjlrU4CDWYds0qLWU/p8Z6ZGad0xzlXayrB23dt9bPwe6Oq4uyGxW/UKeZ3eMX8G\nvBJ4l7e0L9FoHkR0IKTRbBeroAT5VvuEzMymZYaMa1HvZEIMQzBeusmSSFiG5f+sxp97yT0NhkM7\n6B/PT3QECxeqXt/NGuDwriz7RtI3djO/Tazvx9ksI7Rc93lzqrKpMONCxWOh4lFI2+wZSjOUc7et\nTry+lKm85m5A5lEVGASrk3VGR216DSGUVtLpq9W1c6gp/Z09nV6hxZrH93v0glY5MJphz9At2me8\nF4RQDeHeNPgL6jMrQ/BnofqyUpwWWvVZowEdCGk028ew1TRW9UV1E+lMZvUihOCRvQXeulJBSjg+\nkSN9M9mAqAFL/3lt4meV5CH1AJJ2/w0sn7JpB9GGKaVMwuLQ2Ob9PHeKzLpzrbQCvCDCtU2CMOb0\ndHVD/8xmlBsB5YYqMaVcZf1hmwb5lM3uwdSmxrbrA59tjXobNpQ+qxzb44bqG9rE52zPUIrT09W+\nbM9suc2eoTQrDZ/vnl/eEATtGUpxdDx77/R1nFFI7lOBdfuiWubPK2uR5hklwqjRaHQgpNHcFKlD\nysjyOje3gYzDDx0d2vL5LYlaSt8mqvYvdyeg8NHua44VE8yUE8xV2gykHZK2wd+cWthgfnlgi6bm\nO0k2afXblEjVxJxyLd6cqmyYpNoOTS+CToltserx7mydQtom7Vq4tkEmYTGcTzC/zkJk2/YVRgIK\nH7nuKpZpsLuUYqpHWXu57nNhts7Z2foGIcLxUpKH72Zf0FZkn4b2lAqA4gYQqxJZ7RUVWG/oe9No\nHjx0IKTR3Cx34uYWt2H5K/3j3KA0gYo/0lfGsEyDpw4OEEtJEMb89ZvzG/pjihmHiZstyd0GXNsk\nn7S7DeJeEPHKhZVu+W492aQKYrIJiyiWvDtX39D0vBkqY7RWWmv5y8rvLanMYg0hGNtkOi6KJVEs\nMQ2BIbipQGUw5zK12ERKSd0LWaz6XF5osquY6NvPaDHBo3sL9z4IArCLyoU+rEHrHbUsWIRgGOqv\nKcNWjeYBRwdCGs29JvZUOSxYpwBt5WHgx8HY3OzTEIIrS60NQZBrGzyx/w4L912HdMKi0gyotQNm\nV9rk086GQMg0hepfGk73HefuoRQzK21my20Wqt6GLNdWlBs+1VZIuREgBGSTNq9dLGMagjCKCSJJ\ny4/69ydUX5FlqIm41YdlKjkCxzJwLAPXMoilZLnmc3mxiRdE3cErP4xp+VG3GXoo79550cSbJfsE\ntM5BUFBlMlCaQo23VLO4tX2VcY3m/YgOhDSae4kMYfmryvahFzOrelfMrRtt6+2QM1erG5Y/e2Rw\n2w3GdwLXMlhu+MpzTaqsUC9DOZeTe/KbTlIZQjA+kGR8IEksJZVmQMuLCGNJtRlwdbm1ITiSUnab\n09XvYBmCxRt5vkmIInldf631FFI2s+X+82kFMSlXSSg8urdwQ9Xpu46ZhswjENU7hqxS/QzKUPsu\nFH/4Xh+hRnNP0YGQRnOvkBEs/6Wa5OnFTHeCoMzm23X43rvLG5YN5dy7P6rdQywly3WfhZ5+ndW+\noKRjcng8y8RAcltlI0MIimmHYo9qwdGJHAtVj4YX4gUx9XbIfKWNaRrEnQDJMMT2+4NuktX9zlXa\n3azQaMHlAwcGGMzex/026ZNKSdseWgu6/WloZlSD+KoPmUbzAKIDIY3mXiBDWPlr8Kb6lxspFQRZ\nNzbmXD+annBMTuzeQkn5LiCl5LWLZZbrPoYhulNUQgh2D6Y4sTv/nrMlpiEYLfT3/rT8iF0DVX5w\nuULLDxnMuLduabIN8ikbyxBIAQ9P5jk+mbs/+oGuh+GoEllUU9pCMlITiuEyVF+C0ue04rTmgUUH\nQhrN3URKZeVQ++7GniDDhdKnlV7RNtg7lOZiR0CxmHH4wP7infeyug6rbuumIRjOuao0Bjx9aICT\ne+7cBFXSMXl8X5HH9xUJo5hqK6TlR7T8iFhKbNPAMgUJ2yRhG1im0W2a3uoRhDF+GON1foKSI8gm\nLLJJi2zSvqPB1h0hdUT5qTljymAW1GfRzELjDaWppNE8gOhASKO5W8QeLL+gxpfXIywY+DGwS9ve\n3fHJnHKAF6p35V5mJWIpeftarft7PmWTT9s8trfAxE2YvL5XLNNgILN5c/kDjzDVlFiwosbppa8y\nQ+3LUHHUhKI7ca+PUqO56+ywrzQazQ6mcXrzIMhw1XSYM3pTuxNCUMw4FNM3b0dxu5leblFfp2p9\nt4MgzTZI7IXUQ5DYs7YsqkKwoEq1Uf2eHZpGc6/QgZBGc9fYRB/HGoDS58HddfcP5zYQRDGnr1Z5\nY53RaC5lq2yV5v4j/2Fwx8AZX1vmXe1Yu3wV4ls0CdZodii6NKbR3C1Sx9UNx58He0BZHCQP7VjP\np2srLU5dqW6qFn1k1z20ltBcHyMBhY9B2IB4daQ+huY7nUnGrygRTzN9oz1pNO8LdCCk0dwtzKTK\n/hDv2OBnlcsLDX5wubLpc6OFBMP5+3iUXKN6gTLHgUj5jsWemmRsnoXYVyWy4o+CcwtWMRrNDkMH\nQhrN3UQIYGcHQSsNn7eubBRyNAzBgZE0h8Z0NmhHkH1aaVjJAJpvq2wQMbQvQNxS3nf5D0HqmB6t\n17yv0YGQRqPZNn4Y88q7Kxuc1ofyLicm85u6wmvuUwwbSj8BK3+pZB1a74LsCGH6MxA31WRZ86wy\npbUH7+3xajR3CP1XS6PRbJuzMzVa63qCDoxmODqus0A7ktWJRfObKjBqXVCii6B6hxqn1E9/HjIn\nIPvklt53Gs1ORQdCGo1mW0gpmVlp9y0byDoc0UHQzkaYkP8oWCWlZ9WeUuP0oPqG2pfAXFQZovZF\npUWUOKDLZZr3DToQ0mg026LWDjdMiD28O39/Oa1rbg0hIPOwmmZc+SvwC8r+Je6UyqK66iMKlyGs\nQmI35D6