{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pysal as ps\n",
    "%pylab inline\n",
    "__author__ = \"Serge Rey <sjsrey@gmail.com>\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def squaredDistance(point, segment):\n",
    "    \"\"\"Find the squared distance between a point and a segment\n",
    "    \n",
    "    Arguments\n",
    "    =========\n",
    "    \n",
    "    point: tuple (x,y)\n",
    "    \n",
    "    segment: list of tuples [(x0,y0), (x1,y1)]\n",
    "    \n",
    "    Returns\n",
    "    =======\n",
    "    \n",
    "    tuple: 2 elements\n",
    "    \n",
    "           distance squared between point and segment\n",
    "    \n",
    "           array(xb, yb): the nearest point on the segment\n",
    "    \n",
    "    \"\"\"\n",
    "    p0,p1 = [np.array(p) for p in segment]\n",
    "    v = p1 - p0\n",
    "    p = np.array(point)\n",
    "    w = p - p0\n",
    "    c1 = np.dot(w,v)\n",
    "    if c1 <= 0.:\n",
    "        # print 'before p0'\n",
    "        return np.dot(w.T,w), p0\n",
    "    c2 = np.dot(v,v)\n",
    "    if c2 <= c1:\n",
    "        dp1 = p - p1\n",
    "        # print 'after p1'\n",
    "        return np.dot(dp1.T,dp1), p1\n",
    "    \n",
    "    b = c1 / c2\n",
    "    bv = np.dot(b,v)\n",
    "    pb = p0 + bv\n",
    "    d2 = p - pb\n",
    "    \n",
    "    return np.dot(d2,d2), pb\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def snapPointsOnSegments(points, segments):\n",
    "    \"\"\"Place points onto closet segment in a set of segments\n",
    "    \n",
    "    Arguments\n",
    "    =========\n",
    "    \n",
    "    points: dictionary of (id, (x,y))\n",
    "    \n",
    "    segments: sequence of pysal.cg.shapes.Chain\n",
    "              Note that the each segment is a chain with *one head and one tail node*, in other words one link only.\n",
    "              \n",
    "    Returns\n",
    "    =======\n",
    "    \n",
    "    p2s: dictionary\n",
    "         key: a point (see points in arguments)\n",
    "         \n",
    "         value:  a 2-tuple: ((head, tail), point)\n",
    "                 where (head, tail) is the target segment, and point is the snapped location on the segment\n",
    "              \n",
    "    \"\"\"\n",
    "    \n",
    "    # Put segments in an Rtree\n",
    "    rt = ps.cg.Rtree()\n",
    "    SMALL = 0.01\n",
    "    node2segs = {}\n",
    "    \n",
    "    for segment in segments:\n",
    "        head,tail = segment.vertices\n",
    "        x0,y0 = head\n",
    "        x1,y1 = tail\n",
    "        if (x0,y0) not in node2segs:\n",
    "            node2segs[(x0,y0)] = []\n",
    "        if (x1,y1) not in node2segs:\n",
    "            node2segs[(x1,y1)] = []\n",
    "        node2segs[(x0,y0)].append(segment)\n",
    "        node2segs[(x1,y1)].append(segment)\n",
    "        x0,y0,x1,y1 =  segment.bounding_box\n",
    "        x0 -= SMALL\n",
    "        y0 -= SMALL\n",
    "        x1 += SMALL\n",
    "        y1 += SMALL\n",
    "        r = ps.cg.Rect(x0,y0,x1,y1)\n",
    "        rt.insert(segment, r)\n",
    "        \n",
    "        \n",
    "        \n",
    "    # Build a KDtree on segment nodes\n",
    "    kt = ps.cg.KDTree(node2segs.keys())\n",
