{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pysal as ps\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ntw = ps.Network(ps.examples.get_path('newHaven/newhaven_nework.shp'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ntw.snapobservations(ps.examples.get_path('newHaven/new_haven_merged.shp'), 'dataset', attribute=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "counts = ntw.count_per_edge(ntw.pointpatterns['dataset'].obs_to_edge, graph=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       " (1065, 1066): 4,\n",
       " (894, 895): 4,\n",
       " (4522, 6455): 2,\n",
       " (1027, 1028): 16,\n",
       " (2091, 2092): 3,\n",
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       " (923, 924): 1,\n",
       " (8302, 8303): 1,\n",
       " ...}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "total = 0\n",
    "for i,c in counts.iteritems():\n",
    "    total += c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3293"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109b01650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "\n",
    "figsize(20,20)\n",
    "\n",
    "g = nx.Graph()\n",
    "for e in ntw.edges:\n",
    "    g.add_edge(*e)\n",
    "for n,p in ntw.node_coords.iteritems():\n",
    "    g.node[n] = p\n",
    "nx.draw(g, ntw.node_coords, node_size=10, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "FAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAA\n",
       "AAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAA\n",
       "AECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAA\n",
       "AABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAA\n",
       "AAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4A\n",
       "AAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwD\n",
       "AAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjn\n",
       "AAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXC\n",
       "OQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECB\n",
       "cA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQIJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQ\n",
       "IJwDAAAAAECBcA4AAAAAAAXCOQAAAAAAFAjnAAAAAABQ8H8BLk6BC4O3HbMAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118cb74d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "\n",
    "figsize(20,20)\n",
    "\n",
    "g = nx.Graph()\n",
    "for e in ntw.edges:\n",
    "    g.add_edge(*e)\n",
    "for n,p in ntw.node_coords.iteritems():\n",
    "    g.node[n] = p\n",
    "nx.draw(g, ntw.node_coords, node_size=0, alpha=0.5)\n",
    "for idx,point in ntw.pointpatterns['dataset'].points.iteritems():\n",
    "    x,y = point['coordinates']\n",
    "    plot(x,y, 'o')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "AAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4B\n",
       "AAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcA\n",
       "AAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMA\n",
       "AAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkA\n",
       "AAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwA\n",
       "AAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4A\n",
       "AAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcA\n",
       "AAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMA\n",
       "AAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEA\n",
       "AAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAA\n",
       "AAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAA\n",
       "AAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAA\n",
       "AAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAA\n",
       "AAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAA\n",
       "AAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAA\n",
       "AACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAAICGcAwAA\n",
       "AABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAA\n",
       "AAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAA\n",
       "AACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAA\n",
       "AABICOcAAAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAA\n",
       "AAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAA\n",
       "AAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAA\n",
       "AAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAA\n",
       "AICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAA\n",
       "AEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAA\n",
       "ACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAA\n",
       "AJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAA\n",
       "AEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAA\n",
       "ACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAA\n",
       "ABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAAICGcAwAAAABAQjgHAAAAAICEcA4AAAAA\n",
       "AAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAAkBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAA\n",
       "gIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAASAjnAAAAAACQEM4BAAAAACAhnAMAAAAA\n",
       "QEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAAJIRzAAAAAABICOcAAAAAAJAQzgEAAAAA\n",
       "ICGcAwAAAABAQjgHAAAAAICEcA4AAAAAAAnhHAAAAAAAEsI5AAAAAAAkhHMAAAAAAEgI5wAAAAAA\n",
       "kBDOAQAAAAAgIZwDAAAAAEBCOAcAAAAAgIRwDgAAAAAACeEcAAAAAAASwjkAAAAAACSEcwAAAAAA\n",
       "SAjnAAAAAACQEM4BAAAAACAhnAMAAAAAQEI4BwAAAACAhHAOAAAAAAAJ4RwAAAAAABLCOQAAAAAA\n",
       "JIRzAAAAAABICOcAAAAAAJAQzgEAAAAAIPE/4haf2ASjiBoAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fe01490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "\n",
    "figsize(20,20)\n",
    "\n",
    "g = nx.Graph()\n",
    "for e in ntw.edges:\n",
    "    g.add_edge(*e)\n",
    "for n,p in ntw.node_coords.iteritems():\n",
    "    g.node[n] = p\n",
    "nx.draw(g, ntw.node_coords, node_size=0, alpha=0.5)\n",