k1tdodjg6ENJoNNtivtLv5p50TLK6J+j9hTsOQz8FlReV6a8/1xEBlerhz0GwrDSH2tNq\n8iz7ATWSr9HsUPRfMY1mB1JpBixWPVKuyXA+8Z7NTLfDfKW/LDacd3VJ7P2ImYGBT3WsN15UWZ/2\nFYg6cgky6JTLFpQOUeu8CoZSx0BojV7NzkMHQhrNDqPc8PnW24vIzuCWbRmMFRJMlJIMZO6M3YYf\nxizX/b5lw3mdBXhfk9ijMkT118F4TZkEe1dUIATKvb75jlJHD2vQOAP5Z7RfmWbHoQMhjWaHMV/1\nukEQQBDGTC02mVpsknRNxgeSTJZSt22UPezYaPS+pmEIBrN6euh9j7BUtid5EKovg5VX2kP+LKpc\nRqdvqKwCpWARkvtVQ7WVv6eHrtFsFx0IaTQ7jMGsyzui1r0P9dLyIs7P1Dk/UyeftpkspdhVTODa\nNy/i2PYjFqoe78zUaHn9TdJDORfL1GWQBwarAAM/pibKqi8pTSHvKoQrnRVi8K9BuKjG7dtTkDkJ\nmcf0uL3mvkcHQhrNDmMg4/DMoRLnZuss1rxNAyKASiOg0qhw6kqFQtrBEMqxXqAyOkKAIQTG6k9D\n/XcsYanmUVvnJt/LREkbqj6QJHarclnjFNRfBX+pM13WUs/HvlKmDhY6k2ZnIfcUJB/S4/aa+xYd\nCGk0O5DBnMtgzqXlR0wvt7iy1KS+ReAiJays6++5VUxDcHQix1hB9wc9sAhTZXuSh6D2PWhmwF8E\nf1rpDoESZWyeAXsIoqoKnPIfAmf03h67RrMJOhDSaHYwScfk4GiGAyNpqq2Qq0tNppdbeEF8219r\nIOvw6J4CaT0yrwFlIlz4IUgfU9NlXhG8GQjm6aYpgwXVQxQsq9H71GGVITIz9/TQNZpe9F80jeZ9\ngBCCfMomn8pzdCLHYtXj6lKL2XKbKN6idrYNLFMwmHXZNZBkVzGhx+U1G7EHlWdZ+4JqqA4GoX21\nZ9w+UtNmq+Wy9kXVO5Q5qZqxNZp7jP4UajTvMwwhGM4nGM4nCKKYxaqHF8RKEk9KpFTf1+NYEktJ\nLPv/W0pJ2rUYzLkU0rZWjtbcGCEgeUCN3NffAPP1tXH7VXXquA2tcxDk15Sqcx+ExD7dP6S5p+hA\nSKN5H2ObBmNF3disuUsIC7JPqBJY9Ttg5lSpzJsBOpOHYUXZdDjDauw+sRtyz4BduqeHrnlw0YGQ\nRqPRaG4vZgaKPwzp41D5tjJ09aeVzhDQb9exou06NPeUHSkEIoT4jBDiZSFEUwixLIT4jzdYPy2E\n+D0hxJXONqeEEL/Y83xRCPGvhRBvCyEaQojLQoj/VQiRW7efeN0jEkL8nTt1nhqNRrOjcUZh8G/D\nwA9D6gikjvY3SstAWXk0z0DlZZj/99B4C+Ttb/bXaLZix2WEhBA/Bfwh8OvA1wEbOHGDzb4IfAz4\nWeAy8KPAvxFCTEspvwzsAsaAfwScAfYAf9BZtj7Q+bvAV4HVonb5vZ2RRqPRvI8RhgqCEvug/hr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knH7we+n0k/EtjC9ql/U/GxGdmpf3vhH64T8Bk8X0k/D6h3efNab3g/83T8w+GP8G8Mha1n\nvcub0zrbFfgeMAL/djkcuAf4CF9UuO5lzmO9lblHd5s1Vu1nbTc8UByBt56NBV7BWza6xe9nrZ41\n/BUNm4C/wKfSX5DOGVnv8ua1zlK6PYANwMQO563eldNIGz4OZWn6nzkHOCZzbBZwT1H6M4BFKf1r\nwElFx8/BA6BtRdtV9S5rXustfbgW11ehDo+vd1lzWme9gJ/h78DZiE9ZfQQYXu9y5rneylx/Md0o\nEKrBs9YbeBLv1tiU6ut20h+77rTV4lnDB/z+L76o9zzglHqXswHqbCIeCH2io/mKRVdDCCGE0LRi\njFAIIYQQmlYEQiGEEEJoWhEIhRBCCKFpRSAUQgghhKYVgVAIIYQQmlYEQiGEEEJoWhEIhRBCCKFp\nRSAUQgghNChJ0yW9LWmjpOWS7pc0sI1zDpH0sKT3JK2V9FNJ/TPHB0u6W9JiSR9JekPSVEk9M2l6\nSZom6bW0Ft/DHcz/REmzUz5aJO3Rket0RgRCIYQQQo6lQOHsModnAWfi65Kdji/P8VAr19oVeBp/\nI/8JwHH42+cfzyT7JL7S+0TgCOBvgMn4Uj0FPfBlem4BZlZapoxdgCfStevyhud4s3QIoa4kzQbm\nm9kl3eGekqYBe5rZ6dW+dmhO6XmdZmb3tyPtqfgSOr3MbFuJ4+OAGUAfM/sw7dsDWA2MM7NZZa57\nKTDZzIaUOFb2mZd0GnAVHlD9Fl9T7Ltm1lKU7vN4ULeXma1rq5zVFC1CIYRm9GXgysIPkpZIuqiO\n+Qmh0yT1Bc4Cni8VBCW98JaXLZl9m/EWolGtXL4PsKrC/IwC7gNuxluZJuFrbP5tJdeptQiEQghN\nx8zWFL4Nh9DoJF0vaQOwEjgAX8m+nBfxRV1vlLSLpN2AH+DxQMmxRZKGABcA/1xh1q4GrjOzB8zs\nbTN7Bm8dmlzhdWoqAqEQQm5I6pMGe66S9KGkGelDuHD8HEmrJY2XtEDSeklPSBqQSdND0g9TuvfT\nH4l7JT2SSTNb0k2FfwODgZvTYM1taf9USfOL8nexpCWZn3eSdFPmXjfgYyuy50jS5ZmBp/MlnVHl\nqgvdSHpe1hc2YDRwR2bfOkn7Z065EfgMMA7YBvy43LXNbCU+pugUfNX21cAewPx0bnFeBuFjeB40\ns3sqLMow4KqistwFDJDUu8Jr1UwEQiGEPLkPGI5/SH8ODypmSOqRSbMr8G28C2A0cCD+jbbgMuBr\neBP8H+Mf8l+i/EDM04F38K6yfdn+rdjKnJPddylwNnAu3q3QF+92y7oC+Drwl/g4iZuBH0saXSY/\nIdyOBxGF7RX8+Sz8/BlgeSGxma0yszdTi8vXgAmSRpS7uJn93MwOBfYB9jazc4BBwJJsOkn74eN2\nnjOzSR0ox+54q1C2LJ8GDjOzTR24Xk3sXO8MhBAC/L75/VRgpJm9lPadBSzDA5mfpaQ7A5PMbGlK\ncyuZ8T54E/73zeyxdPwCYEK5+5rZ6tQKtMHM3qsw2xene01P95oMnJQp0x8AlwNjC2UClqYgaBLw\niwrvF5qAma0B1hR+lrQReM/MFrfj9MKXhl7tuM+qdP0xeFD0WOaeg/Ag6JfAN9qd+R3NAw5vZ77r\nJgKhEEJeDAW2Ai8XdpjZKkm/TscKPioEQcm7QH/4/eyXAfiHd+EaLZLmUtRl1VnpXgOL8rtN0iuZ\nZEPwFqyZkrL374l3RYTQYZI+CxwLPId3cQ0BrgXeAOakNPsBzwB/bmavpH3nAguB9/Hp8/8E3GRm\nb6TjA4H/BJYCU4D+hcfXzFZk7j8UD7j6ArtLGpbSvJqSXAs8LmkZ8O/4gOxhwKfN7Mp0jQF4S+yh\n+O/okakL7TdmtrpaddWaCIRCCHlRLlARO3ZHbS06biXOLe7S6kgQ1FLivJ4l0rX2DpLd038nkOnK\nSDZ3IE+hOZV7xjbiXbtTgd3wLwVPAN8zs8LvSU/8HUO7Zs47HLgO2AsPdv7ezG7JHB8PHJK2ZWlf\n4fcw2009A++aLpifTWNmT0s6BR8gPQX/3V0E3J05ZzLefVboin427T8Pn2pfcxEIhRDyYgH+oT0C\nn9mCpH74h/iC9lzAzNZJWoF/S34+XWMn4Chab4HZwo4f8ODflvct2ndU0b3exccyFe7VAzgamJsp\n02ZgsJk9154yhFDMzMaU2f8rYGwb575N0bNtZpfjXbblzrkPH6/XVr4ObkeambTywkUzuwa4pq3r\n1FIEQiGEXDCzNyVNB+5KY202ANfj30gfa/XkHf0IuELSW/i3zwvxd6C01nKzFDhe0oPAZjP7AO8a\nuFXSFLxZ/4vAF4C1mfNuAS6T9Ga61yXpXoUybZD0A3xGWg+8C2NPfBD3WjMrO7snhNA1YtZYCKHe\nsgHKeXhryuN4K0sLcHIrL4cr5QbgJ/g32heA9fiSAtlZKsVB0VXAQcBbwHsAZrYI+Gba/hs4BviH\novP+EZ+qfG+61zpghzWX0liIa/HZbAvwrosJFM3QCSHURyyxEULo1tIg5YX4e1Curnd+Qgj5El1j\nIYRuRdKB+GDPZ4He+HT6g/BWohBC2EF0jYUQupsW/AWHL+Pv6fkU/h6fX9czUyGEfIqusRBCCCE0\nrWgRCiGEEELTikAohBBCCE0rAqEQQgghNK0IhEIIIYTQtCIQCiGEEELTikAohBBCCE0rAqEQQggh\nNK0IhEIIIYTQtP4fVDpbpHmNqicAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f92320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BLUE = '#6699cc'\n",
    "YELLOW = '#ffcc33' \n",
    "\n",
    "# set upa figure\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "# first plot streets\n",
    "x = [plot_line(ax, ob['geometry'], color=YELLOW, alpha=0.5, linewidth=3, solid_capstyle='round', zorder=2) for ob in streets]\n",
    "# then plot waterways\n",
    "y = [plot_line(ax, ob['geometry'], color=BLUE, alpha=0.5, linewidth=3, solid_capstyle='round', zorder=2) for ob in waterways]\n",
    "\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "now we make a list of bounding boxes per feature, so that we can perform spatial indexing in the features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12dba898>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iXd9lo7dB3+1Hpf+r7dWoBcBqexXLsXi3/C5zjbltpe5dK+iIPVOYid5/hm3Q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8YLPH539Xe5Xb3Nl059iY7ToZQqkYglyMfz5Mwctm/LLl1kx3C3dpeXJ19mob5waGHo+i5zhTlW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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x4527b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "GREEN =  '#339933'\n",
    "lines_bbox = [f['geometry'].buffer(0.0001).bounds for f in all_features]\n",
    "\n",
    "## \n",
    "coll = [plt.plot(np.array(line)[[0, 2, 2, 0, 0]], np.array(line)[[1, 1, 3, 3, 1]], color=GREEN, alpha=0.3) for line in lines_bbox]\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looks good, let's build spatial indexing with rtree to perform spatial indexing and selecting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tree_idx   = rtree.index.Index()\n",