    "    p2s = {}\n",
    "    \n",
    "\n",
    "    for ptIdx, point in points.iteritems():\n",
    "        # first find nearest neighbor segment node for point\n",
    "        dmin, node = kt.query(point, k=1)\n",
    "        node = tuple(kt.data[node])\n",
    "        closest = node2segs[node][0].vertices\n",
    "        \n",
    "        # use this segment as the candidate closest segment: closest\n",
    "        # use the distance as the distance to beat: dmin\n",
    "        p2s[ptIdx] = (closest, node) # sna\n",
    "        x0 = point[0] - dmin\n",
    "        y0 = point[1] - dmin\n",
    "        x1 = point[0] + dmin\n",
    "        y1 = point[1] + dmin\n",
    "        \n",
    "        # find all segments with bounding boxes that intersect\n",
    "        # a query rectangle centered on the point with sides of length 2*dmin\n",
    "        candidates = [ cand for cand in rt.intersection([x0,y0,x1,y1])]\n",
    "        dmin += SMALL\n",
    "        dmin2 = dmin * dmin\n",
    "        \n",
    "        # of the candidate segments, find the one that is the minimum distance to the query point\n",
    "        for candidate in candidates:\n",
    "            dnc, p2b = squaredDistance(point, candidate.vertices)\n",
    "            if dnc <= dmin2:\n",
    "                closest = candidate.vertices\n",
    "                dmin2 = dnc\n",
    "                p2s[ptIdx] = (closest, p2b)\n",
    "        \n",
    "    return p2s\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "eb = ps.open(ps.examples.get_path(\"eberly_net.shp\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# note eberly has chain==segment, forall chains. not necessarily true for all chains in polyline shapefiles\n",
    "# will have to generalize this\n",
    "segments = [ chain for chain in eb] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ep = ps.open(ps.examples.get_path(\"eberly_net_pts_offnetwork.shp\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "points = {}\n",
    "for i,pnt in enumerate(ep):\n",
    "    points[i] = pnt\n",
    "\n",
    "#points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1, 10)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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PmHSNTO4DfgnsVzqLJPWbCF5KtWj/m8CCTIYKR+oLEWwO7AhcXTqLJHUbR70k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4HPZ/L0orMsJoJTgPuBMzLxSLokadl8gSp1ns8rlYnDnSWppZ/bvMjkEWA/8Jyis0iSJEmqLgs/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\nLPy02e4lS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fUWt3pJkqS5Xgl8tuiiD7RWIEdwFTAKFn6kMmgXedaywWuuHwYaVSj6wBM/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\nC5K8MMn7h84CAAAbpfgBgLXdmuTu1vLlo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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b89bf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting\n",
    "figsize(20,20)\n",
    "network = []\n",
    "for segment in segments:\n",
    "    head,tail = segment.vertices\n",
    "    x1,y1 = head\n",
    "    x2,y2 = tail\n",
    "    network.append((x1,x2))\n",
    "    network.append((y1,y2))\n",
    "    network.append('b')\n",
    "plot(*network)\n",
    "for i,point in points.iteritems():\n",