    "for idx,coord in ntw.pointpatterns['dataset'].snapped_coordinates.iteritems():\n",
    "    x,y = coord\n",
    "    plot(x,y, 'o')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__doc__',\n",
       " '__init__',\n",
       " '__module__',\n",
       " 'dist_to_node',\n",
       " 'npoints',\n",
       " 'obs_to_edge',\n",
       " 'obs_to_node',\n",
       " 'points',\n",
       " 'snapped_coordinates']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pp = ntw.pointpatterns['dataset']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       " 894: (-72.94159580153496, 41.32535939487899),\n",
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       " 897: (-72.93904774744027, 41.299229853242316),\n",
       " 898: (-72.9732234678339, 41.33526619611285),\n",
       " 899: (-72.94895031711577, 41.31158656423204),\n",
       " 900: (-72.95840488760753, 41.32602542987447),\n",
       " 901: (-72.93745837725453, 41.314915621572304),\n",
       " 902: (-72.89783590873392, 41.28024493386649),\n",
       " 903: (-72.89665761782179, 41.31382302178218),\n",
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       " 909: (-72.89080802426605, 41.310562841163375),\n",
       " 910: (-72.95961294476295, 41.32356121743631),\n",
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       " 917: (-72.90175094159683, 41.31980836444593),\n",
       " 918: (-72.9324856990122, 41.28646163277164),\n",
       " 919: (-72.89087281319976, 41.309388335297584),\n",
       " 920: (-72.89354570829268, 41.26510549463415),\n",
       " 921: (-72.88575552974926, 41.30175106124047),\n",
       " 922: (-72.87782770318607, 41.32605980592433),\n",
       " 923: (-72.93509987398836, 41.30140913474849),\n",
       " 924: (-72.92975399793957, 41.31056073832803),\n",
       " 925: (-72.92975399793957, 41.31056073832803),\n",
       " 926: (-72.92886018096554, 41.304417900104376),\n",
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       " 928: (-72.9295872349516, 41.30762861944797),\n",
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       " 930: (-72.93288811372717, 41.3061228546396),\n",
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       " 934: (-72.93212148615385, 41.31141328923077),\n",
       " 935: (-72.9358433977931, 41.30882505351723),\n",
       " 936: (-72.9296823028469, 41.30766616977652),\n",
       " 937: (-72.92816752654868, 41.31779010176991),\n",
       " 938: (-72.92963421242538, 41.316105961845274),\n",
       " 939: (-72.93608157659516, 41.308479013332104),\n",
       " 940: (-72.92932377645234, 41.31154126075308),\n",
       " 941: (-72.92966216175051, 41.30884462209428),\n",
       " 942: (-72.93342469441725, 41.317264541873435),\n",
       " 943: (-72.92593356994378, 41.310967881410804),\n",
       " 944: (-72.93330150462633, 41.30878825480427),\n",
       " 945: (-72.93009492607736, 41.31075488168946),\n",
       " 946: (-72.9268250108921, 41.309343727419005),\n",
       " 947: (-72.92955312678833, 41.30761514725809),\n",
       " 948: (-72.93009492607736, 41.31075488168946),\n",
       " 949: (-72.92370155132978, 41.30516325781585),\n",
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       " 952: (-72.92975399793957, 41.31056073832803),\n",
       " 953: (-72.9289351857893, 41.31207039413332),\n",
       " 954: (-72.92889075316023, 41.310195413137414),\n",
       " 955: (-72.930531322904, 41.30763419921497),\n",
       " 956: (-72.92099656468359, 41.31514961744264),\n",
       " 957: (-72.92602294709248, 41.31084496139181),\n",
       " 958: (-72.93432075955447, 41.31323344295162),\n",
       " 959: (-72.93367108035437, 41.3056386056741),\n",
       " 960: (-72.92641624354349, 41.31030248078629),\n",
       " 961: (-72.930531322904, 41.30763419921497),\n",
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       " 964: (-72.93349912179637, 41.31042467223136),\n",
       " 965: (-72.9287358853699, 41.314687826066),\n",
       " 966: (-72.93009492607736, 41.31075488168946),\n",
       " 967: (-72.93170823899588, 41.30827727262498),\n",
       " 968: (-72.93191466856369, 41.30694539542355),\n",
       " 969: (-72.9308563587873, 41.309461548506825),\n",
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       " 973: (-72.9155595980418, 41.31706088652263),\n",
       " 974: (-72.93308336942187, 41.30949968670449),\n",
       " 975: (-72.89458355248468, 41.30481843580667),\n",
       " 976: (-72.89242591238275, 41.30925469450495),\n",
       " 977: (-72.92368856442661, 41.3051582240267),\n",
       " 978: (-72.90948379588284, 41.31336712281245),\n",
       " 979: (-72.94575432088963, 41.311556630992065),\n",
       " 980: (-72.89694295649612, 41.314940081938225),\n",
       " 981: (-72.91897607913123, 41.294931771910896),\n",
       " 982: (-72.94471664413793, 41.31131912965517),\n",
       " 983: (-72.94445264285108, 41.311648299518254),\n",
       " 984: (-72.9330175180195, 41.32740998171981),\n",
       " 985: (-72.89389399536152, 41.29077283738063),\n",
       " 986: (-72.89455513421098, 41.304676761162106),\n",
       " 987: (-72.89389399536152, 41.29077283738063),\n",
       " 988: (-72.92133062076789, 41.30130978425575),\n",
       " 989: (-72.93823164326942, 41.32254423375358),\n",
       " 990: (-72.92848749005095, 41.31855117265227),\n",
       " 991: (-72.88647414501065, 41.30834850490215),\n",
       " 992: (-72.89359857992046, 41.28462165148843),\n",
       " 993: (-72.93602711260026, 41.302609771435876),\n",
       " 994: (-72.92901851203634, 41.31278799333838),\n",
       " 995: (-72.8984003163211, 41.31056078378316),\n",
       " 996: (-72.9223343488698, 41.32669787549038),\n",
       " 997: (-72.93788765908397, 41.31187368454826),\n",
       " 998: (-72.92967122831342, 41.316096021006246),\n",
       " 999: (-72.93625399481866, 41.302999419689115),\n",
       " ...}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp.snapped_coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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