    "for i, bbox in enumerate(lines_bbox):\n",
    "    tree_idx.insert(i, bbox)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "test if we can find the appropriate waterways, that are within bounds of a given street (we tested and the 4th street gives some crossings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 758  757  787  786  752  753  737  748  764  736  749  785  750  754  751\n",
      "  755  788  789  790  791  897  964  994  995  997  999 1000  528  765  747\n",
      "  931  933]\n"
     ]
    }
   ],
   "source": [
    "end_idx = len(streets)\n",
    "selected_id = 4\n",
    "street = all_features[selected_id]\n",
    "hits = np.array(list(tree_idx.intersection(lines_bbox[selected_id])))\n",
    "\n",
    "# we are only interested in the ones that are a waterway, these start at end_idx, so loose the ones that are below end_idx\n",
    "hits_waterways = hits[hits >= end_idx]\n",
    "print hits_waterways"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's plot the particular street and waterways and see if it makes sense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x17c13d68>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5z97xxQohxBauL9xu9RIW6gGza71NM2avs03j6jB/rTVag20ptOaGeYk6cZNedw7HT+ml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\nMBIRERHxKTASERER8f1frh85WyDvOBUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17bd1dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BLUE = '#6699cc'\n",
    "YELLOW = '#ffcc33' \n",
    "\n",
    "f = plt.figure()\n",
    "ax = f.add_subplot(111)\n",
    "\n",
    "line = lines_bbox[selected_id]\n",
    "plot_bbox(ax, line, color=GREEN, alpha=0.7, zorder=2)\n",
    "# plot the selected street\n",
    "plot_line(ax, street['geometry'], color=YELLOW, alpha=0.5, linewidth=3, solid_capstyle='round', zorder=1)\n",
    "# then plot waterways\n",
    "w = [plot_line(ax, ob['geometry'], color=BLUE, alpha=0.5, linewidth=3, solid_capstyle='round', zorder=1) for ob in list(np.array(all_features)[hits_waterways])]\n",
    "\n",
    "# plot the bboxes of waterways\n",
    "wb = [plot_bbox(ax, line, color='b', alpha=0.3) for line in list(np.array(lines_bbox)[hits_waterways])]\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looks very good and as expected, now we need to find which features really cross (if any) and add these to a pair list. We need to do this for all streets. We prepare a function for this called \"pair_crossings\". find the corresponding waterway and put these together in a list of tuples (pairs waterway/street). The function is in our list of functions above.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "crossings = pair_crossings(streets, waterways)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a visual of all crossings. We use an alpha level to show which elements have multiple crossing (darker = more crossings)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x17eb1470>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kC8eYnj3FZDlEIrGYpvbWM9yzcxdSBlRqdWIpcbwCud4DesxL0R64bi1TjFMG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7AAAg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\nSWEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17e5ba20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "streets_cross, waterways_cross = zip(*crossings)\n",