    "    x,y = point\n",
    "    plot(x,y, 'o')\n",
    "xlim(-1,25)\n",
    "ylim(-1,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res = snapPointsOnSegments(points, segments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1, 10)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IYBPghcBtpbNIUrtx1EvSeB0PXJzJzaWDaDWDe34Wlw4iSd0gggnAHOB1wF9l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LAAAg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\nOnZEmEnCDwDz6bEcybE8cNq2Y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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c46a190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting\n",
    "figsize(20,20)\n",
    "network = []\n",
    "for segment in segments:\n",
    "    head,tail = segment.vertices\n",
    "    x1,y1 = head\n",
    "    x2,y2 = tail\n",
    "    network.append((x1,x2))\n",
    "    network.append((y1,y2))\n",
    "    network.append('b')\n",
    "plot(*network)\n",
    "for i,point in points.iteritems():\n",
    "    snapped = res[i]\n",
    "    x,y = snapped[1]\n",
    "    #print point,snapped\n",
    "    plot(x,y, 'o')\n",
    "xlim(-1,25)\n",
    "ylim(-1,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 ([(7.5, 7.25), (8.0, 4.0)], array([ 7.78196901,  5.4172014 ]))\n",
      "1 ([(16.0, 1.0), (21.0, 1.0)], array([ 17.48477286,   1.        ]))\n",
      "2 ([(7.5, 7.25), (11.5, 7.25)], array([ 8.0312364,  7.25     ]))\n",
      "3 ([(16.0, 4.0), (21.0, 4.0)], array([ 17.61789534,   4.        ]))\n",
      "4 ([(11.0, 3.0), (12.0, 2.0)], array([ 12.,   2.]))\n",
      "5 ([(5.5, 3.0), (7.0, 3.0)], array([ 6.10642267,  3.        ]))\n",
      "6 ([(11.0, 3.0), (12.0, 2.0)], array([ 12.,   2.]))\n",
      "7 ([(8.0, 4.0), (11.5, 7.25)], array([ 10.59759848,   6.41205573]))\n",
      "8 ([(8.0, 4.0), (16.0, 4.0)], array([ 14.65743438,   4.        ]))\n",
      "9 ([(8.0, 4.0), (16.0, 4.0)], array([ 10.57809675,   4.        ]))\n",
      "10 ([(8.0, 4.0), (16.0, 4.0)], array([ 14.42771195,   4.        ]))\n",
      "11 ([(0.0, 4.0), (5.0, 4.0)], array([ 2.92087983,  4.        ]))\n",
      "12 ([(8.0, 4.0), (16.0, 4.0)], array([ 12.9309289,   4.       ]))\n",
      "13 ([(0.0, 4.0), (5.0, 4.0)], array([ 2.48996689,  4.        ]))\n",
      "14 ([(7.5, 7.25), (11.5, 7.25)], array([ 8.7272318,  7.25     ]))\n",
      "15 ([(9.0, 1.0), (11.0, 3.0)], array([ 9.,  1.]))\n",
      "16 ([(8.0, 4.0), (11.5, 7.25)], array([ 10.92708272,   6.71800538]))\n",
      "17 ([(16.0, 4.0), (16.0, 1.0)], array([ 16.        ,   3.26968904]))\n",
      "18 ([(11.5, 7.25), (13.5, 6.0)], array([ 13.5,   6. ]))\n",
      "19 ([(8.0, 4.0), (16.0, 4.0)], array([ 10.593145,   4.      ]))\n",
      "20 ([(7.5, 7.25), (8.0, 4.0)], array([ 7.6787491 ,  6.08813087]))\n",
      "21 ([(4.0, 7.0), (5.0, 4.0)], array([ 4.2723826,  6.1828522]))\n",
      "22 ([(11.0, 3.0), (12.0, 2.0)], array([ 11.57514253,   2.42485747]))\n",
      "23 ([(21.0, 1.0), (21.0, 4.0)], array([ 21.        ,   1.39229708]))\n",
      "24 ([(6.2, 5.0), (7.0, 3.0)], array([ 7.,  3.]))\n",
      "25 ([(4.0, 7.0), (6.5, 9.0)], array([ 5.7418191 ,  8.39345528]))\n",
      "26 ([(9.0, 1.0), (11.0, 3.0)], array([ 10.11604777,   2.11604777]))\n",
      "27 ([(0.0, 4.0), (5.0, 4.0)], array([ 3.06960121,  4.        ]))\n",
      "28 ([(17.0, 2.0), (19.0, 2.0)], array([ 18.27644902,   2.        ]))\n",
      "29 ([(7.5, 7.25), (11.5, 7.25)], array([ 8.88912724,  7.25      ]))\n",
      "30 ([(6.2, 5.0), (5.5, 3.0)], array([ 5.5,  3. ]))\n",
      "31 ([(9.0, 1.0), (11.0, 3.0)], array([ 10.42222819,   2.42222819]))\n",
      "32 ([(14.0, 7.25), (18.0, 8.5)], array([ 16.17204442,   7.92876388]))\n",
      "33 ([(16.0, 4.0), (18.0, 8.5)], array([ 16.80483126,   5.81087034]))\n",
      "34 ([(0.0, 4.0), (5.0, 4.0)], array([ 1.87467804,  4.        ]))\n",
      "35 ([(16.0, 1.0), (21.0, 1.0)], array([ 18.76111532,   1.        ]))\n",
      "36 ([(5.5, 3.0), (7.0, 3.0)], array([ 5.70980916,  3.        ]))\n",
      "37 ([(16.0, 4.0), (21.0, 4.0)], array([ 17.39723492,   4.        ]))\n",
      "38 ([(16.0, 4.0), (18.0, 8.5)], array([ 16.85240881,   5.91791983]))\n",
      "39 ([(9.0, 1.0), (11.0, 3.0)], array([ 10.68564504,   2.68564504]))\n",
      "40 ([(11.5, 7.25), (13.5, 6.0)], array([ 13.5,   6. ]))\n",
      "41 ([(3.0, 5.0), (2.0, 4.5)], array([ 2.82714026,  4.91357013]))\n",
      "42 ([(16.0, 4.0), (16.0, 1.0)], array([ 16.        ,   2.86965646]))\n",
      "43 ([(6.5, 9.0), (7.5, 7.25)], array([ 6.85385478,  8.38075413]))\n",
      "44 ([(8.0, 4.0), (11.5, 7.25)], array([ 8.80781117,  4.75011037]))\n",
      "45 ([(5.0, 4.0), (3.0, 5.0)], array([ 3.46312131,  4.76843935]))\n",
      "46 ([(8.0, 4.0), (16.0, 4.0)], array([ 11.48195952,   4.        ]))\n",
      "47 ([(11.5, 7.25), (13.5, 6.0)], array([ 12.80531482,   6.43417824]))\n",
      "48 ([(0.0, 4.0), (5.0, 4.0)], array([ 3.27344392,  4.        ]))\n",
      "49 ([(16.0, 4.0), (16.0, 1.0)], array([ 16.        ,   1.00352839]))\n",
      "50 ([(18.0, 3.5), (17.0, 2.0)], array([ 17.27541265,   2.41311897]))\n",
      "51 ([(11.0, 3.0), (12.0, 2.0)], array([ 12.,   2.]))\n",
      "52 ([(6.5, 9.0), (7.5, 7.25)], array([ 7.34290997,  7.52490756]))\n",
      "53 ([(1.0, 7.0), (4.0, 7.0)], array([ 2.51162195,  7.        ]))\n",
      "54 ([(14.0, 7.25), (18.0, 8.5)], array([ 15.7016764 ,   7.78177388]))\n",
      "55 ([(8.0, 4.0), (16.0, 4.0)], array([ 9.52400393,  4.        ]))\n",
      "56 ([(18.0, 3.5), (17.0, 2.0)], array([ 17.56978118,   2.85467177]))\n",
      "57 ([(0.0, 4.0), (5.0, 4.0)], array([ 2.53436231,  4.        ]))\n",
      "58 ([(14.0, 7.25), (18.0, 8.5)], array([ 15.92587924,   7.85183726]))\n",
      "59 ([(1.0, 7.0), (4.0, 7.0)], array([ 2.29193768,  7.        ]))\n",
      "60 ([(7.5, 7.25), (8.0, 4.0)], array([ 7.84184954,  5.02797802]))\n",
      "61 ([(16.0, 4.0), (18.0, 8.5)], array([ 17.28024363,   6.88054817]))\n",
      "62 ([(9.0, 1.0), (11.0, 3.0)], array([ 10.8677738,   2.8677738]))\n",
      "63 ([(5.5, 3.0), (7.0, 3.0)], array([ 6.45283292,  3.        ]))\n",
      "64 ([(8.0, 4.0), (16.0, 4.0)], array([ 8.0316441,  4.       ]))\n",
      "65 ([(16.0, 4.0), (16.0, 1.0)], array([ 16.        ,   2.74767484]))\n",
      "66 ([(0.0, 4.0), (5.0, 4.0)], array([ 0.10582419,  4.        ]))\n",
      "67 ([(11.0, 3.0), (12.0, 2.0)], array([ 12.,   2.]))\n",
      "68 ([(6.5, 9.0), (7.5, 7.25)], array([ 7.26818299,  7.65567976]))\n",
      "69 ([(6.2, 5.0), (5.5, 3.0)], array([ 6.2,  5. ]))\n",