    "BLUE = '#6699cc'\n",
    "YELLOW = '#ffcc33' \n",
    "\n",
    "# set upa figure\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "# first plot streets\n",
    "x = [plot_line(ax, ob['geometry'], color=YELLOW, alpha=0.2, linewidth=3, solid_capstyle='round', zorder=2) for ob in streets_cross]\n",
    "# then plot waterways\n",
    "y = [plot_line(ax, ob['geometry'], color=BLUE, alpha=0.2, linewidth=3, solid_capstyle='round', zorder=1) for ob in waterways_cross]\n",
    "\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "now we need the intersections, and collect the attributes of each intersection so that a traceback can be done on the data. Any Line elements or multipoint elements are conveniently exploded to points, carrying all the attributes, so that you can always track these back on a map anywhere where a crossing appears."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cross_points = crossings_collection(crossings, key_bridge, key_culvert, values_bridge, values_culvert)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cross_points is our set of cross points with attributes. Let us now see what we are facing by making an interactive visualization. You can zoom in and out of the plot. We have added the WMTS tile server with the Ramani Huria drone images so that you can find out what's going on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"325958ad-8821-4e7f-a0d3-476e35a93320\">Loading BokehJS ...</span>\n",
       "    </div>"
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       "\n",
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       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
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       "\n",
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       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
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       "  if (element == null) {\n",
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       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.js\"];\n",
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       "      Bokeh.set_log_level(\"info\");\n",
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       "    function(Bokeh) {\n",
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       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
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       "\n",
       "  function run_inline_js() {\n",
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       "      setTimeout(run_inline_js, 100);\n",
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       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