      "70 ([(14.0, 7.25), (16.0, 4.0)], array([ 15.37317686,   5.01858761]))\n",
      "71 ([(11.5, 7.25), (13.5, 6.0)], array([ 13.4243218 ,   6.04729887]))\n",
      "72 ([(8.0, 4.0), (11.5, 7.25)], array([ 8.93585101,  4.86900451]))\n",
      "73 ([(4.0, 7.0), (5.0, 4.0)], array([ 4.18068078,  6.45795765]))\n",
      "74 ([(14.0, 7.25), (16.0, 4.0)], array([ 15.0791019 ,   5.49645941]))\n",
      "75 ([(16.0, 1.0), (21.0, 1.0)], array([ 16.87756007,   1.        ]))\n",
      "76 ([(0.0, 4.0), (5.0, 4.0)], array([ 0.08503569,  4.        ]))\n",
      "77 ([(1.0, 7.0), (4.0, 7.0)], array([ 2.08405577,  7.        ]))\n",
      "78 ([(7.5, 7.25), (8.0, 4.0)], array([ 7.83719475,  5.05823412]))\n",
      "79 ([(3.0, 5.0), (2.0, 4.5)], array([ 2. ,  4.5]))\n",
      "80 ([(16.0, 4.0), (18.0, 8.5)], array([ 16.92791236,   6.08780281]))\n",
      "81 ([(16.0, 1.0), (21.0, 1.0)], array([ 20.64347376,   1.        ]))\n",
      "82 ([(8.0, 4.0), (16.0, 4.0)], array([ 12.00583726,   4.        ]))\n",
      "83 ([(1.0, 7.0), (0.0, 4.0)], array([ 0.3701508,  5.1104524]))\n",
      "84 ([(18.0, 3.5), (17.0, 2.0)], array([ 17.87140713,   3.3071107 ]))\n",
      "85 ([(0.0, 4.0), (5.0, 4.0)], array([ 0.92219331,  4.        ]))\n",
      "86 ([(8.0, 4.0), (11.5, 7.25)], array([ 11.26159184,   7.028621  ]))\n",
      "87 ([(6.2, 5.0), (5.5, 3.0)], array([ 5.5,  3. ]))\n",
      "88 ([(21.0, 1.0), (21.0, 4.0)], array([ 21.        ,   2.35221812]))\n",
      "89 ([(0.0, 4.0), (5.0, 4.0)], array([ 1.22942161,  4.        ]))\n",
      "90 ([(18.0, 3.5), (19.0, 2.0)], array([ 19.,   2.]))\n",
      "91 ([(8.0, 4.0), (16.0, 4.0)], array([ 12.13113214,   4.        ]))\n",
      "92 ([(5.5, 3.0), (7.0, 3.0)], array([ 5.78963735,  3.        ]))\n",
      "93 ([(4.0, 7.0), (5.0, 4.0)], array([ 4.95433683,  4.13698952]))\n",
      "94 ([(7.5, 7.25), (8.0, 4.0)], array([ 7.90152285,  4.64010149]))\n",
      "95 ([(0.0, 4.0), (5.0, 4.0)], array([ 1.50435349,  4.        ]))\n",
      "96 ([(8.0, 4.0), (16.0, 4.0)], array([ 8.48740878,  4.        ]))\n",
      "97 ([(8.0, 4.0), (11.5, 7.25)], array([ 8.60599536,  4.56270998]))\n",
      "98 ([(8.0, 4.0), (16.0, 4.0)], array([ 12.0097557,   4.       ]))\n",
      "99 ([(8.0, 4.0), (16.0, 4.0)], array([ 9.02563304,  4.        ]))\n"
     ]
    }
   ],
   "source": [
    "pnts = res.keys()\n",
    "pnts.sort()\n",
    "for pnt in pnts:\n",
    "    print pnt, res[pnt]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wvn = ps.open(\"Waverly.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "chains = [ chain for chain in wvn]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bus = ps.open(\"Fake_Waverly_Bus.shp\")\n",
    "points = {}\n",
    "for i,pnt in enumerate(bus):\n",
    "    points[i] = pnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "segments = []\n",
    "for chain in chains:\n",
    "    nc = len(chain.vertices)\n",
    "    for i in range(nc-1):\n",
    "        segments.append(ps.cg.Chain(chain.vertices[i:i+2]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(-84.26791, 30.494739), (-84.26803, 30.494906999999998)]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain.vertices[i:i+2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "res = snapPointsOnSegments(points, segments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JkiRJXS+C0VTb3j6dyVOl80jdwNPfJEmSJEldL4KrgSWBca5SUi/w9DdJkiRJkuZQBGsB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109c7fbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(20,20)\n",