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       "\n",
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       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
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       "}(this));"
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       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
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       "      window._bokeh_failed_load = false;\n",
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       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
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       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
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       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
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       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
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       "        s.onreadystatechange = s.onload = function() {\n",
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       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
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       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5de8a4cb-8276-4387-833f-0a8e72ff44e5' but no matching script tag was found. \")\n",
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       "  \n",
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       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
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       "            var render_items = [{\"docid\":\"47d8e942-dff4-4050-aeae-693aa7307bb5\",\"elementid\":\"5de8a4cb-8276-4387-833f-0a8e72ff44e5\",\"modelid\":\"30171d78-38ed-4d90-8cec-f5859dfc7f1d\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"5de8a4cb-8276-4387-833f-0a8e72ff44e5\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, show\n",
    "from bokeh.models.tiles import WMTSTileSource\n",
    "from bokeh.io import output_notebook, push_notebook\n",
    "from pyproj import Proj, transform\n",
    "from bokeh.models import ColumnDataSource, HoverTool, Div, ColorBar, LinearColorMapper, TapTool, CustomJS\n",
    "from bokeh.palettes import Category10\n",
    "colors = [Category10[3][-1], Category10[3][-2]]\n",
    "color_mapper = LinearColorMapper(low=0, high=1, palette=colors)\n",
    "\n",
    "def make_point_cds_WMTS(point_feats):\n",
    "    outProj = Proj(init='epsg:3857')\n",
    "    inProj = Proj(init='epsg:4326')\n",
    "    df = {}\n",
    "    df['x'], df['y'] = zip(*[transform(inProj, outProj, c['geometry'].xy[0][0], c['geometry'].xy[1][0]) for c in point_feats])\n",
    "    for key in point_feats[0]['properties'].keys():\n",
    "        df[key] = [c['properties'][key] for c in point_feats]\n",
    "    return ColumnDataSource(df)\n",
    "\n",
    "def make_line_cds_WMTS(line_feats):\n",
    "    outProj = Proj(init='epsg:3857')\n",
    "    inProj = Proj(init='epsg:4326')\n",
    "    df = {}\n",
    "    df['x'], df['y'] = zip(*[transform(inProj, outProj, c['geometry'].xy[0].tolist(), c['geometry'].xy[1].tolist()) for c in line_feats])\n",
    "    for key in line_feats[0]['properties'].keys():\n",
    "        df[key] = [c['properties'][key] for c in line_feats]\n",
    "    return ColumnDataSource(df)\n",
    "\n",
    "psource = make_point_cds_WMTS(cross_points)    \n",
    "highway, waterway = zip(*crossings)\n",
    "lsource_highway = make_line_cds_WMTS(highway)\n",
    "lsource_waterway = make_line_cds_WMTS(waterway)\n",
    "\n",
    "\n",
    "output_notebook()\n",
    "url='http://c.tile.openstreetmap.org/{z}/{x}/{y}.png'\n",
    "# attribution=\n",
    "url='http://b.tiles.mapbox.com/v3/worldbank-education.pebkgmlc/{z}/{x}/{y}.png'\n",
    "from bokeh.tile_providers import STAMEN_TONER, STAMEN_TERRAIN\n",
    "bkg_tile = WMTSTileSource(\n",
    "    url='http://c.tile.openstreetmap.org/{Z}/{X}/{Y}.png',\n",
    "    attribution=(\n",
    "        'Map tiles by <a href=\"http://stamen.com\">Stamen Design</a>, '\n",
    "        'under <a href=\"http://creativecommons.org/licenses/by/3.0\">CC BY 3.0</a>.'\n",
    "        'Data by <a href=\"http://openstreetmap.org\">OpenStreetMap</a>, '\n",
    "        'under <a href=\"http://www.openstreetmap.org/copyright\">ODbL</a>'\n",
    "    )\n",
    ")\n",
    "bkg_tile = WMTSTileSource(url=url)\n",
    "\n",
    "\n",
    "basic_tools = 'pan, wheel_zoom,box_zoom,reset'\n",
    "tooltips=[\n",
    "        (key, '@{:s}'.format(key)) for key in psource.to_df().keys() if key not in ['x', 'y']\n",
    "    ]\n",
    "map_hover = HoverTool(tooltips=tooltips)\n",
    "\n",
    "# p = figure(plot_height=400, plot_width=800, tools=basic_tools)  # x_range=(39.253, 39.26), y_range=(-6.808, -6.802), \n",
    "x = psource.to_df()['x']\n",
    "y = psource.to_df()['y']\n",
    "xmin = np.min(x)\n",
    "xmax = np.max(x)\n",
    "ymin = np.min(y)\n",
    "ymax = np.max(y)\n",
    "bound = 100 # meters\n",
    "p = figure(x_range=(xmin, xmax), y_range=(ymin, ymax), plot_height=550, plot_width=900, tools=basic_tools)\n",
    "p.axis.visible = False\n",
    "p.add_tile(bkg_tile)\n",
    "p.multi_line(xs='x', ys='y', color='white', alpha=0.5, line_width=4., source=lsource_waterway)\n",
    "p.multi_line(xs='x', ys='y', color='white', alpha=0.5, line_width=4., source=lsource_highway)\n",
    "p.multi_line(xs='x', ys='y', color='#6699cc', alpha=0.5, line_width=2., source=lsource_waterway)\n",
    "p.multi_line(xs='x', ys='y', color='#ffcc33', alpha=0.5, line_width=2., source=lsource_highway)\n",
    "p.scatter(x='x', y='y', fill_color={'field': 'flag', 'transform': color_mapper}, line_color='white', source=psource, alpha=1., size=10)\n",
    "\n",
    "color_bar = ColorBar(orientation='horizontal', color_mapper=color_mapper, height=10, width=150, location=(80, 100))\n",
    "p.add_layout(color_bar)\n",
    "p.add_tools(map_hover)\n",
    "show(p)\n"
   ]
  }
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