    "network = []\n",
    "for segment in segments:\n",
    "    head,tail = segment.vertices\n",
    "    x1,y1 = head\n",
    "    x2,y2 = tail\n",
    "    network.append((x1,x2))\n",
    "    network.append((y1,y2))\n",
    "    network.append('b')\n",
    "plot(*network)\n",
    "for i,point in points.iteritems():\n",
    "    x,y = point\n",
    "    plot(x,y, 'o')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SJHW8CEZTbXs7KpMnS+eROoGnv0mSJEmSOl4EVwJLAONdpaRu4OlvkiRJkiTNoQjWBrYC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\nSgAAAACctf8PI17X/CaVybIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104b32c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting\n",
    "figsize(20,20)\n",
    "network = []\n",
    "for segment in segments:\n",
    "    head,tail = segment.vertices\n",
    "    x1,y1 = head\n",
    "    x2,y2 = tail\n",
    "    network.append((x1,x2))\n",
    "    network.append((y1,y2))\n",
    "    network.append('b')\n",
    "plot(*network)\n",
    "for i,point in points.iteritems():\n",
    "    snapped = res[i]\n",
    "    x,y = snapped[1]\n",
    "    #print point,snapped\n",
    "    plot(x,y, 'o')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def snapping(pointShpFile,lineShpFile, viz=True):\n",
    "    shpf = ps.open(lineShpFile)\n",
    "    segments = []\n",
    "    for chain in shpf:\n",
    "        nc = len(chain.vertices)\n",
    "        for i in range(nc-1):\n",
    "            segments.append(ps.cg.Chain(chain.vertices[i:i+2]))\n",
    "    pntf = ps.open(pointShpFile)\n",
    "    points = {}\n",
    "    for i,pnt in enumerate(pntf):\n",
    "        points[i] = pnt\n",
    "        \n",
    "    \n",
    "    p2s = snapPointsOnSegments(points, segments)\n",
    "    \n",
    "    if viz:\n",
    "        figsize(20,20)\n",
    "        network = []\n",
    "        for segment in segments:\n",
    "            head,tail = segment.vertices\n",
    "            x1,y1 = head\n",
    "            x2,y2 = tail\n",
    "            network.append((x1,x2))\n",
    "            network.append((y1,y2))\n",
    "            network.append('b')\n",
    "        plot(*network)\n",
    "        for i,point in points.iteritems():\n",
    "            snapped = p2s[i]\n",
    "            x,y = snapped[1]\n",
    "            #print point,snapped\n",
    "            plot(x,y, 'o')\n",
    "            \n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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E8eTPZ5BVo58y7b7Tb3Mte2p5BEfJF2DlDrqW+Pi5lh2zmrQ0K6h/pVRre0pV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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10aa4a690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sf = ps.examples.get_path('geodanet/streets.shp')\n",
    "pf = ps.examples.get_path('geodanet/crimes.shp')\n",
    "res = snapping(pf,sf)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(res) == 287"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
